Namespace(accumulate=1, batch_norm=False, batch_size=8, clip_grad=0, crop_ratio=0.875, data_dir='/home/ubuntu/yizhu/data/kinetics400/kinetics400/train_256', dataset='kinetics400', dtype='float32', eval=False, fast_temporal_stride=2, hard_weight=0.5, hashtag='', input_5d=False, input_size=224, kvstore=None, label_smoothing=False, last_gamma=False, log_interval=50, logging_file='tsn_2d_rgb_res34_seg7_kinetics400_b8_g8_cosine_cleanv3.txt', lr=0.01, lr_decay=0.1, lr_decay_epoch='40,60', lr_decay_period=0, lr_mode='cosine', mixup=False, mixup_alpha=0.2, mixup_off_epoch=0, mode='hybrid', model='resnet34_v1b_kinetics400', momentum=0.9, new_height=256, new_length=1, new_step=1, new_width=340, no_wd=False, num_classes=400, num_crop=1, num_epochs=100, num_gpus=8, num_segments=7, num_workers=32, partial_bn=False, prefetch_ratio=1.0, resume_epoch=0, resume_params='', resume_states='', save_dir='/home/ubuntu/yizhu/logs/mxnet/kinetics400/2dresnet/tsn_2d_rgb_res34_seg7_kinetics400_b8_g8_cosine_cleanv3', save_frequency=20, scale_ratios='1.0,0.8', slow_temporal_stride=16, slowfast=False, teacher=None, temperature=20, train_list='/home/ubuntu/yizhu/data/kinetics400/kinetics400/k400_train_240618.txt', use_amp=False, use_decord=True, use_gn=False, use_pretrained=False, use_se=False, use_tsn=False, val_data_dir='/home/ubuntu/yizhu/data/kinetics400/kinetics400/val_256', val_list='/home/ubuntu/yizhu/code/gluon-cv/extra/kinetics400/k400_val_19761_cleanv3.txt', video_loader=True, warmup_epochs=0, warmup_lr=0.0, wd=0.0001) Total batch size is set to 64 on 8 GPUs ActionRecResNetV1b( (conv1): Conv2D(3 -> 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu): Activation(relu) (maxpool): MaxPool2D(size=(3, 3), stride=(2, 2), padding=(1, 1), ceil_mode=False, global_pool=False, pool_type=max, layout=NCHW) (layer1): HybridSequential( (0): BasicBlockV1b( (conv1): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu1): Activation(relu) (conv2): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu2): Activation(relu) ) (1): BasicBlockV1b( (conv1): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu1): Activation(relu) (conv2): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu2): Activation(relu) ) (2): BasicBlockV1b( (conv1): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu1): Activation(relu) (conv2): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64) (relu2): Activation(relu) ) ) (layer2): HybridSequential( (0): BasicBlockV1b( (conv1): Conv2D(64 -> 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu1): Activation(relu) (conv2): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu2): Activation(relu) (downsample): HybridSequential( (0): Conv2D(64 -> 128, kernel_size=(1, 1), stride=(2, 2), bias=False) (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) ) ) (1): BasicBlockV1b( (conv1): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu1): Activation(relu) (conv2): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu2): Activation(relu) ) (2): BasicBlockV1b( (conv1): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu1): Activation(relu) (conv2): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu2): Activation(relu) ) (3): BasicBlockV1b( (conv1): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu1): Activation(relu) (conv2): Conv2D(128 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128) (relu2): Activation(relu) ) ) (layer3): HybridSequential( (0): BasicBlockV1b( (conv1): Conv2D(128 -> 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) (downsample): HybridSequential( (0): Conv2D(128 -> 256, kernel_size=(1, 1), stride=(2, 2), bias=False) (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) ) ) (1): BasicBlockV1b( (conv1): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) ) (2): BasicBlockV1b( (conv1): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) ) (3): BasicBlockV1b( (conv1): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) ) (4): BasicBlockV1b( (conv1): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) ) (5): BasicBlockV1b( (conv1): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu1): Activation(relu) (conv2): Conv2D(256 -> 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=256) (relu2): Activation(relu) ) ) (layer4): HybridSequential( (0): BasicBlockV1b( (conv1): Conv2D(256 -> 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu1): Activation(relu) (conv2): Conv2D(512 -> 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu2): Activation(relu) (downsample): HybridSequential( (0): Conv2D(256 -> 512, kernel_size=(1, 1), stride=(2, 2), bias=False) (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) ) ) (1): BasicBlockV1b( (conv1): Conv2D(512 -> 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu1): Activation(relu) (conv2): Conv2D(512 -> 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu2): Activation(relu) ) (2): BasicBlockV1b( (conv1): Conv2D(512 -> 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu1): Activation(relu) (conv2): Conv2D(512 -> 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn2): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=512) (relu2): Activation(relu) ) ) (avgpool): GlobalAvgPool2D(size=(1, 1), stride=(1, 1), padding=(0, 0), ceil_mode=True, global_pool=True, pool_type=avg, layout=NCHW) (flat): Flatten (drop): Dropout(p = 0.5, axes=()) (output): Dense(512 -> 400, linear) ) Load 240618 training samples and 19404 validation samples. Epoch[000] Batch [0049]/[3759] Speed: 78.626113 samples/sec accuracy=1.125000 loss=5.901565 lr=0.010000 Epoch[000] Batch [0099]/[3759] Speed: 128.300829 samples/sec accuracy=2.406250 loss=5.688657 lr=0.010000 Epoch[000] Batch [0149]/[3759] Speed: 122.201934 samples/sec accuracy=4.250000 loss=5.468934 lr=0.010000 Epoch[000] Batch [0199]/[3759] Speed: 116.486979 samples/sec accuracy=5.812500 loss=5.263377 lr=0.010000 Epoch[000] Batch [0249]/[3759] Speed: 128.445172 samples/sec accuracy=7.056250 loss=5.098385 lr=0.010000 Epoch[000] Batch [0299]/[3759] Speed: 121.407531 samples/sec accuracy=8.343750 loss=4.950903 lr=0.010000 Epoch[000] Batch [0349]/[3759] Speed: 121.557480 samples/sec accuracy=9.513393 loss=4.822662 lr=0.010000 Epoch[000] Batch [0399]/[3759] Speed: 117.445016 samples/sec accuracy=10.589844 loss=4.710875 lr=0.010000 Epoch[000] Batch [0449]/[3759] Speed: 119.637983 samples/sec accuracy=11.784722 loss=4.607855 lr=0.010000 Epoch[000] Batch [0499]/[3759] Speed: 121.101435 samples/sec accuracy=12.728125 loss=4.520194 lr=0.010000 Epoch[000] Batch [0549]/[3759] Speed: 120.656287 samples/sec accuracy=13.542614 loss=4.436747 lr=0.010000 Epoch[000] Batch [0599]/[3759] Speed: 119.018787 samples/sec accuracy=14.278646 loss=4.363036 lr=0.010000 Epoch[000] Batch [0649]/[3759] Speed: 121.134941 samples/sec accuracy=15.007212 loss=4.300537 lr=0.010000 Epoch[000] Batch [0699]/[3759] Speed: 112.874598 samples/sec accuracy=15.676339 loss=4.244441 lr=0.010000 Epoch[000] Batch [0749]/[3759] Speed: 133.713593 samples/sec accuracy=16.300000 loss=4.191906 lr=0.010000 Epoch[000] Batch [0799]/[3759] Speed: 115.162940 samples/sec accuracy=16.857422 loss=4.146668 lr=0.010000 Epoch[000] Batch [0849]/[3759] Speed: 127.269264 samples/sec accuracy=17.463235 loss=4.099280 lr=0.010000 Epoch[000] Batch [0899]/[3759] Speed: 118.306161 samples/sec accuracy=18.001736 loss=4.054018 lr=0.010000 Epoch[000] Batch [0949]/[3759] Speed: 122.277716 samples/sec accuracy=18.542763 loss=4.012576 lr=0.010000 Epoch[000] Batch [0999]/[3759] Speed: 120.208852 samples/sec accuracy=18.979688 loss=3.975578 lr=0.010000 Epoch[000] Batch [1049]/[3759] Speed: 118.491393 samples/sec accuracy=19.520833 loss=3.937176 lr=0.010000 Epoch[000] Batch [1099]/[3759] Speed: 125.639339 samples/sec accuracy=19.985795 loss=3.901072 lr=0.010000 Epoch[000] Batch [1149]/[3759] Speed: 115.384201 samples/sec accuracy=20.441576 loss=3.867534 lr=0.010000 Epoch[000] Batch [1199]/[3759] Speed: 122.674965 samples/sec accuracy=20.832031 loss=3.838194 lr=0.010000 Epoch[000] Batch [1249]/[3759] Speed: 114.918969 samples/sec accuracy=21.181250 loss=3.809732 lr=0.010000 Epoch[000] Batch [1299]/[3759] Speed: 131.870367 samples/sec accuracy=21.495192 loss=3.785435 lr=0.010000 Epoch[000] Batch [1349]/[3759] Speed: 113.317307 samples/sec accuracy=21.839120 loss=3.761732 lr=0.010000 Epoch[000] Batch [1399]/[3759] Speed: 122.499443 samples/sec accuracy=22.170759 loss=3.738734 lr=0.010000 Epoch[000] Batch [1449]/[3759] Speed: 121.986275 samples/sec accuracy=22.498922 loss=3.715565 lr=0.010000 Epoch[000] Batch [1499]/[3759] Speed: 113.489527 samples/sec accuracy=22.810417 loss=3.691986 lr=0.010000 Epoch[000] Batch [1549]/[3759] Speed: 131.422669 samples/sec accuracy=23.092742 loss=3.672877 lr=0.010000 Epoch[000] Batch [1599]/[3759] Speed: 106.903432 samples/sec accuracy=23.368164 loss=3.651895 lr=0.010000 Epoch[000] Batch [1649]/[3759] Speed: 139.237944 samples/sec accuracy=23.639205 loss=3.633696 lr=0.010000 Epoch[000] Batch [1699]/[3759] Speed: 108.107176 samples/sec accuracy=23.859375 loss=3.617340 lr=0.009999 Epoch[000] Batch [1749]/[3759] Speed: 131.292171 samples/sec accuracy=24.108929 loss=3.599987 lr=0.009999 Epoch[000] Batch [1799]/[3759] Speed: 114.529473 samples/sec accuracy=24.349826 loss=3.582624 lr=0.009999 Epoch[000] Batch [1849]/[3759] Speed: 120.857448 samples/sec accuracy=24.576858 loss=3.567514 lr=0.009999 Epoch[000] Batch [1899]/[3759] Speed: 116.740083 samples/sec accuracy=24.771382 loss=3.552915 lr=0.009999 Epoch[000] Batch [1949]/[3759] Speed: 127.592887 samples/sec accuracy=24.969551 loss=3.538544 lr=0.009999 Epoch[000] Batch [1999]/[3759] Speed: 109.382243 samples/sec accuracy=25.161719 loss=3.524617 lr=0.009999 Epoch[000] Batch [2049]/[3759] Speed: 132.827816 samples/sec accuracy=25.358994 loss=3.510790 lr=0.009999 Epoch[000] Batch [2099]/[3759] Speed: 112.727602 samples/sec accuracy=25.616071 loss=3.495745 lr=0.009999 Epoch[000] Batch [2149]/[3759] Speed: 131.861446 samples/sec accuracy=25.836483 loss=3.481296 lr=0.009999 Epoch[000] Batch [2199]/[3759] Speed: 111.678164 samples/sec accuracy=26.054688 loss=3.468122 lr=0.009999 Epoch[000] Batch [2249]/[3759] Speed: 130.317370 samples/sec accuracy=26.245833 loss=3.455377 lr=0.009999 Epoch[000] Batch [2299]/[3759] Speed: 111.844420 samples/sec accuracy=26.430027 loss=3.443154 lr=0.009999 Epoch[000] Batch [2349]/[3759] Speed: 130.662227 samples/sec accuracy=26.617021 loss=3.431498 lr=0.009999 Epoch[000] Batch [2399]/[3759] Speed: 108.401320 samples/sec accuracy=26.781250 loss=3.420722 lr=0.009999 Epoch[000] Batch [2449]/[3759] Speed: 133.385880 samples/sec accuracy=26.961735 loss=3.409395 lr=0.009999 Epoch[000] Batch [2499]/[3759] Speed: 109.498281 samples/sec accuracy=27.121875 loss=3.398361 lr=0.009999 Epoch[000] Batch [2549]/[3759] Speed: 126.107296 samples/sec accuracy=27.252451 loss=3.388299 lr=0.009999 Epoch[000] Batch [2599]/[3759] Speed: 117.130746 samples/sec accuracy=27.395433 loss=3.378221 lr=0.009999 Epoch[000] Batch [2649]/[3759] Speed: 127.039703 samples/sec accuracy=27.538325 loss=3.368046 lr=0.009999 Epoch[000] Batch [2699]/[3759] Speed: 123.890743 samples/sec accuracy=27.660301 loss=3.360263 lr=0.009999 Epoch[000] Batch [2749]/[3759] Speed: 114.734637 samples/sec accuracy=27.806250 loss=3.350606 lr=0.009999 Epoch[000] Batch [2799]/[3759] Speed: 126.026123 samples/sec accuracy=27.922991 loss=3.341554 lr=0.009999 Epoch[000] Batch [2849]/[3759] Speed: 114.105938 samples/sec accuracy=28.047697 loss=3.333817 lr=0.009999 Epoch[000] Batch [2899]/[3759] Speed: 120.899420 samples/sec accuracy=28.210129 loss=3.324737 lr=0.009999 Epoch[000] Batch [2949]/[3759] Speed: 121.149994 samples/sec accuracy=28.344809 loss=3.315552 lr=0.009998 Epoch[000] Batch [2999]/[3759] Speed: 119.714291 samples/sec accuracy=28.464583 loss=3.307685 lr=0.009998 Epoch[000] Batch [3049]/[3759] Speed: 122.251808 samples/sec accuracy=28.600410 loss=3.298697 lr=0.009998 Epoch[000] Batch [3099]/[3759] Speed: 118.270769 samples/sec accuracy=28.739919 loss=3.290225 lr=0.009998 Epoch[000] Batch [3149]/[3759] Speed: 124.502205 samples/sec accuracy=28.870040 loss=3.282279 lr=0.009998 Epoch[000] Batch [3199]/[3759] Speed: 110.525875 samples/sec accuracy=28.987793 loss=3.274623 lr=0.009998 Epoch[000] Batch [3249]/[3759] Speed: 124.956131 samples/sec accuracy=29.093269 loss=3.267779 lr=0.009998 Epoch[000] Batch [3299]/[3759] Speed: 115.528670 samples/sec accuracy=29.207860 loss=3.260364 lr=0.009998 Epoch[000] Batch [3349]/[3759] Speed: 124.854559 samples/sec accuracy=29.318097 loss=3.253227 lr=0.009998 Epoch[000] Batch [3399]/[3759] Speed: 115.793611 samples/sec accuracy=29.432445 loss=3.246869 lr=0.009998 Epoch[000] Batch [3449]/[3759] Speed: 131.500918 samples/sec accuracy=29.549366 loss=3.239893 lr=0.009998 Epoch[000] Batch [3499]/[3759] Speed: 109.943705 samples/sec accuracy=29.687946 loss=3.232113 lr=0.009998 Epoch[000] Batch [3549]/[3759] Speed: 134.744834 samples/sec accuracy=29.785211 loss=3.225103 lr=0.009998 Epoch[000] Batch [3599]/[3759] Speed: 110.959497 samples/sec accuracy=29.888455 loss=3.219128 lr=0.009998 Epoch[000] Batch [3649]/[3759] Speed: 130.599964 samples/sec accuracy=29.999572 loss=3.212161 lr=0.009998 Epoch[000] Batch [3699]/[3759] Speed: 107.745632 samples/sec accuracy=30.128801 loss=3.204737 lr=0.009998 Epoch[000] Batch [3749]/[3759] Speed: 150.291763 samples/sec accuracy=30.239583 loss=3.198023 lr=0.009998 Batch [0049]/[0303]: acc-top1=36.406250 acc-top5=65.812500 Batch [0099]/[0303]: acc-top1=37.312500 acc-top5=66.359375 Batch [0149]/[0303]: acc-top1=37.322917 acc-top5=66.645833 Batch [0199]/[0303]: acc-top1=37.304688 acc-top5=66.125000 Batch [0249]/[0303]: acc-top1=37.443750 acc-top5=66.012500 Batch [0299]/[0303]: acc-top1=37.515625 acc-top5=66.145833 [Epoch 000] training: accuracy=30.257382 loss=3.196943 [Epoch 000] speed: 119 samples/sec time cost: 2198.589259 [Epoch 000] validation: acc-top1=37.536097 acc-top5=66.150990 loss=2.993190 Epoch[001] Batch [0049]/[3760] Speed: 89.322228 samples/sec accuracy=40.000000 loss=2.653501 lr=0.009997 Epoch[001] Batch [0099]/[3760] Speed: 118.187439 samples/sec accuracy=38.921875 loss=2.674391 lr=0.009997 Epoch[001] Batch [0149]/[3760] Speed: 123.456093 samples/sec accuracy=39.114583 loss=2.656823 lr=0.009997 Epoch[001] Batch [0199]/[3760] Speed: 116.828541 samples/sec accuracy=39.031250 loss=2.658889 lr=0.009997 Epoch[001] Batch [0249]/[3760] Speed: 128.380482 samples/sec accuracy=38.837500 loss=2.663303 lr=0.009997 Epoch[001] Batch [0299]/[3760] Speed: 119.823062 samples/sec accuracy=38.734375 loss=2.665196 lr=0.009997 Epoch[001] Batch [0349]/[3760] Speed: 123.037943 samples/sec accuracy=38.781250 loss=2.662769 lr=0.009997 Epoch[001] Batch [0399]/[3760] Speed: 123.143787 samples/sec accuracy=38.906250 loss=2.664175 lr=0.009997 Epoch[001] Batch [0449]/[3760] Speed: 115.305035 samples/sec accuracy=38.968750 loss=2.659946 lr=0.009997 Epoch[001] Batch [0499]/[3760] Speed: 123.815763 samples/sec accuracy=38.990625 loss=2.660685 lr=0.009997 Epoch[001] Batch [0549]/[3760] Speed: 114.662861 samples/sec accuracy=38.991477 loss=2.661475 lr=0.009997 Epoch[001] Batch [0599]/[3760] Speed: 135.410801 samples/sec accuracy=38.971354 loss=2.661368 lr=0.009997 Epoch[001] Batch [0649]/[3760] Speed: 107.574164 samples/sec accuracy=38.973558 loss=2.661908 lr=0.009997 Epoch[001] Batch [0699]/[3760] Speed: 132.173660 samples/sec accuracy=38.993304 loss=2.661760 lr=0.009997 Epoch[001] Batch [0749]/[3760] Speed: 110.391983 samples/sec accuracy=39.010417 loss=2.661492 lr=0.009996 Epoch[001] Batch [0799]/[3760] Speed: 130.898955 samples/sec accuracy=39.128906 loss=2.655733 lr=0.009996 Epoch[001] Batch [0849]/[3760] Speed: 114.819594 samples/sec accuracy=39.169118 loss=2.652991 lr=0.009996 Epoch[001] Batch [0899]/[3760] Speed: 121.765067 samples/sec accuracy=39.253472 loss=2.647791 lr=0.009996 Epoch[001] Batch [0949]/[3760] Speed: 120.784661 samples/sec accuracy=39.368421 loss=2.644669 lr=0.009996 Epoch[001] Batch [0999]/[3760] Speed: 118.219140 samples/sec accuracy=39.375000 loss=2.642138 lr=0.009996 Epoch[001] Batch [1049]/[3760] Speed: 118.453302 samples/sec accuracy=39.449405 loss=2.639217 lr=0.009996 Epoch[001] Batch [1099]/[3760] Speed: 121.514826 samples/sec accuracy=39.433239 loss=2.639841 lr=0.009996 Epoch[001] Batch [1149]/[3760] Speed: 116.427290 samples/sec accuracy=39.448370 loss=2.639040 lr=0.009996 Epoch[001] Batch [1199]/[3760] Speed: 129.290101 samples/sec accuracy=39.501302 loss=2.636634 lr=0.009996 Epoch[001] Batch [1249]/[3760] Speed: 117.413371 samples/sec accuracy=39.528750 loss=2.635320 lr=0.009996 Epoch[001] Batch [1299]/[3760] Speed: 126.306823 samples/sec accuracy=39.580529 loss=2.633009 lr=0.009996 Epoch[001] Batch [1349]/[3760] Speed: 116.549866 samples/sec accuracy=39.680556 loss=2.629623 lr=0.009995 Epoch[001] Batch [1399]/[3760] Speed: 125.505277 samples/sec accuracy=39.703125 loss=2.628166 lr=0.009995 Epoch[001] Batch [1449]/[3760] Speed: 114.437323 samples/sec accuracy=39.746767 loss=2.624209 lr=0.009995 Epoch[001] Batch [1499]/[3760] Speed: 117.237902 samples/sec accuracy=39.772917 loss=2.622701 lr=0.009995 Epoch[001] Batch [1549]/[3760] Speed: 129.507021 samples/sec accuracy=39.809476 loss=2.619922 lr=0.009995 Epoch[001] Batch [1599]/[3760] Speed: 118.941382 samples/sec accuracy=39.851562 loss=2.618252 lr=0.009995 Epoch[001] Batch [1649]/[3760] Speed: 118.110103 samples/sec accuracy=39.840909 loss=2.617115 lr=0.009995 Epoch[001] Batch [1699]/[3760] Speed: 120.052817 samples/sec accuracy=39.836397 loss=2.617459 lr=0.009995 Epoch[001] Batch [1749]/[3760] Speed: 119.386418 samples/sec accuracy=39.867857 loss=2.616435 lr=0.009995 Epoch[001] Batch [1799]/[3760] Speed: 119.741799 samples/sec accuracy=39.850694 loss=2.616921 lr=0.009995 Epoch[001] Batch [1849]/[3760] Speed: 126.128855 samples/sec accuracy=39.851351 loss=2.616267 lr=0.009995 Epoch[001] Batch [1899]/[3760] Speed: 113.088095 samples/sec accuracy=39.888980 loss=2.614367 lr=0.009994 Epoch[001] Batch [1949]/[3760] Speed: 127.347918 samples/sec accuracy=39.923878 loss=2.612875 lr=0.009994 Epoch[001] Batch [1999]/[3760] Speed: 116.938198 samples/sec accuracy=39.986719 loss=2.610172 lr=0.009994 Epoch[001] Batch [2049]/[3760] Speed: 130.874400 samples/sec accuracy=39.983232 loss=2.609518 lr=0.009994 Epoch[001] Batch [2099]/[3760] Speed: 111.675611 samples/sec accuracy=40.012649 loss=2.609834 lr=0.009994 Epoch[001] Batch [2149]/[3760] Speed: 124.097595 samples/sec accuracy=40.036337 loss=2.608944 lr=0.009994 Epoch[001] Batch [2199]/[3760] Speed: 118.907594 samples/sec accuracy=40.095170 loss=2.606413 lr=0.009994 Epoch[001] Batch [2249]/[3760] Speed: 119.794148 samples/sec accuracy=40.111111 loss=2.605269 lr=0.009994 Epoch[001] Batch [2299]/[3760] Speed: 118.515730 samples/sec accuracy=40.156929 loss=2.602563 lr=0.009994 Epoch[001] Batch [2349]/[3760] Speed: 120.462462 samples/sec accuracy=40.235372 loss=2.598940 lr=0.009993 Epoch[001] Batch [2399]/[3760] Speed: 123.369416 samples/sec accuracy=40.273438 loss=2.596937 lr=0.009993 Epoch[001] Batch [2449]/[3760] Speed: 116.801012 samples/sec accuracy=40.308036 loss=2.594701 lr=0.009993 Epoch[001] Batch [2499]/[3760] Speed: 118.925827 samples/sec accuracy=40.314375 loss=2.594083 lr=0.009993 Epoch[001] Batch [2549]/[3760] Speed: 120.105282 samples/sec accuracy=40.308211 loss=2.594171 lr=0.009993 Epoch[001] Batch [2599]/[3760] Speed: 122.456926 samples/sec accuracy=40.310697 loss=2.593846 lr=0.009993 Epoch[001] Batch [2649]/[3760] Speed: 119.385468 samples/sec accuracy=40.327241 loss=2.592837 lr=0.009993 Epoch[001] Batch [2699]/[3760] Speed: 116.875018 samples/sec accuracy=40.351852 loss=2.591371 lr=0.009993 Epoch[001] Batch [2749]/[3760] Speed: 125.652155 samples/sec accuracy=40.387500 loss=2.590107 lr=0.009993 Epoch[001] Batch [2799]/[3760] Speed: 117.688064 samples/sec accuracy=40.413504 loss=2.588694 lr=0.009992 Epoch[001] Batch [2849]/[3760] Speed: 126.943333 samples/sec accuracy=40.441338 loss=2.587181 lr=0.009992 Epoch[001] Batch [2899]/[3760] Speed: 114.412926 samples/sec accuracy=40.480065 loss=2.585893 lr=0.009992 Epoch[001] Batch [2949]/[3760] Speed: 124.830265 samples/sec accuracy=40.498941 loss=2.585804 lr=0.009992 Epoch[001] Batch [2999]/[3760] Speed: 116.841920 samples/sec accuracy=40.526563 loss=2.584419 lr=0.009992 Epoch[001] Batch [3049]/[3760] Speed: 125.204788 samples/sec accuracy=40.550717 loss=2.583100 lr=0.009992 Epoch[001] Batch [3099]/[3760] Speed: 123.155518 samples/sec accuracy=40.584173 loss=2.581858 lr=0.009992 Epoch[001] Batch [3149]/[3760] Speed: 114.846213 samples/sec accuracy=40.624504 loss=2.579288 lr=0.009992 Epoch[001] Batch [3199]/[3760] Speed: 126.592180 samples/sec accuracy=40.632812 loss=2.578410 lr=0.009992 Epoch[001] Batch [3249]/[3760] Speed: 107.369673 samples/sec accuracy=40.640865 loss=2.578161 lr=0.009991 Epoch[001] Batch [3299]/[3760] Speed: 132.481568 samples/sec accuracy=40.654830 loss=2.577565 lr=0.009991 Epoch[001] Batch [3349]/[3760] Speed: 112.216443 samples/sec accuracy=40.663246 loss=2.577026 lr=0.009991 Epoch[001] Batch [3399]/[3760] Speed: 131.729936 samples/sec accuracy=40.694393 loss=2.575583 lr=0.009991 Epoch[001] Batch [3449]/[3760] Speed: 112.500753 samples/sec accuracy=40.737772 loss=2.573717 lr=0.009991 Epoch[001] Batch [3499]/[3760] Speed: 125.334344 samples/sec accuracy=40.776786 loss=2.571440 lr=0.009991 Epoch[001] Batch [3549]/[3760] Speed: 116.922580 samples/sec accuracy=40.819982 loss=2.569313 lr=0.009991 Epoch[001] Batch [3599]/[3760] Speed: 125.665780 samples/sec accuracy=40.847222 loss=2.568329 lr=0.009991 Epoch[001] Batch [3649]/[3760] Speed: 121.523587 samples/sec accuracy=40.875856 loss=2.566542 lr=0.009990 Epoch[001] Batch [3699]/[3760] Speed: 117.786957 samples/sec accuracy=40.897382 loss=2.565412 lr=0.009990 Epoch[001] Batch [3749]/[3760] Speed: 142.213624 samples/sec accuracy=40.903750 loss=2.564476 lr=0.009990 Batch [0049]/[0303]: acc-top1=43.312500 acc-top5=71.187500 Batch [0099]/[0303]: acc-top1=43.906250 acc-top5=72.296875 Batch [0149]/[0303]: acc-top1=43.739583 acc-top5=72.260417 Batch [0199]/[0303]: acc-top1=43.539062 acc-top5=71.656250 Batch [0249]/[0303]: acc-top1=43.743750 acc-top5=71.581250 Batch [0299]/[0303]: acc-top1=43.640625 acc-top5=71.729167 [Epoch 001] training: accuracy=40.901346 loss=2.564000 [Epoch 001] speed: 120 samples/sec time cost: 2196.701170 [Epoch 001] validation: acc-top1=43.693276 acc-top5=71.777021 loss=2.519819 Epoch[002] Batch [0049]/[3759] Speed: 88.561661 samples/sec accuracy=46.187500 loss=2.311213 lr=0.009990 Epoch[002] Batch [0099]/[3759] Speed: 119.404268 samples/sec accuracy=45.578125 loss=2.328414 lr=0.009990 Epoch[002] Batch [0149]/[3759] Speed: 121.286326 samples/sec accuracy=45.218750 loss=2.333852 lr=0.009990 Epoch[002] Batch [0199]/[3759] Speed: 121.796544 samples/sec accuracy=45.140625 loss=2.339904 lr=0.009990 Epoch[002] Batch [0249]/[3759] Speed: 116.080784 samples/sec accuracy=45.193750 loss=2.347364 lr=0.009989 Epoch[002] Batch [0299]/[3759] Speed: 125.593452 samples/sec accuracy=45.015625 loss=2.351456 lr=0.009989 Epoch[002] Batch [0349]/[3759] Speed: 118.184551 samples/sec accuracy=44.928571 loss=2.355137 lr=0.009989 Epoch[002] Batch [0399]/[3759] Speed: 112.259273 samples/sec accuracy=44.710938 loss=2.364214 lr=0.009989 Epoch[002] Batch [0449]/[3759] Speed: 128.721457 samples/sec accuracy=44.614583 loss=2.366168 lr=0.009989 Epoch[002] Batch [0499]/[3759] Speed: 114.566140 samples/sec accuracy=44.681250 loss=2.366773 lr=0.009989 Epoch[002] Batch [0549]/[3759] Speed: 127.041760 samples/sec accuracy=44.633523 loss=2.369275 lr=0.009989 Epoch[002] Batch [0599]/[3759] Speed: 109.667512 samples/sec accuracy=44.703125 loss=2.369026 lr=0.009988 Epoch[002] Batch [0649]/[3759] Speed: 127.172463 samples/sec accuracy=44.728365 loss=2.367249 lr=0.009988 Epoch[002] Batch [0699]/[3759] Speed: 117.910702 samples/sec accuracy=44.743304 loss=2.367937 lr=0.009988 Epoch[002] Batch [0749]/[3759] Speed: 119.856417 samples/sec accuracy=44.664583 loss=2.369539 lr=0.009988 Epoch[002] Batch [0799]/[3759] Speed: 125.144848 samples/sec accuracy=44.593750 loss=2.371382 lr=0.009988 Epoch[002] Batch [0849]/[3759] Speed: 119.855758 samples/sec accuracy=44.586397 loss=2.372505 lr=0.009988 Epoch[002] Batch [0899]/[3759] Speed: 125.305976 samples/sec accuracy=44.472222 loss=2.375879 lr=0.009988 Epoch[002] Batch [0949]/[3759] Speed: 116.478337 samples/sec accuracy=44.532895 loss=2.375828 lr=0.009987 Epoch[002] Batch [0999]/[3759] Speed: 118.420410 samples/sec accuracy=44.587500 loss=2.374047 lr=0.009987 Epoch[002] Batch [1049]/[3759] Speed: 123.580370 samples/sec accuracy=44.659226 loss=2.369512 lr=0.009987 Epoch[002] Batch [1099]/[3759] Speed: 117.750933 samples/sec accuracy=44.674716 loss=2.369603 lr=0.009987 Epoch[002] Batch [1149]/[3759] Speed: 124.173075 samples/sec accuracy=44.775815 loss=2.366768 lr=0.009987 Epoch[002] Batch [1199]/[3759] Speed: 118.141556 samples/sec accuracy=44.847656 loss=2.363460 lr=0.009987 Epoch[002] Batch [1249]/[3759] Speed: 121.959805 samples/sec accuracy=44.896250 loss=2.361190 lr=0.009987 Epoch[002] Batch [1299]/[3759] Speed: 116.196398 samples/sec accuracy=44.905048 loss=2.361852 lr=0.009986 Epoch[002] Batch [1349]/[3759] Speed: 121.077534 samples/sec accuracy=44.893519 loss=2.362826 lr=0.009986 Epoch[002] Batch [1399]/[3759] Speed: 119.765787 samples/sec accuracy=44.946429 loss=2.361837 lr=0.009986 Epoch[002] Batch [1449]/[3759] Speed: 117.352077 samples/sec accuracy=44.969828 loss=2.359284 lr=0.009986 Epoch[002] Batch [1499]/[3759] Speed: 131.144246 samples/sec accuracy=44.981250 loss=2.359982 lr=0.009986 Epoch[002] Batch [1549]/[3759] Speed: 113.837963 samples/sec accuracy=44.947581 loss=2.361011 lr=0.009986 Epoch[002] Batch [1599]/[3759] Speed: 119.276402 samples/sec accuracy=44.944336 loss=2.362425 lr=0.009985 Epoch[002] Batch [1649]/[3759] Speed: 122.144416 samples/sec accuracy=44.944129 loss=2.362159 lr=0.009985 Epoch[002] Batch [1699]/[3759] Speed: 114.817096 samples/sec accuracy=44.945772 loss=2.361778 lr=0.009985 Epoch[002] Batch [1749]/[3759] Speed: 122.610025 samples/sec accuracy=44.971429 loss=2.360918 lr=0.009985 Epoch[002] Batch [1799]/[3759] Speed: 122.808914 samples/sec accuracy=44.994792 loss=2.359783 lr=0.009985 Epoch[002] Batch [1849]/[3759] Speed: 123.424591 samples/sec accuracy=44.988176 loss=2.360795 lr=0.009985 Epoch[002] Batch [1899]/[3759] Speed: 116.533657 samples/sec accuracy=44.969572 loss=2.361201 lr=0.009985 Epoch[002] Batch [1949]/[3759] Speed: 122.503685 samples/sec accuracy=44.958333 loss=2.361397 lr=0.009984 Epoch[002] Batch [1999]/[3759] Speed: 115.931705 samples/sec accuracy=44.950000 loss=2.361052 lr=0.009984 Epoch[002] Batch [2049]/[3759] Speed: 128.268394 samples/sec accuracy=44.935213 loss=2.361837 lr=0.009984 Epoch[002] Batch [2099]/[3759] Speed: 126.444890 samples/sec accuracy=44.956845 loss=2.361791 lr=0.009984 Epoch[002] Batch [2149]/[3759] Speed: 113.607277 samples/sec accuracy=44.949855 loss=2.361821 lr=0.009984 Epoch[002] Batch [2199]/[3759] Speed: 121.487996 samples/sec accuracy=44.970170 loss=2.361563 lr=0.009984 Epoch[002] Batch [2249]/[3759] Speed: 118.112411 samples/sec accuracy=44.980556 loss=2.361001 lr=0.009983 Epoch[002] Batch [2299]/[3759] Speed: 123.930257 samples/sec accuracy=44.976902 loss=2.361448 lr=0.009983 Epoch[002] Batch [2349]/[3759] Speed: 117.464510 samples/sec accuracy=44.964761 loss=2.361376 lr=0.009983 Epoch[002] Batch [2399]/[3759] Speed: 116.017009 samples/sec accuracy=44.966797 loss=2.362320 lr=0.009983 Epoch[002] Batch [2449]/[3759] Speed: 119.741880 samples/sec accuracy=44.961097 loss=2.362405 lr=0.009983 Epoch[002] Batch [2499]/[3759] Speed: 126.870287 samples/sec accuracy=44.961875 loss=2.363024 lr=0.009982 Epoch[002] Batch [2549]/[3759] Speed: 117.383511 samples/sec accuracy=44.957721 loss=2.362599 lr=0.009982 Epoch[002] Batch [2599]/[3759] Speed: 124.329647 samples/sec accuracy=44.984976 loss=2.361520 lr=0.009982 Epoch[002] Batch [2649]/[3759] Speed: 110.335220 samples/sec accuracy=45.037736 loss=2.359062 lr=0.009982 Epoch[002] Batch [2699]/[3759] Speed: 133.912202 samples/sec accuracy=45.038773 loss=2.359296 lr=0.009982 Epoch[002] Batch [2749]/[3759] Speed: 117.182096 samples/sec accuracy=45.069318 loss=2.358427 lr=0.009982 Epoch[002] Batch [2799]/[3759] Speed: 121.040276 samples/sec accuracy=45.085938 loss=2.358484 lr=0.009981 Epoch[002] Batch [2849]/[3759] Speed: 114.982377 samples/sec accuracy=45.092105 loss=2.358430 lr=0.009981 Epoch[002] Batch [2899]/[3759] Speed: 121.587134 samples/sec accuracy=45.110991 loss=2.356956 lr=0.009981 Epoch[002] Batch [2949]/[3759] Speed: 119.340738 samples/sec accuracy=45.103814 loss=2.357156 lr=0.009981 Epoch[002] Batch [2999]/[3759] Speed: 121.835182 samples/sec accuracy=45.111979 loss=2.356765 lr=0.009981 Epoch[002] Batch [3049]/[3759] Speed: 118.848705 samples/sec accuracy=45.088627 loss=2.357380 lr=0.009981 Epoch[002] Batch [3099]/[3759] Speed: 124.103678 samples/sec accuracy=45.075605 loss=2.357339 lr=0.009980 Epoch[002] Batch [3149]/[3759] Speed: 119.685238 samples/sec accuracy=45.098214 loss=2.357166 lr=0.009980 Epoch[002] Batch [3199]/[3759] Speed: 119.330529 samples/sec accuracy=45.105957 loss=2.356901 lr=0.009980 Epoch[002] Batch [3249]/[3759] Speed: 118.818105 samples/sec accuracy=45.111538 loss=2.356461 lr=0.009980 Epoch[002] Batch [3299]/[3759] Speed: 124.879625 samples/sec accuracy=45.130208 loss=2.356046 lr=0.009980 Epoch[002] Batch [3349]/[3759] Speed: 115.500842 samples/sec accuracy=45.139459 loss=2.355481 lr=0.009979 Epoch[002] Batch [3399]/[3759] Speed: 122.626526 samples/sec accuracy=45.137408 loss=2.355528 lr=0.009979 Epoch[002] Batch [3449]/[3759] Speed: 117.191717 samples/sec accuracy=45.176630 loss=2.354147 lr=0.009979 Epoch[002] Batch [3499]/[3759] Speed: 122.858116 samples/sec accuracy=45.162500 loss=2.354687 lr=0.009979 Epoch[002] Batch [3549]/[3759] Speed: 123.667912 samples/sec accuracy=45.166813 loss=2.354459 lr=0.009979 Epoch[002] Batch [3599]/[3759] Speed: 116.724182 samples/sec accuracy=45.192708 loss=2.353779 lr=0.009978 Epoch[002] Batch [3649]/[3759] Speed: 124.013398 samples/sec accuracy=45.177654 loss=2.353979 lr=0.009978 Epoch[002] Batch [3699]/[3759] Speed: 118.826081 samples/sec accuracy=45.176520 loss=2.354228 lr=0.009978 Epoch[002] Batch [3749]/[3759] Speed: 142.734584 samples/sec accuracy=45.168750 loss=2.354772 lr=0.009978 Batch [0049]/[0303]: acc-top1=46.000000 acc-top5=73.750000 Batch [0099]/[0303]: acc-top1=47.000000 acc-top5=74.375000 Batch [0149]/[0303]: acc-top1=46.520833 acc-top5=74.343750 Batch [0199]/[0303]: acc-top1=46.210938 acc-top5=73.648438 Batch [0249]/[0303]: acc-top1=46.325000 acc-top5=73.475000 Batch [0299]/[0303]: acc-top1=46.437500 acc-top5=73.567708 [Epoch 002] training: accuracy=45.175745 loss=2.354600 [Epoch 002] speed: 120 samples/sec time cost: 2198.112454 [Epoch 002] validation: acc-top1=46.462459 acc-top5=73.581889 loss=2.434655 Epoch[003] Batch [0049]/[3760] Speed: 89.122014 samples/sec accuracy=47.812500 loss=2.193804 lr=0.009978 Epoch[003] Batch [0099]/[3760] Speed: 120.090431 samples/sec accuracy=47.328125 loss=2.230367 lr=0.009977 Epoch[003] Batch [0149]/[3760] Speed: 126.812813 samples/sec accuracy=47.156250 loss=2.241469 lr=0.009977 Epoch[003] Batch [0199]/[3760] Speed: 117.806626 samples/sec accuracy=47.570312 loss=2.226517 lr=0.009977 Epoch[003] Batch [0249]/[3760] Speed: 117.877121 samples/sec accuracy=47.675000 loss=2.219214 lr=0.009977 Epoch[003] Batch [0299]/[3760] Speed: 121.761910 samples/sec accuracy=47.697917 loss=2.219795 lr=0.009977 Epoch[003] Batch [0349]/[3760] Speed: 128.153773 samples/sec accuracy=47.736607 loss=2.218748 lr=0.009976 Epoch[003] Batch [0399]/[3760] Speed: 118.384905 samples/sec accuracy=47.542969 loss=2.227607 lr=0.009976 Epoch[003] Batch [0449]/[3760] Speed: 122.674541 samples/sec accuracy=47.538194 loss=2.227059 lr=0.009976 Epoch[003] Batch [0499]/[3760] Speed: 118.835145 samples/sec accuracy=47.528125 loss=2.221438 lr=0.009976 Epoch[003] Batch [0549]/[3760] Speed: 122.938973 samples/sec accuracy=47.457386 loss=2.221381 lr=0.009976 Epoch[003] Batch [0599]/[3760] Speed: 120.395566 samples/sec accuracy=47.377604 loss=2.226762 lr=0.009975 Epoch[003] Batch [0649]/[3760] Speed: 121.269294 samples/sec accuracy=47.377404 loss=2.226443 lr=0.009975 Epoch[003] Batch [0699]/[3760] Speed: 118.782818 samples/sec accuracy=47.314732 loss=2.226627 lr=0.009975 Epoch[003] Batch [0749]/[3760] Speed: 116.430348 samples/sec accuracy=47.243750 loss=2.227651 lr=0.009975 Epoch[003] Batch [0799]/[3760] Speed: 129.174295 samples/sec accuracy=47.199219 loss=2.229164 lr=0.009975 Epoch[003] Batch [0849]/[3760] Speed: 112.589084 samples/sec accuracy=47.253676 loss=2.229607 lr=0.009974 Epoch[003] Batch [0899]/[3760] Speed: 135.334716 samples/sec accuracy=47.357639 loss=2.230241 lr=0.009974 Epoch[003] Batch [0949]/[3760] Speed: 110.687606 samples/sec accuracy=47.319079 loss=2.231168 lr=0.009974 Epoch[003] Batch [0999]/[3760] Speed: 131.526510 samples/sec accuracy=47.300000 loss=2.232824 lr=0.009974 Epoch[003] Batch [1049]/[3760] Speed: 108.495261 samples/sec accuracy=47.388393 loss=2.228946 lr=0.009973 Epoch[003] Batch [1099]/[3760] Speed: 130.876068 samples/sec accuracy=47.393466 loss=2.228605 lr=0.009973 Epoch[003] Batch [1149]/[3760] Speed: 110.739887 samples/sec accuracy=47.418478 loss=2.227526 lr=0.009973 Epoch[003] Batch [1199]/[3760] Speed: 132.360509 samples/sec accuracy=47.453125 loss=2.226540 lr=0.009973 Epoch[003] Batch [1249]/[3760] Speed: 111.560870 samples/sec accuracy=47.390000 loss=2.228785 lr=0.009973 Epoch[003] Batch [1299]/[3760] Speed: 127.591314 samples/sec accuracy=47.424279 loss=2.227340 lr=0.009972 Epoch[003] Batch [1349]/[3760] Speed: 123.279936 samples/sec accuracy=47.459491 loss=2.227332 lr=0.009972 Epoch[003] Batch [1399]/[3760] Speed: 114.921766 samples/sec accuracy=47.431920 loss=2.228481 lr=0.009972 Epoch[003] Batch [1449]/[3760] Speed: 124.453017 samples/sec accuracy=47.481681 loss=2.226877 lr=0.009972 Epoch[003] Batch [1499]/[3760] Speed: 115.027787 samples/sec accuracy=47.500000 loss=2.226949 lr=0.009972 Epoch[003] Batch [1549]/[3760] Speed: 130.604239 samples/sec accuracy=47.542339 loss=2.224543 lr=0.009971 Epoch[003] Batch [1599]/[3760] Speed: 108.659523 samples/sec accuracy=47.522461 loss=2.224952 lr=0.009971 Epoch[003] Batch [1649]/[3760] Speed: 130.581780 samples/sec accuracy=47.503788 loss=2.225081 lr=0.009971 Epoch[003] Batch [1699]/[3760] Speed: 114.052671 samples/sec accuracy=47.468750 loss=2.225295 lr=0.009971 Epoch[003] Batch [1749]/[3760] Speed: 122.488222 samples/sec accuracy=47.476786 loss=2.224702 lr=0.009970 Epoch[003] Batch [1799]/[3760] Speed: 120.570428 samples/sec accuracy=47.447049 loss=2.225544 lr=0.009970 Epoch[003] Batch [1849]/[3760] Speed: 126.183918 samples/sec accuracy=47.503378 loss=2.225230 lr=0.009970 Epoch[003] Batch [1899]/[3760] Speed: 117.963839 samples/sec accuracy=47.523026 loss=2.225388 lr=0.009970 Epoch[003] Batch [1949]/[3760] Speed: 119.254289 samples/sec accuracy=47.526442 loss=2.225318 lr=0.009969 Epoch[003] Batch [1999]/[3760] Speed: 126.439932 samples/sec accuracy=47.506250 loss=2.226097 lr=0.009969 Epoch[003] Batch [2049]/[3760] Speed: 123.162478 samples/sec accuracy=47.545732 loss=2.224894 lr=0.009969 Epoch[003] Batch [2099]/[3760] Speed: 119.522127 samples/sec accuracy=47.584821 loss=2.223990 lr=0.009969 Epoch[003] Batch [2149]/[3760] Speed: 118.002231 samples/sec accuracy=47.606105 loss=2.223242 lr=0.009969 Epoch[003] Batch [2199]/[3760] Speed: 123.566241 samples/sec accuracy=47.583807 loss=2.224302 lr=0.009968 Epoch[003] Batch [2249]/[3760] Speed: 120.767524 samples/sec accuracy=47.575694 loss=2.224572 lr=0.009968 Epoch[003] Batch [2299]/[3760] Speed: 120.545225 samples/sec accuracy=47.571332 loss=2.224771 lr=0.009968 Epoch[003] Batch [2349]/[3760] Speed: 116.989868 samples/sec accuracy=47.583112 loss=2.224512 lr=0.009968 Epoch[003] Batch [2399]/[3760] Speed: 119.991449 samples/sec accuracy=47.582682 loss=2.225040 lr=0.009967 Epoch[003] Batch [2449]/[3760] Speed: 126.153187 samples/sec accuracy=47.559311 loss=2.225761 lr=0.009967 Epoch[003] Batch [2499]/[3760] Speed: 125.459309 samples/sec accuracy=47.586250 loss=2.225490 lr=0.009967 Epoch[003] Batch [2549]/[3760] Speed: 112.437860 samples/sec accuracy=47.603554 loss=2.224412 lr=0.009967 Epoch[003] Batch [2599]/[3760] Speed: 121.481483 samples/sec accuracy=47.588942 loss=2.223679 lr=0.009966 Epoch[003] Batch [2649]/[3760] Speed: 128.833461 samples/sec accuracy=47.584316 loss=2.224223 lr=0.009966 Epoch[003] Batch [2699]/[3760] Speed: 115.339837 samples/sec accuracy=47.604167 loss=2.222847 lr=0.009966 Epoch[003] Batch [2749]/[3760] Speed: 115.751267 samples/sec accuracy=47.617614 loss=2.222987 lr=0.009966 Epoch[003] Batch [2799]/[3760] Speed: 128.993940 samples/sec accuracy=47.633929 loss=2.222289 lr=0.009965 Epoch[003] Batch [2849]/[3760] Speed: 110.224667 samples/sec accuracy=47.660088 loss=2.221410 lr=0.009965 Epoch[003] Batch [2899]/[3760] Speed: 133.575088 samples/sec accuracy=47.692888 loss=2.220717 lr=0.009965 Epoch[003] Batch [2949]/[3760] Speed: 112.006272 samples/sec accuracy=47.691208 loss=2.220975 lr=0.009965 Epoch[003] Batch [2999]/[3760] Speed: 126.629204 samples/sec accuracy=47.681771 loss=2.221711 lr=0.009964 Epoch[003] Batch [3049]/[3760] Speed: 117.325303 samples/sec accuracy=47.715164 loss=2.220182 lr=0.009964 Epoch[003] Batch [3099]/[3760] Speed: 122.922101 samples/sec accuracy=47.721270 loss=2.219972 lr=0.009964 Epoch[003] Batch [3149]/[3760] Speed: 121.718805 samples/sec accuracy=47.730159 loss=2.219249 lr=0.009964 Epoch[003] Batch [3199]/[3760] Speed: 118.847285 samples/sec accuracy=47.754883 loss=2.218292 lr=0.009963 Epoch[003] Batch [3249]/[3760] Speed: 122.891791 samples/sec accuracy=47.792788 loss=2.216447 lr=0.009963 Epoch[003] Batch [3299]/[3760] Speed: 111.633472 samples/sec accuracy=47.804924 loss=2.216346 lr=0.009963 Epoch[003] Batch [3349]/[3760] Speed: 126.205333 samples/sec accuracy=47.815299 loss=2.216207 lr=0.009963 Epoch[003] Batch [3399]/[3760] Speed: 116.300329 samples/sec accuracy=47.834099 loss=2.215812 lr=0.009962 Epoch[003] Batch [3449]/[3760] Speed: 128.300869 samples/sec accuracy=47.830616 loss=2.215694 lr=0.009962 Epoch[003] Batch [3499]/[3760] Speed: 117.250051 samples/sec accuracy=47.828125 loss=2.215752 lr=0.009962 Epoch[003] Batch [3549]/[3760] Speed: 123.414276 samples/sec accuracy=47.845511 loss=2.215318 lr=0.009962 Epoch[003] Batch [3599]/[3760] Speed: 119.755102 samples/sec accuracy=47.850694 loss=2.214610 lr=0.009961 Epoch[003] Batch [3649]/[3760] Speed: 121.452699 samples/sec accuracy=47.860017 loss=2.213934 lr=0.009961 Epoch[003] Batch [3699]/[3760] Speed: 121.584852 samples/sec accuracy=47.867399 loss=2.213675 lr=0.009961 Epoch[003] Batch [3749]/[3760] Speed: 136.208591 samples/sec accuracy=47.898750 loss=2.212152 lr=0.009961 Batch [0049]/[0303]: acc-top1=49.062500 acc-top5=74.500000 Batch [0099]/[0303]: acc-top1=49.375000 acc-top5=75.781250 Batch [0149]/[0303]: acc-top1=49.156250 acc-top5=76.083333 Batch [0199]/[0303]: acc-top1=49.085938 acc-top5=75.453125 Batch [0249]/[0303]: acc-top1=49.018750 acc-top5=75.350000 Batch [0299]/[0303]: acc-top1=49.130208 acc-top5=75.369792 [Epoch 003] training: accuracy=47.894781 loss=2.212260 [Epoch 003] speed: 120 samples/sec time cost: 2191.431334 [Epoch 003] validation: acc-top1=49.159447 acc-top5=75.402228 loss=2.355615 Epoch[004] Batch [0049]/[3760] Speed: 87.715813 samples/sec accuracy=50.125000 loss=2.097501 lr=0.009960 Epoch[004] Batch [0099]/[3760] Speed: 119.730892 samples/sec accuracy=51.234375 loss=2.065096 lr=0.009960 Epoch[004] Batch [0149]/[3760] Speed: 117.446654 samples/sec accuracy=50.552083 loss=2.094987 lr=0.009960 Epoch[004] Batch [0199]/[3760] Speed: 126.891952 samples/sec accuracy=50.820312 loss=2.079359 lr=0.009960 Epoch[004] Batch [0249]/[3760] Speed: 120.978597 samples/sec accuracy=50.712500 loss=2.075024 lr=0.009959 Epoch[004] Batch [0299]/[3760] Speed: 124.073832 samples/sec accuracy=50.593750 loss=2.083539 lr=0.009959 Epoch[004] Batch [0349]/[3760] Speed: 116.307374 samples/sec accuracy=50.589286 loss=2.084188 lr=0.009959 Epoch[004] Batch [0399]/[3760] Speed: 125.095455 samples/sec accuracy=50.343750 loss=2.094986 lr=0.009958 Epoch[004] Batch [0449]/[3760] Speed: 117.614067 samples/sec accuracy=50.295139 loss=2.099570 lr=0.009958 Epoch[004] Batch [0499]/[3760] Speed: 118.216744 samples/sec accuracy=50.256250 loss=2.105376 lr=0.009958 Epoch[004] Batch [0549]/[3760] Speed: 123.220254 samples/sec accuracy=50.196023 loss=2.108185 lr=0.009958 Epoch[004] Batch [0599]/[3760] Speed: 114.359176 samples/sec accuracy=50.109375 loss=2.113349 lr=0.009957 Epoch[004] Batch [0649]/[3760] Speed: 126.944728 samples/sec accuracy=50.096154 loss=2.112349 lr=0.009957 Epoch[004] Batch [0699]/[3760] Speed: 113.485752 samples/sec accuracy=50.042411 loss=2.113641 lr=0.009957 Epoch[004] Batch [0749]/[3760] Speed: 126.535634 samples/sec accuracy=49.981250 loss=2.116444 lr=0.009957 Epoch[004] Batch [0799]/[3760] Speed: 116.249517 samples/sec accuracy=50.019531 loss=2.115950 lr=0.009956 Epoch[004] Batch [0849]/[3760] Speed: 125.707173 samples/sec accuracy=49.974265 loss=2.116227 lr=0.009956 Epoch[004] Batch [0899]/[3760] Speed: 116.716170 samples/sec accuracy=49.904514 loss=2.116357 lr=0.009956 Epoch[004] Batch [0949]/[3760] Speed: 124.995245 samples/sec accuracy=49.939145 loss=2.114912 lr=0.009955 Epoch[004] Batch [0999]/[3760] Speed: 119.773731 samples/sec accuracy=49.843750 loss=2.115778 lr=0.009955 Epoch[004] Batch [1049]/[3760] Speed: 120.145975 samples/sec accuracy=49.843750 loss=2.114788 lr=0.009955 Epoch[004] Batch [1099]/[3760] Speed: 118.013822 samples/sec accuracy=49.879261 loss=2.114292 lr=0.009955 Epoch[004] Batch [1149]/[3760] Speed: 119.252656 samples/sec accuracy=49.899457 loss=2.113377 lr=0.009954 Epoch[004] Batch [1199]/[3760] Speed: 123.934488 samples/sec accuracy=49.847656 loss=2.115271 lr=0.009954 Epoch[004] Batch [1249]/[3760] Speed: 119.825835 samples/sec accuracy=49.872500 loss=2.115516 lr=0.009954 Epoch[004] Batch [1299]/[3760] Speed: 117.936229 samples/sec accuracy=49.936298 loss=2.113806 lr=0.009953 Epoch[004] Batch [1349]/[3760] Speed: 125.837912 samples/sec accuracy=49.939815 loss=2.114881 lr=0.009953 Epoch[004] Batch [1399]/[3760] Speed: 116.147385 samples/sec accuracy=49.898438 loss=2.114878 lr=0.009953 Epoch[004] Batch [1449]/[3760] Speed: 130.375404 samples/sec accuracy=49.814655 loss=2.117018 lr=0.009953 Epoch[004] Batch [1499]/[3760] Speed: 115.223768 samples/sec accuracy=49.796875 loss=2.118399 lr=0.009952 Epoch[004] Batch [1549]/[3760] Speed: 125.649134 samples/sec accuracy=49.798387 loss=2.116585 lr=0.009952 Epoch[004] Batch [1599]/[3760] Speed: 119.165241 samples/sec accuracy=49.780273 loss=2.117751 lr=0.009952 Epoch[004] Batch [1649]/[3760] Speed: 119.759282 samples/sec accuracy=49.845644 loss=2.115135 lr=0.009951 Epoch[004] Batch [1699]/[3760] Speed: 126.370273 samples/sec accuracy=49.849265 loss=2.115518 lr=0.009951 Epoch[004] Batch [1749]/[3760] Speed: 115.782601 samples/sec accuracy=49.894643 loss=2.113314 lr=0.009951 Epoch[004] Batch [1799]/[3760] Speed: 126.485809 samples/sec accuracy=49.890625 loss=2.113644 lr=0.009951 Epoch[004] Batch [1849]/[3760] Speed: 110.418494 samples/sec accuracy=49.855574 loss=2.115034 lr=0.009950 Epoch[004] Batch [1899]/[3760] Speed: 136.466828 samples/sec accuracy=49.825658 loss=2.116538 lr=0.009950 Epoch[004] Batch [1949]/[3760] Speed: 109.450407 samples/sec accuracy=49.805288 loss=2.116980 lr=0.009950 Epoch[004] Batch [1999]/[3760] Speed: 131.637040 samples/sec accuracy=49.799219 loss=2.117518 lr=0.009949 Epoch[004] Batch [2049]/[3760] Speed: 111.079211 samples/sec accuracy=49.786585 loss=2.117583 lr=0.009949 Epoch[004] Batch [2099]/[3760] Speed: 129.264211 samples/sec accuracy=49.796131 loss=2.117076 lr=0.009949 Epoch[004] Batch [2149]/[3760] Speed: 116.716974 samples/sec accuracy=49.775436 loss=2.117349 lr=0.009949 Epoch[004] Batch [2199]/[3760] Speed: 123.803369 samples/sec accuracy=49.830256 loss=2.116120 lr=0.009948 Epoch[004] Batch [2249]/[3760] Speed: 114.647217 samples/sec accuracy=49.831250 loss=2.116261 lr=0.009948 Epoch[004] Batch [2299]/[3760] Speed: 127.111482 samples/sec accuracy=49.798234 loss=2.117285 lr=0.009948 Epoch[004] Batch [2349]/[3760] Speed: 113.198660 samples/sec accuracy=49.761968 loss=2.118318 lr=0.009947 Epoch[004] Batch [2399]/[3760] Speed: 127.411547 samples/sec accuracy=49.791667 loss=2.117962 lr=0.009947 Epoch[004] Batch [2449]/[3760] Speed: 115.367981 samples/sec accuracy=49.812500 loss=2.117207 lr=0.009947 Epoch[004] Batch [2499]/[3760] Speed: 125.997186 samples/sec accuracy=49.861250 loss=2.115486 lr=0.009946 Epoch[004] Batch [2549]/[3760] Speed: 112.407039 samples/sec accuracy=49.863358 loss=2.115361 lr=0.009946 Epoch[004] Batch [2599]/[3760] Speed: 121.106551 samples/sec accuracy=49.865385 loss=2.115063 lr=0.009946 Epoch[004] Batch [2649]/[3760] Speed: 125.121165 samples/sec accuracy=49.903302 loss=2.113867 lr=0.009945 Epoch[004] Batch [2699]/[3760] Speed: 119.210970 samples/sec accuracy=49.913773 loss=2.113015 lr=0.009945 Epoch[004] Batch [2749]/[3760] Speed: 115.832381 samples/sec accuracy=49.953977 loss=2.111928 lr=0.009945 Epoch[004] Batch [2799]/[3760] Speed: 127.917219 samples/sec accuracy=49.944196 loss=2.112089 lr=0.009945 Epoch[004] Batch [2849]/[3760] Speed: 115.616435 samples/sec accuracy=49.946272 loss=2.112187 lr=0.009944 Epoch[004] Batch [2899]/[3760] Speed: 125.227715 samples/sec accuracy=49.928341 loss=2.113104 lr=0.009944 Epoch[004] Batch [2949]/[3760] Speed: 121.891283 samples/sec accuracy=49.935911 loss=2.113284 lr=0.009944 Epoch[004] Batch [2999]/[3760] Speed: 126.201468 samples/sec accuracy=49.934375 loss=2.113069 lr=0.009943 Epoch[004] Batch [3049]/[3760] Speed: 116.012590 samples/sec accuracy=49.912398 loss=2.113986 lr=0.009943 Epoch[004] Batch [3099]/[3760] Speed: 120.323538 samples/sec accuracy=49.947077 loss=2.113171 lr=0.009943 Epoch[004] Batch [3149]/[3760] Speed: 123.741849 samples/sec accuracy=49.931548 loss=2.113971 lr=0.009942 Epoch[004] Batch [3199]/[3760] Speed: 112.583769 samples/sec accuracy=49.917480 loss=2.115207 lr=0.009942 Epoch[004] Batch [3249]/[3760] Speed: 129.708780 samples/sec accuracy=49.911538 loss=2.115852 lr=0.009942 Epoch[004] Batch [3299]/[3760] Speed: 114.318684 samples/sec accuracy=49.920928 loss=2.115452 lr=0.009941 Epoch[004] Batch [3349]/[3760] Speed: 128.253595 samples/sec accuracy=49.931437 loss=2.114740 lr=0.009941 Epoch[004] Batch [3399]/[3760] Speed: 108.546912 samples/sec accuracy=49.921875 loss=2.115724 lr=0.009941 Epoch[004] Batch [3449]/[3760] Speed: 133.709847 samples/sec accuracy=49.919384 loss=2.115801 lr=0.009940 Epoch[004] Batch [3499]/[3760] Speed: 111.055925 samples/sec accuracy=49.936161 loss=2.116199 lr=0.009940 Epoch[004] Batch [3549]/[3760] Speed: 130.310012 samples/sec accuracy=49.966989 loss=2.115030 lr=0.009940 Epoch[004] Batch [3599]/[3760] Speed: 117.625599 samples/sec accuracy=49.962240 loss=2.115057 lr=0.009939 Epoch[004] Batch [3649]/[3760] Speed: 119.134057 samples/sec accuracy=49.956336 loss=2.115523 lr=0.009939 Epoch[004] Batch [3699]/[3760] Speed: 122.017937 samples/sec accuracy=49.945946 loss=2.115601 lr=0.009939 Epoch[004] Batch [3749]/[3760] Speed: 135.846511 samples/sec accuracy=49.936250 loss=2.116211 lr=0.009938 Batch [0049]/[0303]: acc-top1=50.656250 acc-top5=76.312500 Batch [0099]/[0303]: acc-top1=51.500000 acc-top5=76.625000 Batch [0149]/[0303]: acc-top1=51.375000 acc-top5=76.708333 Batch [0199]/[0303]: acc-top1=50.679688 acc-top5=76.398438 Batch [0249]/[0303]: acc-top1=50.893750 acc-top5=76.537500 Batch [0299]/[0303]: acc-top1=50.854167 acc-top5=76.505208 [Epoch 004] training: accuracy=49.943068 loss=2.115875 [Epoch 004] speed: 120 samples/sec time cost: 2193.936564 [Epoch 004] validation: acc-top1=50.881807 acc-top5=76.536716 loss=2.347919 Epoch[005] Batch [0049]/[3759] Speed: 90.282625 samples/sec accuracy=51.593750 loss=1.979743 lr=0.009938 Epoch[005] Batch [0099]/[3759] Speed: 111.063188 samples/sec accuracy=51.281250 loss=2.013498 lr=0.009938 Epoch[005] Batch [0149]/[3759] Speed: 135.001194 samples/sec accuracy=51.343750 loss=2.019399 lr=0.009937 Epoch[005] Batch [0199]/[3759] Speed: 116.338831 samples/sec accuracy=51.648438 loss=2.001108 lr=0.009937 Epoch[005] Batch [0249]/[3759] Speed: 124.034553 samples/sec accuracy=51.925000 loss=1.996714 lr=0.009937 Epoch[005] Batch [0299]/[3759] Speed: 119.316979 samples/sec accuracy=51.927083 loss=2.006058 lr=0.009936 Epoch[005] Batch [0349]/[3759] Speed: 120.273155 samples/sec accuracy=52.004464 loss=2.008151 lr=0.009936 Epoch[005] Batch [0399]/[3759] Speed: 120.229739 samples/sec accuracy=51.968750 loss=2.009524 lr=0.009936 Epoch[005] Batch [0449]/[3759] Speed: 119.926759 samples/sec accuracy=52.024306 loss=2.009315 lr=0.009935 Epoch[005] Batch [0499]/[3759] Speed: 120.422781 samples/sec accuracy=52.068750 loss=2.009219 lr=0.009935 Epoch[005] Batch [0549]/[3759] Speed: 124.288769 samples/sec accuracy=52.011364 loss=2.013201 lr=0.009935 Epoch[005] Batch [0599]/[3759] Speed: 112.470494 samples/sec accuracy=51.914062 loss=2.017983 lr=0.009934 Epoch[005] Batch [0649]/[3759] Speed: 130.593515 samples/sec accuracy=51.889423 loss=2.016730 lr=0.009934 Epoch[005] Batch [0699]/[3759] Speed: 110.809156 samples/sec accuracy=51.761161 loss=2.021629 lr=0.009934 Epoch[005] Batch [0749]/[3759] Speed: 131.095084 samples/sec accuracy=51.764583 loss=2.021881 lr=0.009933 Epoch[005] Batch [0799]/[3759] Speed: 113.315160 samples/sec accuracy=51.812500 loss=2.021302 lr=0.009933 Epoch[005] Batch [0849]/[3759] Speed: 125.518059 samples/sec accuracy=51.795956 loss=2.021686 lr=0.009933 Epoch[005] Batch [0899]/[3759] Speed: 117.047073 samples/sec accuracy=51.835069 loss=2.018912 lr=0.009932 Epoch[005] Batch [0949]/[3759] Speed: 122.991170 samples/sec accuracy=51.815789 loss=2.019133 lr=0.009932 Epoch[005] Batch [0999]/[3759] Speed: 121.655590 samples/sec accuracy=51.817187 loss=2.020681 lr=0.009932 Epoch[005] Batch [1049]/[3759] Speed: 117.984461 samples/sec accuracy=51.764881 loss=2.020779 lr=0.009931 Epoch[005] Batch [1099]/[3759] Speed: 121.697287 samples/sec accuracy=51.794034 loss=2.020124 lr=0.009931 Epoch[005] Batch [1149]/[3759] Speed: 123.534489 samples/sec accuracy=51.706522 loss=2.024515 lr=0.009931 Epoch[005] Batch [1199]/[3759] Speed: 118.646633 samples/sec accuracy=51.692708 loss=2.024733 lr=0.009930 Epoch[005] Batch [1249]/[3759] Speed: 122.548022 samples/sec accuracy=51.668750 loss=2.026340 lr=0.009930 Epoch[005] Batch [1299]/[3759] Speed: 117.712022 samples/sec accuracy=51.707933 loss=2.025310 lr=0.009930 Epoch[005] Batch [1349]/[3759] Speed: 122.065247 samples/sec accuracy=51.682870 loss=2.025396 lr=0.009929 Epoch[005] Batch [1399]/[3759] Speed: 122.650042 samples/sec accuracy=51.654018 loss=2.026870 lr=0.009929 Epoch[005] Batch [1449]/[3759] Speed: 118.708656 samples/sec accuracy=51.683190 loss=2.025808 lr=0.009929 Epoch[005] Batch [1499]/[3759] Speed: 120.054648 samples/sec accuracy=51.689583 loss=2.026583 lr=0.009928 Epoch[005] Batch [1549]/[3759] Speed: 124.292741 samples/sec accuracy=51.658266 loss=2.026581 lr=0.009928 Epoch[005] Batch [1599]/[3759] Speed: 115.209159 samples/sec accuracy=51.686523 loss=2.026321 lr=0.009928 Epoch[005] Batch [1649]/[3759] Speed: 120.624876 samples/sec accuracy=51.675189 loss=2.028527 lr=0.009927 Epoch[005] Batch [1699]/[3759] Speed: 118.459613 samples/sec accuracy=51.716912 loss=2.027279 lr=0.009927 Epoch[005] Batch [1749]/[3759] Speed: 121.645986 samples/sec accuracy=51.718750 loss=2.027829 lr=0.009926 Epoch[005] Batch [1799]/[3759] Speed: 123.770764 samples/sec accuracy=51.692708 loss=2.027943 lr=0.009926 Epoch[005] Batch [1849]/[3759] Speed: 118.117374 samples/sec accuracy=51.666385 loss=2.027927 lr=0.009926 Epoch[005] Batch [1899]/[3759] Speed: 127.352168 samples/sec accuracy=51.664474 loss=2.028225 lr=0.009925 Epoch[005] Batch [1949]/[3759] Speed: 118.549871 samples/sec accuracy=51.664263 loss=2.029064 lr=0.009925 Epoch[005] Batch [1999]/[3759] Speed: 121.683664 samples/sec accuracy=51.675781 loss=2.029833 lr=0.009925 Epoch[005] Batch [2049]/[3759] Speed: 124.361458 samples/sec accuracy=51.634909 loss=2.030756 lr=0.009924 Epoch[005] Batch [2099]/[3759] Speed: 114.817850 samples/sec accuracy=51.626488 loss=2.031470 lr=0.009924 Epoch[005] Batch [2149]/[3759] Speed: 127.519153 samples/sec accuracy=51.615552 loss=2.032413 lr=0.009924 Epoch[005] Batch [2199]/[3759] Speed: 112.212278 samples/sec accuracy=51.588778 loss=2.032723 lr=0.009923 Epoch[005] Batch [2249]/[3759] Speed: 140.264985 samples/sec accuracy=51.591667 loss=2.033335 lr=0.009923 Epoch[005] Batch [2299]/[3759] Speed: 108.051446 samples/sec accuracy=51.524457 loss=2.035933 lr=0.009922 Epoch[005] Batch [2349]/[3759] Speed: 125.671889 samples/sec accuracy=51.526596 loss=2.036022 lr=0.009922 Epoch[005] Batch [2399]/[3759] Speed: 116.488335 samples/sec accuracy=51.526693 loss=2.036092 lr=0.009922 Epoch[005] Batch [2449]/[3759] Speed: 129.931512 samples/sec accuracy=51.533801 loss=2.035847 lr=0.009921 Epoch[005] Batch [2499]/[3759] Speed: 112.704828 samples/sec accuracy=51.520625 loss=2.035854 lr=0.009921 Epoch[005] Batch [2549]/[3759] Speed: 127.999376 samples/sec accuracy=51.531250 loss=2.035531 lr=0.009921 Epoch[005] Batch [2599]/[3759] Speed: 116.879383 samples/sec accuracy=51.525240 loss=2.035809 lr=0.009920 Epoch[005] Batch [2649]/[3759] Speed: 119.813601 samples/sec accuracy=51.500000 loss=2.035723 lr=0.009920 Epoch[005] Batch [2699]/[3759] Speed: 115.077408 samples/sec accuracy=51.509259 loss=2.034316 lr=0.009920 Epoch[005] Batch [2749]/[3759] Speed: 129.333572 samples/sec accuracy=51.498295 loss=2.034849 lr=0.009919 Epoch[005] Batch [2799]/[3759] Speed: 118.473681 samples/sec accuracy=51.516183 loss=2.034437 lr=0.009919 Epoch[005] Batch [2849]/[3759] Speed: 121.072292 samples/sec accuracy=51.481908 loss=2.034524 lr=0.009918 Epoch[005] Batch [2899]/[3759] Speed: 124.575325 samples/sec accuracy=51.486530 loss=2.034113 lr=0.009918 Epoch[005] Batch [2949]/[3759] Speed: 111.776359 samples/sec accuracy=51.488877 loss=2.034617 lr=0.009918 Epoch[005] Batch [2999]/[3759] Speed: 134.516369 samples/sec accuracy=51.498438 loss=2.034976 lr=0.009917 Epoch[005] Batch [3049]/[3759] Speed: 108.645532 samples/sec accuracy=51.479508 loss=2.035376 lr=0.009917 Epoch[005] Batch [3099]/[3759] Speed: 134.701196 samples/sec accuracy=51.512601 loss=2.034356 lr=0.009916 Epoch[005] Batch [3149]/[3759] Speed: 110.351634 samples/sec accuracy=51.506448 loss=2.035024 lr=0.009916 Epoch[005] Batch [3199]/[3759] Speed: 132.712075 samples/sec accuracy=51.500488 loss=2.035570 lr=0.009916 Epoch[005] Batch [3249]/[3759] Speed: 109.411951 samples/sec accuracy=51.484135 loss=2.036164 lr=0.009915 Epoch[005] Batch [3299]/[3759] Speed: 130.211201 samples/sec accuracy=51.454545 loss=2.037165 lr=0.009915 Epoch[005] Batch [3349]/[3759] Speed: 114.329164 samples/sec accuracy=51.449627 loss=2.037524 lr=0.009915 Epoch[005] Batch [3399]/[3759] Speed: 122.692041 samples/sec accuracy=51.439798 loss=2.037929 lr=0.009914 Epoch[005] Batch [3449]/[3759] Speed: 119.512828 samples/sec accuracy=51.453351 loss=2.037312 lr=0.009914 Epoch[005] Batch [3499]/[3759] Speed: 129.116103 samples/sec accuracy=51.448661 loss=2.038237 lr=0.009913 Epoch[005] Batch [3549]/[3759] Speed: 115.315923 samples/sec accuracy=51.451144 loss=2.038217 lr=0.009913 Epoch[005] Batch [3599]/[3759] Speed: 124.057553 samples/sec accuracy=51.448785 loss=2.038288 lr=0.009913 Epoch[005] Batch [3649]/[3759] Speed: 115.108308 samples/sec accuracy=51.457620 loss=2.037686 lr=0.009912 Epoch[005] Batch [3699]/[3759] Speed: 121.795607 samples/sec accuracy=51.459037 loss=2.037567 lr=0.009912 Epoch[005] Batch [3749]/[3759] Speed: 141.562172 samples/sec accuracy=51.452917 loss=2.037990 lr=0.009911 Batch [0049]/[0303]: acc-top1=50.843750 acc-top5=76.312500 Batch [0099]/[0303]: acc-top1=51.750000 acc-top5=77.171875 Batch [0149]/[0303]: acc-top1=51.666667 acc-top5=77.083333 Batch [0199]/[0303]: acc-top1=51.085938 acc-top5=76.750000 Batch [0249]/[0303]: acc-top1=51.187500 acc-top5=76.768750 Batch [0299]/[0303]: acc-top1=51.145833 acc-top5=76.822917 [Epoch 005] training: accuracy=51.456504 loss=2.037793 [Epoch 005] speed: 120 samples/sec time cost: 2191.206777 [Epoch 005] validation: acc-top1=51.216997 acc-top5=76.861592 loss=2.311766 Epoch[006] Batch [0049]/[3760] Speed: 90.094096 samples/sec accuracy=53.656250 loss=1.955707 lr=0.009911 Epoch[006] Batch [0099]/[3760] Speed: 119.366418 samples/sec accuracy=53.656250 loss=1.926345 lr=0.009911 Epoch[006] Batch [0149]/[3760] Speed: 122.744319 samples/sec accuracy=53.666667 loss=1.913032 lr=0.009910 Epoch[006] Batch [0199]/[3760] Speed: 125.616565 samples/sec accuracy=53.953125 loss=1.906670 lr=0.009910 Epoch[006] Batch [0249]/[3760] Speed: 114.733027 samples/sec accuracy=53.700000 loss=1.919843 lr=0.009909 Epoch[006] Batch [0299]/[3760] Speed: 121.380744 samples/sec accuracy=53.541667 loss=1.925291 lr=0.009909 Epoch[006] Batch [0349]/[3760] Speed: 121.998535 samples/sec accuracy=53.312500 loss=1.932370 lr=0.009909 Epoch[006] Batch [0399]/[3760] Speed: 121.244374 samples/sec accuracy=53.222656 loss=1.934720 lr=0.009908 Epoch[006] Batch [0449]/[3760] Speed: 118.511708 samples/sec accuracy=53.322917 loss=1.935555 lr=0.009908 Epoch[006] Batch [0499]/[3760] Speed: 127.804423 samples/sec accuracy=53.493750 loss=1.930214 lr=0.009907 Epoch[006] Batch [0549]/[3760] Speed: 113.324565 samples/sec accuracy=53.420455 loss=1.935042 lr=0.009907 Epoch[006] Batch [0599]/[3760] Speed: 125.018645 samples/sec accuracy=53.307292 loss=1.939807 lr=0.009907 Epoch[006] Batch [0649]/[3760] Speed: 118.016481 samples/sec accuracy=53.206731 loss=1.946337 lr=0.009906 Epoch[006] Batch [0699]/[3760] Speed: 115.670236 samples/sec accuracy=53.279018 loss=1.944567 lr=0.009906 Epoch[006] Batch [0749]/[3760] Speed: 132.689804 samples/sec accuracy=53.302083 loss=1.946455 lr=0.009905 Epoch[006] Batch [0799]/[3760] Speed: 116.680032 samples/sec accuracy=53.273438 loss=1.947723 lr=0.009905 Epoch[006] Batch [0849]/[3760] Speed: 118.373158 samples/sec accuracy=53.284926 loss=1.948015 lr=0.009905 Epoch[006] Batch [0899]/[3760] Speed: 123.266181 samples/sec accuracy=53.225694 loss=1.949571 lr=0.009904 Epoch[006] Batch [0949]/[3760] Speed: 125.245988 samples/sec accuracy=53.139803 loss=1.953818 lr=0.009904 Epoch[006] Batch [0999]/[3760] Speed: 113.958460 samples/sec accuracy=53.153125 loss=1.954018 lr=0.009903 Epoch[006] Batch [1049]/[3760] Speed: 134.523547 samples/sec accuracy=53.107143 loss=1.956785 lr=0.009903 Epoch[006] Batch [1099]/[3760] Speed: 110.456085 samples/sec accuracy=53.134943 loss=1.956215 lr=0.009903 Epoch[006] Batch [1149]/[3760] Speed: 135.052864 samples/sec accuracy=53.104620 loss=1.957456 lr=0.009902 Epoch[006] Batch [1199]/[3760] Speed: 110.792397 samples/sec accuracy=53.036458 loss=1.959252 lr=0.009902 Epoch[006] Batch [1249]/[3760] Speed: 127.151498 samples/sec accuracy=53.023750 loss=1.960453 lr=0.009901 Epoch[006] Batch [1299]/[3760] Speed: 114.463454 samples/sec accuracy=53.001202 loss=1.959746 lr=0.009901 Epoch[006] Batch [1349]/[3760] Speed: 127.138107 samples/sec accuracy=53.054398 loss=1.957499 lr=0.009901 Epoch[006] Batch [1399]/[3760] Speed: 111.344423 samples/sec accuracy=53.093750 loss=1.955538 lr=0.009900 Epoch[006] Batch [1449]/[3760] Speed: 131.998006 samples/sec accuracy=53.095905 loss=1.954314 lr=0.009900 Epoch[006] Batch [1499]/[3760] Speed: 112.753544 samples/sec accuracy=53.081250 loss=1.954699 lr=0.009899 Epoch[006] Batch [1549]/[3760] Speed: 121.968622 samples/sec accuracy=53.039315 loss=1.955858 lr=0.009899 Epoch[006] Batch [1599]/[3760] Speed: 130.997555 samples/sec accuracy=52.992188 loss=1.958480 lr=0.009898 Epoch[006] Batch [1649]/[3760] Speed: 107.771752 samples/sec accuracy=52.989583 loss=1.958344 lr=0.009898 Epoch[006] Batch [1699]/[3760] Speed: 129.978623 samples/sec accuracy=52.975184 loss=1.960324 lr=0.009898 Epoch[006] Batch [1749]/[3760] Speed: 114.119435 samples/sec accuracy=52.960714 loss=1.960931 lr=0.009897 Epoch[006] Batch [1799]/[3760] Speed: 131.581008 samples/sec accuracy=52.935764 loss=1.961148 lr=0.009897 Epoch[006] Batch [1849]/[3760] Speed: 107.521982 samples/sec accuracy=52.927365 loss=1.961517 lr=0.009896 Epoch[006] Batch [1899]/[3760] Speed: 136.506504 samples/sec accuracy=52.929276 loss=1.960987 lr=0.009896 Epoch[006] Batch [1949]/[3760] Speed: 110.926776 samples/sec accuracy=52.919872 loss=1.962137 lr=0.009895 Epoch[006] Batch [1999]/[3760] Speed: 131.845951 samples/sec accuracy=52.907031 loss=1.963065 lr=0.009895 Epoch[006] Batch [2049]/[3760] Speed: 111.919630 samples/sec accuracy=52.900915 loss=1.963950 lr=0.009895 Epoch[006] Batch [2099]/[3760] Speed: 131.238301 samples/sec accuracy=52.934524 loss=1.963148 lr=0.009894 Epoch[006] Batch [2149]/[3760] Speed: 110.401674 samples/sec accuracy=52.874273 loss=1.965563 lr=0.009894 Epoch[006] Batch [2199]/[3760] Speed: 129.291016 samples/sec accuracy=52.867898 loss=1.965610 lr=0.009893 Epoch[006] Batch [2249]/[3760] Speed: 115.816334 samples/sec accuracy=52.870833 loss=1.965211 lr=0.009893 Epoch[006] Batch [2299]/[3760] Speed: 126.661144 samples/sec accuracy=52.891304 loss=1.964428 lr=0.009892 Epoch[006] Batch [2349]/[3760] Speed: 120.648657 samples/sec accuracy=52.889628 loss=1.964860 lr=0.009892 Epoch[006] Batch [2399]/[3760] Speed: 117.649007 samples/sec accuracy=52.884766 loss=1.964793 lr=0.009892 Epoch[006] Batch [2449]/[3760] Speed: 121.952310 samples/sec accuracy=52.854592 loss=1.965735 lr=0.009891 Epoch[006] Batch [2499]/[3760] Speed: 120.935247 samples/sec accuracy=52.853125 loss=1.965088 lr=0.009891 Epoch[006] Batch [2549]/[3760] Speed: 116.216143 samples/sec accuracy=52.857230 loss=1.965386 lr=0.009890 Epoch[006] Batch [2599]/[3760] Speed: 127.802687 samples/sec accuracy=52.893029 loss=1.964675 lr=0.009890 Epoch[006] Batch [2649]/[3760] Speed: 117.440412 samples/sec accuracy=52.892689 loss=1.964304 lr=0.009889 Epoch[006] Batch [2699]/[3760] Speed: 126.088893 samples/sec accuracy=52.888889 loss=1.964272 lr=0.009889 Epoch[006] Batch [2749]/[3760] Speed: 116.461760 samples/sec accuracy=52.857955 loss=1.964570 lr=0.009889 Epoch[006] Batch [2799]/[3760] Speed: 124.548871 samples/sec accuracy=52.862165 loss=1.964762 lr=0.009888 Epoch[006] Batch [2849]/[3760] Speed: 116.719806 samples/sec accuracy=52.866228 loss=1.965209 lr=0.009888 Epoch[006] Batch [2899]/[3760] Speed: 120.120518 samples/sec accuracy=52.863147 loss=1.965554 lr=0.009887 Epoch[006] Batch [2949]/[3760] Speed: 123.945259 samples/sec accuracy=52.878708 loss=1.965283 lr=0.009887 Epoch[006] Batch [2999]/[3760] Speed: 120.840640 samples/sec accuracy=52.895313 loss=1.964476 lr=0.009886 Epoch[006] Batch [3049]/[3760] Speed: 120.578311 samples/sec accuracy=52.892930 loss=1.964375 lr=0.009886 Epoch[006] Batch [3099]/[3760] Speed: 121.457927 samples/sec accuracy=52.886089 loss=1.964857 lr=0.009885 Epoch[006] Batch [3149]/[3760] Speed: 121.598573 samples/sec accuracy=52.875496 loss=1.965971 lr=0.009885 Epoch[006] Batch [3199]/[3760] Speed: 123.266971 samples/sec accuracy=52.868164 loss=1.966162 lr=0.009885 Epoch[006] Batch [3249]/[3760] Speed: 115.174844 samples/sec accuracy=52.871635 loss=1.966270 lr=0.009884 Epoch[006] Batch [3299]/[3760] Speed: 125.109473 samples/sec accuracy=52.863163 loss=1.966939 lr=0.009884 Epoch[006] Batch [3349]/[3760] Speed: 114.468505 samples/sec accuracy=52.855410 loss=1.966848 lr=0.009883 Epoch[006] Batch [3399]/[3760] Speed: 121.924289 samples/sec accuracy=52.863511 loss=1.967751 lr=0.009883 Epoch[006] Batch [3449]/[3760] Speed: 124.033475 samples/sec accuracy=52.884511 loss=1.967161 lr=0.009882 Epoch[006] Batch [3499]/[3760] Speed: 121.968467 samples/sec accuracy=52.880804 loss=1.967447 lr=0.009882 Epoch[006] Batch [3549]/[3760] Speed: 125.076657 samples/sec accuracy=52.893046 loss=1.967143 lr=0.009881 Epoch[006] Batch [3599]/[3760] Speed: 112.813977 samples/sec accuracy=52.911892 loss=1.965954 lr=0.009881 Epoch[006] Batch [3649]/[3760] Speed: 128.134679 samples/sec accuracy=52.918664 loss=1.966206 lr=0.009881 Epoch[006] Batch [3699]/[3760] Speed: 116.457395 samples/sec accuracy=52.899493 loss=1.966581 lr=0.009880 Epoch[006] Batch [3749]/[3760] Speed: 137.143376 samples/sec accuracy=52.899583 loss=1.966622 lr=0.009880 Batch [0049]/[0303]: acc-top1=52.593750 acc-top5=77.937500 Batch [0099]/[0303]: acc-top1=53.359375 acc-top5=78.312500 Batch [0149]/[0303]: acc-top1=53.010417 acc-top5=78.260417 Batch [0199]/[0303]: acc-top1=52.859375 acc-top5=77.859375 Batch [0249]/[0303]: acc-top1=53.006250 acc-top5=77.737500 Batch [0299]/[0303]: acc-top1=52.885417 acc-top5=77.875000 [Epoch 006] training: accuracy=52.901430 loss=1.966658 [Epoch 006] speed: 120 samples/sec time cost: 2188.850263 [Epoch 006] validation: acc-top1=52.934200 acc-top5=77.892946 loss=2.227770 Epoch[007] Batch [0049]/[3760] Speed: 86.935049 samples/sec accuracy=54.343750 loss=1.880413 lr=0.009879 Epoch[007] Batch [0099]/[3760] Speed: 125.059208 samples/sec accuracy=54.359375 loss=1.886384 lr=0.009879 Epoch[007] Batch [0149]/[3760] Speed: 121.147282 samples/sec accuracy=54.458333 loss=1.896002 lr=0.009878 Epoch[007] Batch [0199]/[3760] Speed: 119.079734 samples/sec accuracy=54.390625 loss=1.901126 lr=0.009878 Epoch[007] Batch [0249]/[3760] Speed: 122.545571 samples/sec accuracy=54.537500 loss=1.892195 lr=0.009877 Epoch[007] Batch [0299]/[3760] Speed: 121.270976 samples/sec accuracy=54.489583 loss=1.895796 lr=0.009877 Epoch[007] Batch [0349]/[3760] Speed: 120.449608 samples/sec accuracy=54.375000 loss=1.895201 lr=0.009876 Epoch[007] Batch [0399]/[3760] Speed: 121.945662 samples/sec accuracy=54.300781 loss=1.898347 lr=0.009876 Epoch[007] Batch [0449]/[3760] Speed: 119.147469 samples/sec accuracy=54.402778 loss=1.897830 lr=0.009875 Epoch[007] Batch [0499]/[3760] Speed: 119.727544 samples/sec accuracy=54.368750 loss=1.897693 lr=0.009875 Epoch[007] Batch [0549]/[3760] Speed: 130.730763 samples/sec accuracy=54.372159 loss=1.896512 lr=0.009874 Epoch[007] Batch [0599]/[3760] Speed: 111.979149 samples/sec accuracy=54.343750 loss=1.896439 lr=0.009874 Epoch[007] Batch [0649]/[3760] Speed: 126.390816 samples/sec accuracy=54.346154 loss=1.894242 lr=0.009874 Epoch[007] Batch [0699]/[3760] Speed: 123.035086 samples/sec accuracy=54.285714 loss=1.895410 lr=0.009873 Epoch[007] Batch [0749]/[3760] Speed: 112.133991 samples/sec accuracy=54.272917 loss=1.897870 lr=0.009873 Epoch[007] Batch [0799]/[3760] Speed: 127.401418 samples/sec accuracy=54.224609 loss=1.899629 lr=0.009872 Epoch[007] Batch [0849]/[3760] Speed: 123.866546 samples/sec accuracy=54.279412 loss=1.898535 lr=0.009872 Epoch[007] Batch [0899]/[3760] Speed: 118.031365 samples/sec accuracy=54.243056 loss=1.900665 lr=0.009871 Epoch[007] Batch [0949]/[3760] Speed: 118.718182 samples/sec accuracy=54.271382 loss=1.899285 lr=0.009871 Epoch[007] Batch [0999]/[3760] Speed: 125.791268 samples/sec accuracy=54.278125 loss=1.900365 lr=0.009870 Epoch[007] Batch [1049]/[3760] Speed: 112.457373 samples/sec accuracy=54.299107 loss=1.900874 lr=0.009870 Epoch[007] Batch [1099]/[3760] Speed: 130.577397 samples/sec accuracy=54.352273 loss=1.899348 lr=0.009869 Epoch[007] Batch [1149]/[3760] Speed: 118.620183 samples/sec accuracy=54.419837 loss=1.898967 lr=0.009869 Epoch[007] Batch [1199]/[3760] Speed: 124.667839 samples/sec accuracy=54.388021 loss=1.901299 lr=0.009868 Epoch[007] Batch [1249]/[3760] Speed: 113.483606 samples/sec accuracy=54.356250 loss=1.901734 lr=0.009868 Epoch[007] Batch [1299]/[3760] Speed: 129.833465 samples/sec accuracy=54.381010 loss=1.901882 lr=0.009867 Epoch[007] Batch [1349]/[3760] Speed: 119.429424 samples/sec accuracy=54.368056 loss=1.901966 lr=0.009867 Epoch[007] Batch [1399]/[3760] Speed: 129.362788 samples/sec accuracy=54.381696 loss=1.901659 lr=0.009866 Epoch[007] Batch [1449]/[3760] Speed: 118.583867 samples/sec accuracy=54.357759 loss=1.902113 lr=0.009866 Epoch[007] Batch [1499]/[3760] Speed: 120.328177 samples/sec accuracy=54.298958 loss=1.903588 lr=0.009865 Epoch[007] Batch [1549]/[3760] Speed: 115.846836 samples/sec accuracy=54.303427 loss=1.902198 lr=0.009865 Epoch[007] Batch [1599]/[3760] Speed: 121.193943 samples/sec accuracy=54.309570 loss=1.902881 lr=0.009865 Epoch[007] Batch [1649]/[3760] Speed: 122.152943 samples/sec accuracy=54.293561 loss=1.903994 lr=0.009864 Epoch[007] Batch [1699]/[3760] Speed: 125.435624 samples/sec accuracy=54.233456 loss=1.904944 lr=0.009864 Epoch[007] Batch [1749]/[3760] Speed: 123.668792 samples/sec accuracy=54.230357 loss=1.905097 lr=0.009863 Epoch[007] Batch [1799]/[3760] Speed: 121.342989 samples/sec accuracy=54.213542 loss=1.904665 lr=0.009863 Epoch[007] Batch [1849]/[3760] Speed: 121.403922 samples/sec accuracy=54.193412 loss=1.905902 lr=0.009862 Epoch[007] Batch [1899]/[3760] Speed: 120.581508 samples/sec accuracy=54.217105 loss=1.905296 lr=0.009862 Epoch[007] Batch [1949]/[3760] Speed: 126.288689 samples/sec accuracy=54.228365 loss=1.904781 lr=0.009861 Epoch[007] Batch [1999]/[3760] Speed: 118.262546 samples/sec accuracy=54.245312 loss=1.904347 lr=0.009861 Epoch[007] Batch [2049]/[3760] Speed: 122.792667 samples/sec accuracy=54.246951 loss=1.904448 lr=0.009860 Epoch[007] Batch [2099]/[3760] Speed: 120.680732 samples/sec accuracy=54.240327 loss=1.904354 lr=0.009860 Epoch[007] Batch [2149]/[3760] Speed: 122.746450 samples/sec accuracy=54.254360 loss=1.904346 lr=0.009859 Epoch[007] Batch [2199]/[3760] Speed: 115.594102 samples/sec accuracy=54.226562 loss=1.906194 lr=0.009859 Epoch[007] Batch [2249]/[3760] Speed: 131.225711 samples/sec accuracy=54.221528 loss=1.906929 lr=0.009858 Epoch[007] Batch [2299]/[3760] Speed: 114.501045 samples/sec accuracy=54.204484 loss=1.907051 lr=0.009858 Epoch[007] Batch [2349]/[3760] Speed: 123.411702 samples/sec accuracy=54.167553 loss=1.908573 lr=0.009857 Epoch[007] Batch [2399]/[3760] Speed: 129.448193 samples/sec accuracy=54.154297 loss=1.909730 lr=0.009857 Epoch[007] Batch [2449]/[3760] Speed: 120.256395 samples/sec accuracy=54.158163 loss=1.909926 lr=0.009856 Epoch[007] Batch [2499]/[3760] Speed: 118.984077 samples/sec accuracy=54.185000 loss=1.908523 lr=0.009856 Epoch[007] Batch [2549]/[3760] Speed: 126.976194 samples/sec accuracy=54.178922 loss=1.908898 lr=0.009855 Epoch[007] Batch [2599]/[3760] Speed: 109.119149 samples/sec accuracy=54.174279 loss=1.909090 lr=0.009855 Epoch[007] Batch [2649]/[3760] Speed: 135.695402 samples/sec accuracy=54.191038 loss=1.908846 lr=0.009854 Epoch[007] Batch [2699]/[3760] Speed: 112.797665 samples/sec accuracy=54.200810 loss=1.908499 lr=0.009854 Epoch[007] Batch [2749]/[3760] Speed: 131.656427 samples/sec accuracy=54.217614 loss=1.909151 lr=0.009853 Epoch[007] Batch [2799]/[3760] Speed: 116.691475 samples/sec accuracy=54.198103 loss=1.909664 lr=0.009853 Epoch[007] Batch [2849]/[3760] Speed: 122.851690 samples/sec accuracy=54.186952 loss=1.910534 lr=0.009852 Epoch[007] Batch [2899]/[3760] Speed: 123.235679 samples/sec accuracy=54.181034 loss=1.910956 lr=0.009852 Epoch[007] Batch [2949]/[3760] Speed: 122.919370 samples/sec accuracy=54.159428 loss=1.911710 lr=0.009851 Epoch[007] Batch [2999]/[3760] Speed: 121.825122 samples/sec accuracy=54.160937 loss=1.911577 lr=0.009851 Epoch[007] Batch [3049]/[3760] Speed: 123.947705 samples/sec accuracy=54.160861 loss=1.911449 lr=0.009850 Epoch[007] Batch [3099]/[3760] Speed: 119.628844 samples/sec accuracy=54.167339 loss=1.910818 lr=0.009850 Epoch[007] Batch [3149]/[3760] Speed: 120.300863 samples/sec accuracy=54.193452 loss=1.910293 lr=0.009849 Epoch[007] Batch [3199]/[3760] Speed: 125.870126 samples/sec accuracy=54.179687 loss=1.911446 lr=0.009849 Epoch[007] Batch [3249]/[3760] Speed: 114.939453 samples/sec accuracy=54.211058 loss=1.911207 lr=0.009848 Epoch[007] Batch [3299]/[3760] Speed: 121.907344 samples/sec accuracy=54.208333 loss=1.911257 lr=0.009848 Epoch[007] Batch [3349]/[3760] Speed: 123.377104 samples/sec accuracy=54.185634 loss=1.912757 lr=0.009847 Epoch[007] Batch [3399]/[3760] Speed: 121.331744 samples/sec accuracy=54.191176 loss=1.912892 lr=0.009847 Epoch[007] Batch [3449]/[3760] Speed: 125.254943 samples/sec accuracy=54.196105 loss=1.912686 lr=0.009846 Epoch[007] Batch [3499]/[3760] Speed: 120.715146 samples/sec accuracy=54.177679 loss=1.913249 lr=0.009846 Epoch[007] Batch [3549]/[3760] Speed: 118.578541 samples/sec accuracy=54.156250 loss=1.914669 lr=0.009845 Epoch[007] Batch [3599]/[3760] Speed: 120.682342 samples/sec accuracy=54.175347 loss=1.913347 lr=0.009845 Epoch[007] Batch [3649]/[3760] Speed: 127.067007 samples/sec accuracy=54.173373 loss=1.912909 lr=0.009844 Epoch[007] Batch [3699]/[3760] Speed: 120.201116 samples/sec accuracy=54.160473 loss=1.913235 lr=0.009843 Epoch[007] Batch [3749]/[3760] Speed: 138.875135 samples/sec accuracy=54.165833 loss=1.913274 lr=0.009843 Batch [0049]/[0303]: acc-top1=52.718750 acc-top5=78.750000 Batch [0099]/[0303]: acc-top1=53.968750 acc-top5=79.406250 Batch [0149]/[0303]: acc-top1=53.593750 acc-top5=79.104167 Batch [0199]/[0303]: acc-top1=53.351563 acc-top5=78.578125 Batch [0249]/[0303]: acc-top1=53.531250 acc-top5=78.587500 Batch [0299]/[0303]: acc-top1=53.520833 acc-top5=78.578125 [Epoch 007] training: accuracy=54.170130 loss=1.913032 [Epoch 007] speed: 121 samples/sec time cost: 2176.992600 [Epoch 007] validation: acc-top1=53.563325 acc-top5=78.599422 loss=2.172227 Epoch[008] Batch [0049]/[3759] Speed: 88.297716 samples/sec accuracy=56.593750 loss=1.787435 lr=0.009842 Epoch[008] Batch [0099]/[3759] Speed: 117.195330 samples/sec accuracy=55.562500 loss=1.833770 lr=0.009842 Epoch[008] Batch [0149]/[3759] Speed: 126.396137 samples/sec accuracy=55.593750 loss=1.819828 lr=0.009841 Epoch[008] Batch [0199]/[3759] Speed: 117.912437 samples/sec accuracy=55.843750 loss=1.824583 lr=0.009841 Epoch[008] Batch [0249]/[3759] Speed: 126.575641 samples/sec accuracy=56.031250 loss=1.822590 lr=0.009840 Epoch[008] Batch [0299]/[3759] Speed: 122.380947 samples/sec accuracy=55.666667 loss=1.837391 lr=0.009840 Epoch[008] Batch [0349]/[3759] Speed: 119.712269 samples/sec accuracy=55.790179 loss=1.830370 lr=0.009839 Epoch[008] Batch [0399]/[3759] Speed: 123.066332 samples/sec accuracy=55.816406 loss=1.829648 lr=0.009839 Epoch[008] Batch [0449]/[3759] Speed: 114.338054 samples/sec accuracy=55.774306 loss=1.829035 lr=0.009838 Epoch[008] Batch [0499]/[3759] Speed: 139.685822 samples/sec accuracy=55.831250 loss=1.830582 lr=0.009838 Epoch[008] Batch [0549]/[3759] Speed: 112.523309 samples/sec accuracy=55.852273 loss=1.829622 lr=0.009837 Epoch[008] Batch [0599]/[3759] Speed: 134.263874 samples/sec accuracy=55.786458 loss=1.836316 lr=0.009837 Epoch[008] Batch [0649]/[3759] Speed: 112.683691 samples/sec accuracy=55.692308 loss=1.837890 lr=0.009836 Epoch[008] Batch [0699]/[3759] Speed: 128.684847 samples/sec accuracy=55.607143 loss=1.839049 lr=0.009836 Epoch[008] Batch [0749]/[3759] Speed: 116.845445 samples/sec accuracy=55.581250 loss=1.841557 lr=0.009835 Epoch[008] Batch [0799]/[3759] Speed: 119.033607 samples/sec accuracy=55.458984 loss=1.844804 lr=0.009834 Epoch[008] Batch [0849]/[3759] Speed: 120.716909 samples/sec accuracy=55.509191 loss=1.845697 lr=0.009834 Epoch[008] Batch [0899]/[3759] Speed: 121.976515 samples/sec accuracy=55.456597 loss=1.848115 lr=0.009833 Epoch[008] Batch [0949]/[3759] Speed: 119.480045 samples/sec accuracy=55.501645 loss=1.848111 lr=0.009833 Epoch[008] Batch [0999]/[3759] Speed: 119.990135 samples/sec accuracy=55.573437 loss=1.845911 lr=0.009832 Epoch[008] Batch [1049]/[3759] Speed: 117.784244 samples/sec accuracy=55.577381 loss=1.845398 lr=0.009832 Epoch[008] Batch [1099]/[3759] Speed: 132.447267 samples/sec accuracy=55.544034 loss=1.847688 lr=0.009831 Epoch[008] Batch [1149]/[3759] Speed: 113.405328 samples/sec accuracy=55.470109 loss=1.848192 lr=0.009831 Epoch[008] Batch [1199]/[3759] Speed: 123.716358 samples/sec accuracy=55.419271 loss=1.849956 lr=0.009830 Epoch[008] Batch [1249]/[3759] Speed: 119.689835 samples/sec accuracy=55.392500 loss=1.851486 lr=0.009830 Epoch[008] Batch [1299]/[3759] Speed: 124.305462 samples/sec accuracy=55.411058 loss=1.851268 lr=0.009829 Epoch[008] Batch [1349]/[3759] Speed: 113.781114 samples/sec accuracy=55.430556 loss=1.851500 lr=0.009829 Epoch[008] Batch [1399]/[3759] Speed: 133.301005 samples/sec accuracy=55.420759 loss=1.850960 lr=0.009828 Epoch[008] Batch [1449]/[3759] Speed: 114.225985 samples/sec accuracy=55.405172 loss=1.851247 lr=0.009827 Epoch[008] Batch [1499]/[3759] Speed: 122.281865 samples/sec accuracy=55.407292 loss=1.851756 lr=0.009827 Epoch[008] Batch [1549]/[3759] Speed: 115.881153 samples/sec accuracy=55.369960 loss=1.853350 lr=0.009826 Epoch[008] Batch [1599]/[3759] Speed: 122.907891 samples/sec accuracy=55.320312 loss=1.855459 lr=0.009826 Epoch[008] Batch [1649]/[3759] Speed: 122.894697 samples/sec accuracy=55.286932 loss=1.856770 lr=0.009825 Epoch[008] Batch [1699]/[3759] Speed: 127.369881 samples/sec accuracy=55.279412 loss=1.857465 lr=0.009825 Epoch[008] Batch [1749]/[3759] Speed: 111.052602 samples/sec accuracy=55.275000 loss=1.856774 lr=0.009824 Epoch[008] Batch [1799]/[3759] Speed: 131.226034 samples/sec accuracy=55.250868 loss=1.857548 lr=0.009824 Epoch[008] Batch [1849]/[3759] Speed: 116.581073 samples/sec accuracy=55.231419 loss=1.858297 lr=0.009823 Epoch[008] Batch [1899]/[3759] Speed: 127.347764 samples/sec accuracy=55.229441 loss=1.857668 lr=0.009823 Epoch[008] Batch [1949]/[3759] Speed: 115.348098 samples/sec accuracy=55.213141 loss=1.858065 lr=0.009822 Epoch[008] Batch [1999]/[3759] Speed: 138.090509 samples/sec accuracy=55.169531 loss=1.859965 lr=0.009821 Epoch[008] Batch [2049]/[3759] Speed: 109.791119 samples/sec accuracy=55.168445 loss=1.861128 lr=0.009821 Epoch[008] Batch [2099]/[3759] Speed: 133.008052 samples/sec accuracy=55.142113 loss=1.861894 lr=0.009820 Epoch[008] Batch [2149]/[3759] Speed: 110.557620 samples/sec accuracy=55.115552 loss=1.863252 lr=0.009820 Epoch[008] Batch [2199]/[3759] Speed: 133.779780 samples/sec accuracy=55.137784 loss=1.863751 lr=0.009819 Epoch[008] Batch [2249]/[3759] Speed: 113.889300 samples/sec accuracy=55.133333 loss=1.864557 lr=0.009819 Epoch[008] Batch [2299]/[3759] Speed: 130.351815 samples/sec accuracy=55.114130 loss=1.865045 lr=0.009818 Epoch[008] Batch [2349]/[3759] Speed: 116.118009 samples/sec accuracy=55.094415 loss=1.866055 lr=0.009818 Epoch[008] Batch [2399]/[3759] Speed: 127.577927 samples/sec accuracy=55.072917 loss=1.867032 lr=0.009817 Epoch[008] Batch [2449]/[3759] Speed: 112.860668 samples/sec accuracy=55.058036 loss=1.867453 lr=0.009816 Epoch[008] Batch [2499]/[3759] Speed: 129.765552 samples/sec accuracy=55.022500 loss=1.869108 lr=0.009816 Epoch[008] Batch [2549]/[3759] Speed: 116.029684 samples/sec accuracy=55.029412 loss=1.869091 lr=0.009815 Epoch[008] Batch [2599]/[3759] Speed: 123.902491 samples/sec accuracy=55.010817 loss=1.869245 lr=0.009815 Epoch[008] Batch [2649]/[3759] Speed: 123.192806 samples/sec accuracy=55.011203 loss=1.869705 lr=0.009814 Epoch[008] Batch [2699]/[3759] Speed: 115.905534 samples/sec accuracy=55.021412 loss=1.869043 lr=0.009814 Epoch[008] Batch [2749]/[3759] Speed: 125.115431 samples/sec accuracy=55.022727 loss=1.868347 lr=0.009813 Epoch[008] Batch [2799]/[3759] Speed: 117.980116 samples/sec accuracy=55.024554 loss=1.868362 lr=0.009812 Epoch[008] Batch [2849]/[3759] Speed: 126.159040 samples/sec accuracy=55.016447 loss=1.869066 lr=0.009812 Epoch[008] Batch [2899]/[3759] Speed: 120.043813 samples/sec accuracy=55.011853 loss=1.869296 lr=0.009811 Epoch[008] Batch [2949]/[3759] Speed: 125.339557 samples/sec accuracy=55.037606 loss=1.868712 lr=0.009811 Epoch[008] Batch [2999]/[3759] Speed: 115.118828 samples/sec accuracy=55.044792 loss=1.868328 lr=0.009810 Epoch[008] Batch [3049]/[3759] Speed: 131.876109 samples/sec accuracy=55.054303 loss=1.868237 lr=0.009810 Epoch[008] Batch [3099]/[3759] Speed: 111.743665 samples/sec accuracy=55.058972 loss=1.867889 lr=0.009809 Epoch[008] Batch [3149]/[3759] Speed: 128.834828 samples/sec accuracy=55.052579 loss=1.867706 lr=0.009808 Epoch[008] Batch [3199]/[3759] Speed: 117.458488 samples/sec accuracy=55.065430 loss=1.866961 lr=0.009808 Epoch[008] Batch [3249]/[3759] Speed: 125.104807 samples/sec accuracy=55.070192 loss=1.866831 lr=0.009807 Epoch[008] Batch [3299]/[3759] Speed: 118.673901 samples/sec accuracy=55.063447 loss=1.867215 lr=0.009807 Epoch[008] Batch [3349]/[3759] Speed: 122.342778 samples/sec accuracy=55.061567 loss=1.867365 lr=0.009806 Epoch[008] Batch [3399]/[3759] Speed: 120.416616 samples/sec accuracy=55.073070 loss=1.866795 lr=0.009806 Epoch[008] Batch [3449]/[3759] Speed: 120.494425 samples/sec accuracy=55.081975 loss=1.866499 lr=0.009805 Epoch[008] Batch [3499]/[3759] Speed: 123.712710 samples/sec accuracy=55.074554 loss=1.867340 lr=0.009804 Epoch[008] Batch [3549]/[3759] Speed: 125.745955 samples/sec accuracy=55.077465 loss=1.867802 lr=0.009804 Epoch[008] Batch [3599]/[3759] Speed: 114.848035 samples/sec accuracy=55.052951 loss=1.868897 lr=0.009803 Epoch[008] Batch [3649]/[3759] Speed: 120.373190 samples/sec accuracy=55.051798 loss=1.869124 lr=0.009803 Epoch[008] Batch [3699]/[3759] Speed: 125.280037 samples/sec accuracy=55.049831 loss=1.869347 lr=0.009802 Epoch[008] Batch [3749]/[3759] Speed: 139.180632 samples/sec accuracy=55.045000 loss=1.869578 lr=0.009802 Batch [0049]/[0303]: acc-top1=53.375000 acc-top5=79.187500 Batch [0099]/[0303]: acc-top1=54.218750 acc-top5=79.375000 Batch [0149]/[0303]: acc-top1=53.791667 acc-top5=79.343750 Batch [0199]/[0303]: acc-top1=53.445312 acc-top5=79.039062 Batch [0249]/[0303]: acc-top1=53.556250 acc-top5=78.968750 Batch [0299]/[0303]: acc-top1=53.640625 acc-top5=78.901042 [Epoch 008] training: accuracy=55.048301 loss=1.869657 [Epoch 008] speed: 121 samples/sec time cost: 2179.468136 [Epoch 008] validation: acc-top1=53.640677 acc-top5=78.903672 loss=2.204382 Epoch[009] Batch [0049]/[3760] Speed: 89.871926 samples/sec accuracy=55.968750 loss=1.820577 lr=0.009801 Epoch[009] Batch [0099]/[3760] Speed: 127.821095 samples/sec accuracy=56.703125 loss=1.797992 lr=0.009800 Epoch[009] Batch [0149]/[3760] Speed: 117.479282 samples/sec accuracy=56.843750 loss=1.782155 lr=0.009800 Epoch[009] Batch [0199]/[3760] Speed: 120.870093 samples/sec accuracy=56.750000 loss=1.786121 lr=0.009799 Epoch[009] Batch [0249]/[3760] Speed: 122.490110 samples/sec accuracy=56.693750 loss=1.787915 lr=0.009798 Epoch[009] Batch [0299]/[3760] Speed: 124.332450 samples/sec accuracy=56.614583 loss=1.793300 lr=0.009798 Epoch[009] Batch [0349]/[3760] Speed: 124.210000 samples/sec accuracy=56.674107 loss=1.792399 lr=0.009797 Epoch[009] Batch [0399]/[3760] Speed: 115.138516 samples/sec accuracy=56.781250 loss=1.790459 lr=0.009797 Epoch[009] Batch [0449]/[3760] Speed: 124.537831 samples/sec accuracy=56.750000 loss=1.794034 lr=0.009796 Epoch[009] Batch [0499]/[3760] Speed: 121.855346 samples/sec accuracy=56.859375 loss=1.788670 lr=0.009796 Epoch[009] Batch [0549]/[3760] Speed: 120.931814 samples/sec accuracy=56.815341 loss=1.792582 lr=0.009795 Epoch[009] Batch [0599]/[3760] Speed: 127.386900 samples/sec accuracy=56.783854 loss=1.797915 lr=0.009794 Epoch[009] Batch [0649]/[3760] Speed: 115.364818 samples/sec accuracy=56.670673 loss=1.798058 lr=0.009794 Epoch[009] Batch [0699]/[3760] Speed: 125.304992 samples/sec accuracy=56.475446 loss=1.805674 lr=0.009793 Epoch[009] Batch [0749]/[3760] Speed: 124.916518 samples/sec accuracy=56.362500 loss=1.811693 lr=0.009793 Epoch[009] Batch [0799]/[3760] Speed: 119.664997 samples/sec accuracy=56.337891 loss=1.812293 lr=0.009792 Epoch[009] Batch [0849]/[3760] Speed: 120.494845 samples/sec accuracy=56.237132 loss=1.813653 lr=0.009791 Epoch[009] Batch [0899]/[3760] Speed: 125.826969 samples/sec accuracy=56.302083 loss=1.811753 lr=0.009791 Epoch[009] Batch [0949]/[3760] Speed: 118.807830 samples/sec accuracy=56.360197 loss=1.810173 lr=0.009790 Epoch[009] Batch [0999]/[3760] Speed: 120.862388 samples/sec accuracy=56.332812 loss=1.809721 lr=0.009790 Epoch[009] Batch [1049]/[3760] Speed: 123.947189 samples/sec accuracy=56.346726 loss=1.807648 lr=0.009789 Epoch[009] Batch [1099]/[3760] Speed: 116.921898 samples/sec accuracy=56.362216 loss=1.807859 lr=0.009788 Epoch[009] Batch [1149]/[3760] Speed: 121.175998 samples/sec accuracy=56.312500 loss=1.809599 lr=0.009788 Epoch[009] Batch [1199]/[3760] Speed: 125.299000 samples/sec accuracy=56.290365 loss=1.808433 lr=0.009787 Epoch[009] Batch [1249]/[3760] Speed: 113.833804 samples/sec accuracy=56.226250 loss=1.810505 lr=0.009787 Epoch[009] Batch [1299]/[3760] Speed: 129.913545 samples/sec accuracy=56.217548 loss=1.811100 lr=0.009786 Epoch[009] Batch [1349]/[3760] Speed: 120.217190 samples/sec accuracy=56.194444 loss=1.812200 lr=0.009785 Epoch[009] Batch [1399]/[3760] Speed: 129.528640 samples/sec accuracy=56.165179 loss=1.814104 lr=0.009785 Epoch[009] Batch [1449]/[3760] Speed: 112.158156 samples/sec accuracy=56.135776 loss=1.814237 lr=0.009784 Epoch[009] Batch [1499]/[3760] Speed: 129.853692 samples/sec accuracy=56.141667 loss=1.814300 lr=0.009784 Epoch[009] Batch [1549]/[3760] Speed: 118.940272 samples/sec accuracy=56.152218 loss=1.813902 lr=0.009783 Epoch[009] Batch [1599]/[3760] Speed: 120.753088 samples/sec accuracy=56.167969 loss=1.814191 lr=0.009782 Epoch[009] Batch [1649]/[3760] Speed: 124.192338 samples/sec accuracy=56.179924 loss=1.813070 lr=0.009782 Epoch[009] Batch [1699]/[3760] Speed: 118.305890 samples/sec accuracy=56.165441 loss=1.812774 lr=0.009781 Epoch[009] Batch [1749]/[3760] Speed: 118.082068 samples/sec accuracy=56.154464 loss=1.813952 lr=0.009780 Epoch[009] Batch [1799]/[3760] Speed: 119.652066 samples/sec accuracy=56.161458 loss=1.813320 lr=0.009780 Epoch[009] Batch [1849]/[3760] Speed: 127.707977 samples/sec accuracy=56.161318 loss=1.813537 lr=0.009779 Epoch[009] Batch [1899]/[3760] Speed: 116.588921 samples/sec accuracy=56.124178 loss=1.815396 lr=0.009779 Epoch[009] Batch [1949]/[3760] Speed: 126.671923 samples/sec accuracy=56.105769 loss=1.816605 lr=0.009778 Epoch[009] Batch [1999]/[3760] Speed: 121.756312 samples/sec accuracy=56.069531 loss=1.818019 lr=0.009777 Epoch[009] Batch [2049]/[3760] Speed: 120.666540 samples/sec accuracy=56.076220 loss=1.818816 lr=0.009777 Epoch[009] Batch [2099]/[3760] Speed: 119.043561 samples/sec accuracy=56.033482 loss=1.820223 lr=0.009776 Epoch[009] Batch [2149]/[3760] Speed: 121.345864 samples/sec accuracy=56.082122 loss=1.818475 lr=0.009776 Epoch[009] Batch [2199]/[3760] Speed: 127.157326 samples/sec accuracy=56.078835 loss=1.819510 lr=0.009775 Epoch[009] Batch [2249]/[3760] Speed: 118.016630 samples/sec accuracy=56.025000 loss=1.821077 lr=0.009774 Epoch[009] Batch [2299]/[3760] Speed: 124.413545 samples/sec accuracy=56.037364 loss=1.819956 lr=0.009774 Epoch[009] Batch [2349]/[3760] Speed: 120.858864 samples/sec accuracy=56.028590 loss=1.820687 lr=0.009773 Epoch[009] Batch [2399]/[3760] Speed: 117.734857 samples/sec accuracy=56.016927 loss=1.821473 lr=0.009772 Epoch[009] Batch [2449]/[3760] Speed: 120.117986 samples/sec accuracy=56.056122 loss=1.820866 lr=0.009772 Epoch[009] Batch [2499]/[3760] Speed: 126.342396 samples/sec accuracy=56.034375 loss=1.821985 lr=0.009771 Epoch[009] Batch [2549]/[3760] Speed: 119.288498 samples/sec accuracy=56.047794 loss=1.822078 lr=0.009771 Epoch[009] Batch [2599]/[3760] Speed: 124.188166 samples/sec accuracy=56.030048 loss=1.822631 lr=0.009770 Epoch[009] Batch [2649]/[3760] Speed: 121.625967 samples/sec accuracy=55.999410 loss=1.824336 lr=0.009769 Epoch[009] Batch [2699]/[3760] Speed: 115.446787 samples/sec accuracy=56.006944 loss=1.823712 lr=0.009769 Epoch[009] Batch [2749]/[3760] Speed: 128.040822 samples/sec accuracy=55.981250 loss=1.824410 lr=0.009768 Epoch[009] Batch [2799]/[3760] Speed: 122.647380 samples/sec accuracy=56.002790 loss=1.823430 lr=0.009767 Epoch[009] Batch [2849]/[3760] Speed: 120.686651 samples/sec accuracy=55.975877 loss=1.824113 lr=0.009767 Epoch[009] Batch [2899]/[3760] Speed: 125.752093 samples/sec accuracy=55.969289 loss=1.824328 lr=0.009766 Epoch[009] Batch [2949]/[3760] Speed: 117.061936 samples/sec accuracy=55.960805 loss=1.824532 lr=0.009766 Epoch[009] Batch [2999]/[3760] Speed: 124.337463 samples/sec accuracy=55.964062 loss=1.824521 lr=0.009765 Epoch[009] Batch [3049]/[3760] Speed: 116.504154 samples/sec accuracy=55.967725 loss=1.824072 lr=0.009764 Epoch[009] Batch [3099]/[3760] Speed: 126.996882 samples/sec accuracy=55.956653 loss=1.824855 lr=0.009764 Epoch[009] Batch [3149]/[3760] Speed: 117.265701 samples/sec accuracy=55.969742 loss=1.824945 lr=0.009763 Epoch[009] Batch [3199]/[3760] Speed: 127.413426 samples/sec accuracy=55.968750 loss=1.824911 lr=0.009762 Epoch[009] Batch [3249]/[3760] Speed: 114.471454 samples/sec accuracy=55.959135 loss=1.825286 lr=0.009762 Epoch[009] Batch [3299]/[3760] Speed: 125.181627 samples/sec accuracy=55.949811 loss=1.825257 lr=0.009761 Epoch[009] Batch [3349]/[3760] Speed: 121.023393 samples/sec accuracy=55.970616 loss=1.824858 lr=0.009760 Epoch[009] Batch [3399]/[3760] Speed: 131.149951 samples/sec accuracy=55.958180 loss=1.825399 lr=0.009760 Epoch[009] Batch [3449]/[3760] Speed: 112.019226 samples/sec accuracy=55.964674 loss=1.825187 lr=0.009759 Epoch[009] Batch [3499]/[3760] Speed: 127.690329 samples/sec accuracy=55.965179 loss=1.825266 lr=0.009759 Epoch[009] Batch [3549]/[3760] Speed: 112.173284 samples/sec accuracy=55.952905 loss=1.825475 lr=0.009758 Epoch[009] Batch [3599]/[3760] Speed: 128.054273 samples/sec accuracy=55.967882 loss=1.825054 lr=0.009757 Epoch[009] Batch [3649]/[3760] Speed: 117.970051 samples/sec accuracy=55.972603 loss=1.825209 lr=0.009757 Epoch[009] Batch [3699]/[3760] Speed: 123.190878 samples/sec accuracy=55.949324 loss=1.825393 lr=0.009756 Epoch[009] Batch [3749]/[3760] Speed: 142.134708 samples/sec accuracy=55.926667 loss=1.826544 lr=0.009755 Batch [0049]/[0303]: acc-top1=53.750000 acc-top5=78.656250 Batch [0099]/[0303]: acc-top1=55.250000 acc-top5=79.390625 Batch [0149]/[0303]: acc-top1=55.114583 acc-top5=79.427083 Batch [0199]/[0303]: acc-top1=54.843750 acc-top5=79.085938 Batch [0249]/[0303]: acc-top1=54.900000 acc-top5=79.093750 Batch [0299]/[0303]: acc-top1=54.786458 acc-top5=79.145833 [Epoch 009] training: accuracy=55.935007 loss=1.826214 [Epoch 009] speed: 121 samples/sec time cost: 2174.935602 [Epoch 009] validation: acc-top1=54.837046 acc-top5=79.156353 loss=2.131797 Epoch[010] Batch [0049]/[3760] Speed: 89.332904 samples/sec accuracy=56.718750 loss=1.773460 lr=0.009755 Epoch[010] Batch [0099]/[3760] Speed: 124.938241 samples/sec accuracy=55.968750 loss=1.785848 lr=0.009754 Epoch[010] Batch [0149]/[3760] Speed: 120.656001 samples/sec accuracy=56.479167 loss=1.765479 lr=0.009753 Epoch[010] Batch [0199]/[3760] Speed: 122.956320 samples/sec accuracy=56.570312 loss=1.770027 lr=0.009753 Epoch[010] Batch [0249]/[3760] Speed: 119.802073 samples/sec accuracy=56.806250 loss=1.762382 lr=0.009752 Epoch[010] Batch [0299]/[3760] Speed: 116.669312 samples/sec accuracy=56.963542 loss=1.759096 lr=0.009751 Epoch[010] Batch [0349]/[3760] Speed: 124.857848 samples/sec accuracy=57.080357 loss=1.757576 lr=0.009751 Epoch[010] Batch [0399]/[3760] Speed: 120.330888 samples/sec accuracy=57.187500 loss=1.753443 lr=0.009750 Epoch[010] Batch [0449]/[3760] Speed: 115.621433 samples/sec accuracy=57.267361 loss=1.754355 lr=0.009749 Epoch[010] Batch [0499]/[3760] Speed: 137.909768 samples/sec accuracy=57.106250 loss=1.756281 lr=0.009749 Epoch[010] Batch [0549]/[3760] Speed: 111.199484 samples/sec accuracy=57.122159 loss=1.757314 lr=0.009748 Epoch[010] Batch [0599]/[3760] Speed: 128.169615 samples/sec accuracy=57.091146 loss=1.758964 lr=0.009747 Epoch[010] Batch [0649]/[3760] Speed: 111.920691 samples/sec accuracy=57.093750 loss=1.760049 lr=0.009747 Epoch[010] Batch [0699]/[3760] Speed: 134.887178 samples/sec accuracy=57.075893 loss=1.762584 lr=0.009746 Epoch[010] Batch [0749]/[3760] Speed: 110.467362 samples/sec accuracy=57.070833 loss=1.764187 lr=0.009745 Epoch[010] Batch [0799]/[3760] Speed: 135.097509 samples/sec accuracy=57.066406 loss=1.765587 lr=0.009745 Epoch[010] Batch [0849]/[3760] Speed: 108.854310 samples/sec accuracy=57.104779 loss=1.765374 lr=0.009744 Epoch[010] Batch [0899]/[3760] Speed: 137.328646 samples/sec accuracy=57.137153 loss=1.765480 lr=0.009743 Epoch[010] Batch [0949]/[3760] Speed: 114.631159 samples/sec accuracy=57.230263 loss=1.763362 lr=0.009743 Epoch[010] Batch [0999]/[3760] Speed: 128.630510 samples/sec accuracy=57.204687 loss=1.762967 lr=0.009742 Epoch[010] Batch [1049]/[3760] Speed: 110.123849 samples/sec accuracy=57.163690 loss=1.762409 lr=0.009741 Epoch[010] Batch [1099]/[3760] Speed: 138.706068 samples/sec accuracy=57.122159 loss=1.763013 lr=0.009741 Epoch[010] Batch [1149]/[3760] Speed: 109.276942 samples/sec accuracy=57.050272 loss=1.765922 lr=0.009740 Epoch[010] Batch [1199]/[3760] Speed: 139.395477 samples/sec accuracy=57.026042 loss=1.767965 lr=0.009739 Epoch[010] Batch [1249]/[3760] Speed: 112.359349 samples/sec accuracy=57.015000 loss=1.767904 lr=0.009739 Epoch[010] Batch [1299]/[3760] Speed: 130.840969 samples/sec accuracy=56.955529 loss=1.768068 lr=0.009738 Epoch[010] Batch [1349]/[3760] Speed: 116.382309 samples/sec accuracy=56.934028 loss=1.768536 lr=0.009737 Epoch[010] Batch [1399]/[3760] Speed: 123.069608 samples/sec accuracy=56.919643 loss=1.767289 lr=0.009737 Epoch[010] Batch [1449]/[3760] Speed: 121.150234 samples/sec accuracy=56.894397 loss=1.767171 lr=0.009736 Epoch[010] Batch [1499]/[3760] Speed: 119.966341 samples/sec accuracy=56.863542 loss=1.767353 lr=0.009735 Epoch[010] Batch [1549]/[3760] Speed: 123.017948 samples/sec accuracy=56.899194 loss=1.767326 lr=0.009735 Epoch[010] Batch [1599]/[3760] Speed: 119.565301 samples/sec accuracy=56.951172 loss=1.765422 lr=0.009734 Epoch[010] Batch [1649]/[3760] Speed: 126.141485 samples/sec accuracy=56.944129 loss=1.766726 lr=0.009733 Epoch[010] Batch [1699]/[3760] Speed: 118.696512 samples/sec accuracy=56.924632 loss=1.766386 lr=0.009733 Epoch[010] Batch [1749]/[3760] Speed: 121.173605 samples/sec accuracy=56.921429 loss=1.766759 lr=0.009732 Epoch[010] Batch [1799]/[3760] Speed: 116.057173 samples/sec accuracy=56.936632 loss=1.766725 lr=0.009731 Epoch[010] Batch [1849]/[3760] Speed: 119.813116 samples/sec accuracy=56.927365 loss=1.767209 lr=0.009731 Epoch[010] Batch [1899]/[3760] Speed: 126.049636 samples/sec accuracy=56.921875 loss=1.767031 lr=0.009730 Epoch[010] Batch [1949]/[3760] Speed: 124.565846 samples/sec accuracy=56.878205 loss=1.768025 lr=0.009729 Epoch[010] Batch [1999]/[3760] Speed: 123.886431 samples/sec accuracy=56.847656 loss=1.768640 lr=0.009729 Epoch[010] Batch [2049]/[3760] Speed: 117.644021 samples/sec accuracy=56.852134 loss=1.767564 lr=0.009728 Epoch[010] Batch [2099]/[3760] Speed: 124.756839 samples/sec accuracy=56.854167 loss=1.768886 lr=0.009727 Epoch[010] Batch [2149]/[3760] Speed: 118.316509 samples/sec accuracy=56.830669 loss=1.769920 lr=0.009727 Epoch[010] Batch [2199]/[3760] Speed: 124.679904 samples/sec accuracy=56.858665 loss=1.769069 lr=0.009726 Epoch[010] Batch [2249]/[3760] Speed: 121.948559 samples/sec accuracy=56.849306 loss=1.769660 lr=0.009725 Epoch[010] Batch [2299]/[3760] Speed: 120.051684 samples/sec accuracy=56.824728 loss=1.771584 lr=0.009725 Epoch[010] Batch [2349]/[3760] Speed: 123.841310 samples/sec accuracy=56.801862 loss=1.771408 lr=0.009724 Epoch[010] Batch [2399]/[3760] Speed: 121.242162 samples/sec accuracy=56.797526 loss=1.771879 lr=0.009723 Epoch[010] Batch [2449]/[3760] Speed: 117.620146 samples/sec accuracy=56.809311 loss=1.771887 lr=0.009723 Epoch[010] Batch [2499]/[3760] Speed: 119.754148 samples/sec accuracy=56.780000 loss=1.772960 lr=0.009722 Epoch[010] Batch [2549]/[3760] Speed: 122.682274 samples/sec accuracy=56.724877 loss=1.775272 lr=0.009721 Epoch[010] Batch [2599]/[3760] Speed: 128.235454 samples/sec accuracy=56.680889 loss=1.776818 lr=0.009721 Epoch[010] Batch [2649]/[3760] Speed: 120.665932 samples/sec accuracy=56.678066 loss=1.776020 lr=0.009720 Epoch[010] Batch [2699]/[3760] Speed: 121.466353 samples/sec accuracy=56.679977 loss=1.775878 lr=0.009719 Epoch[010] Batch [2749]/[3760] Speed: 115.792577 samples/sec accuracy=56.655682 loss=1.777495 lr=0.009718 Epoch[010] Batch [2799]/[3760] Speed: 124.941940 samples/sec accuracy=56.630580 loss=1.778088 lr=0.009718 Epoch[010] Batch [2849]/[3760] Speed: 120.909036 samples/sec accuracy=56.664474 loss=1.777762 lr=0.009717 Epoch[010] Batch [2899]/[3760] Speed: 120.504802 samples/sec accuracy=56.645474 loss=1.778483 lr=0.009716 Epoch[010] Batch [2949]/[3760] Speed: 125.054554 samples/sec accuracy=56.647246 loss=1.778681 lr=0.009716 Epoch[010] Batch [2999]/[3760] Speed: 115.161942 samples/sec accuracy=56.642708 loss=1.780414 lr=0.009715 Epoch[010] Batch [3049]/[3760] Speed: 127.936251 samples/sec accuracy=56.640881 loss=1.781087 lr=0.009714 Epoch[010] Batch [3099]/[3760] Speed: 122.837335 samples/sec accuracy=56.633065 loss=1.781258 lr=0.009714 Epoch[010] Batch [3149]/[3760] Speed: 112.578029 samples/sec accuracy=56.629960 loss=1.782005 lr=0.009713 Epoch[010] Batch [3199]/[3760] Speed: 126.585260 samples/sec accuracy=56.653320 loss=1.781419 lr=0.009712 Epoch[010] Batch [3249]/[3760] Speed: 118.392744 samples/sec accuracy=56.657692 loss=1.781400 lr=0.009711 Epoch[010] Batch [3299]/[3760] Speed: 123.555795 samples/sec accuracy=56.669981 loss=1.781698 lr=0.009711 Epoch[010] Batch [3349]/[3760] Speed: 118.764813 samples/sec accuracy=56.642724 loss=1.782653 lr=0.009710 Epoch[010] Batch [3399]/[3760] Speed: 124.633287 samples/sec accuracy=56.629596 loss=1.783775 lr=0.009709 Epoch[010] Batch [3449]/[3760] Speed: 119.728805 samples/sec accuracy=56.630888 loss=1.783712 lr=0.009709 Epoch[010] Batch [3499]/[3760] Speed: 124.401864 samples/sec accuracy=56.614732 loss=1.784450 lr=0.009708 Epoch[010] Batch [3549]/[3760] Speed: 124.067407 samples/sec accuracy=56.617958 loss=1.784809 lr=0.009707 Epoch[010] Batch [3599]/[3760] Speed: 119.116749 samples/sec accuracy=56.616319 loss=1.784969 lr=0.009707 Epoch[010] Batch [3649]/[3760] Speed: 124.792303 samples/sec accuracy=56.624572 loss=1.785231 lr=0.009706 Epoch[010] Batch [3699]/[3760] Speed: 121.032458 samples/sec accuracy=56.645693 loss=1.784495 lr=0.009705 Epoch[010] Batch [3749]/[3760] Speed: 139.716067 samples/sec accuracy=56.638750 loss=1.785091 lr=0.009704 Batch [0049]/[0303]: acc-top1=54.562500 acc-top5=79.156250 Batch [0099]/[0303]: acc-top1=55.281250 acc-top5=79.937500 Batch [0149]/[0303]: acc-top1=55.302083 acc-top5=80.083333 Batch [0199]/[0303]: acc-top1=54.632813 acc-top5=79.687500 Batch [0249]/[0303]: acc-top1=54.837500 acc-top5=79.712500 Batch [0299]/[0303]: acc-top1=54.927083 acc-top5=79.645833 [Epoch 010] training: accuracy=56.639794 loss=1.785161 [Epoch 010] speed: 121 samples/sec time cost: 2176.040973 [Epoch 010] validation: acc-top1=54.950495 acc-top5=79.656559 loss=2.118210 Epoch[011] Batch [0049]/[3759] Speed: 91.225771 samples/sec accuracy=58.593750 loss=1.695491 lr=0.009704 Epoch[011] Batch [0099]/[3759] Speed: 121.642351 samples/sec accuracy=58.687500 loss=1.690988 lr=0.009703 Epoch[011] Batch [0149]/[3759] Speed: 117.949432 samples/sec accuracy=58.270833 loss=1.694378 lr=0.009702 Epoch[011] Batch [0199]/[3759] Speed: 124.382586 samples/sec accuracy=58.015625 loss=1.708301 lr=0.009701 Epoch[011] Batch [0249]/[3759] Speed: 120.040338 samples/sec accuracy=58.181250 loss=1.702995 lr=0.009701 Epoch[011] Batch [0299]/[3759] Speed: 120.857741 samples/sec accuracy=58.307292 loss=1.701688 lr=0.009700 Epoch[011] Batch [0349]/[3759] Speed: 122.753188 samples/sec accuracy=58.138393 loss=1.708515 lr=0.009699 Epoch[011] Batch [0399]/[3759] Speed: 123.250114 samples/sec accuracy=58.253906 loss=1.704709 lr=0.009699 Epoch[011] Batch [0449]/[3759] Speed: 119.419371 samples/sec accuracy=58.138889 loss=1.709032 lr=0.009698 Epoch[011] Batch [0499]/[3759] Speed: 125.890401 samples/sec accuracy=58.009375 loss=1.712456 lr=0.009697 Epoch[011] Batch [0549]/[3759] Speed: 120.167425 samples/sec accuracy=57.940341 loss=1.718033 lr=0.009696 Epoch[011] Batch [0599]/[3759] Speed: 120.239518 samples/sec accuracy=57.940104 loss=1.720834 lr=0.009696 Epoch[011] Batch [0649]/[3759] Speed: 122.478183 samples/sec accuracy=57.901442 loss=1.723982 lr=0.009695 Epoch[011] Batch [0699]/[3759] Speed: 114.800452 samples/sec accuracy=57.879464 loss=1.723607 lr=0.009694 Epoch[011] Batch [0749]/[3759] Speed: 124.515956 samples/sec accuracy=57.775000 loss=1.728457 lr=0.009694 Epoch[011] Batch [0799]/[3759] Speed: 123.176739 samples/sec accuracy=57.718750 loss=1.728436 lr=0.009693 Epoch[011] Batch [0849]/[3759] Speed: 120.505946 samples/sec accuracy=57.681985 loss=1.730767 lr=0.009692 Epoch[011] Batch [0899]/[3759] Speed: 120.711083 samples/sec accuracy=57.722222 loss=1.728252 lr=0.009691 Epoch[011] Batch [0949]/[3759] Speed: 124.785215 samples/sec accuracy=57.748355 loss=1.729342 lr=0.009691 Epoch[011] Batch [0999]/[3759] Speed: 118.757478 samples/sec accuracy=57.692188 loss=1.731783 lr=0.009690 Epoch[011] Batch [1049]/[3759] Speed: 123.592549 samples/sec accuracy=57.668155 loss=1.732454 lr=0.009689 Epoch[011] Batch [1099]/[3759] Speed: 116.130109 samples/sec accuracy=57.688920 loss=1.733737 lr=0.009689 Epoch[011] Batch [1149]/[3759] Speed: 124.326782 samples/sec accuracy=57.683424 loss=1.734261 lr=0.009688 Epoch[011] Batch [1199]/[3759] Speed: 114.597436 samples/sec accuracy=57.691406 loss=1.734075 lr=0.009687 Epoch[011] Batch [1249]/[3759] Speed: 133.010965 samples/sec accuracy=57.707500 loss=1.733966 lr=0.009686 Epoch[011] Batch [1299]/[3759] Speed: 116.003415 samples/sec accuracy=57.704327 loss=1.734662 lr=0.009686 Epoch[011] Batch [1349]/[3759] Speed: 124.839913 samples/sec accuracy=57.695602 loss=1.735004 lr=0.009685 Epoch[011] Batch [1399]/[3759] Speed: 121.665873 samples/sec accuracy=57.655134 loss=1.736404 lr=0.009684 Epoch[011] Batch [1449]/[3759] Speed: 119.540452 samples/sec accuracy=57.656250 loss=1.735873 lr=0.009683 Epoch[011] Batch [1499]/[3759] Speed: 122.926992 samples/sec accuracy=57.679167 loss=1.734880 lr=0.009683 Epoch[011] Batch [1549]/[3759] Speed: 122.507732 samples/sec accuracy=57.683468 loss=1.733809 lr=0.009682 Epoch[011] Batch [1599]/[3759] Speed: 127.225084 samples/sec accuracy=57.698242 loss=1.733037 lr=0.009681 Epoch[011] Batch [1649]/[3759] Speed: 113.913079 samples/sec accuracy=57.668561 loss=1.734008 lr=0.009680 Epoch[011] Batch [1699]/[3759] Speed: 132.300703 samples/sec accuracy=57.666360 loss=1.734879 lr=0.009680 Epoch[011] Batch [1749]/[3759] Speed: 111.532066 samples/sec accuracy=57.646429 loss=1.736383 lr=0.009679 Epoch[011] Batch [1799]/[3759] Speed: 129.948725 samples/sec accuracy=57.662326 loss=1.737108 lr=0.009678 Epoch[011] Batch [1849]/[3759] Speed: 116.337270 samples/sec accuracy=57.639358 loss=1.737721 lr=0.009678 Epoch[011] Batch [1899]/[3759] Speed: 125.883835 samples/sec accuracy=57.634046 loss=1.738302 lr=0.009677 Epoch[011] Batch [1949]/[3759] Speed: 113.690109 samples/sec accuracy=57.629808 loss=1.739028 lr=0.009676 Epoch[011] Batch [1999]/[3759] Speed: 133.138814 samples/sec accuracy=57.661719 loss=1.738409 lr=0.009675 Epoch[011] Batch [2049]/[3759] Speed: 114.670909 samples/sec accuracy=57.630335 loss=1.739155 lr=0.009675 Epoch[011] Batch [2099]/[3759] Speed: 121.160744 samples/sec accuracy=57.652530 loss=1.739329 lr=0.009674 Epoch[011] Batch [2149]/[3759] Speed: 125.898195 samples/sec accuracy=57.650436 loss=1.739898 lr=0.009673 Epoch[011] Batch [2199]/[3759] Speed: 121.978831 samples/sec accuracy=57.677557 loss=1.738947 lr=0.009672 Epoch[011] Batch [2249]/[3759] Speed: 115.359581 samples/sec accuracy=57.639583 loss=1.740277 lr=0.009672 Epoch[011] Batch [2299]/[3759] Speed: 128.814619 samples/sec accuracy=57.622962 loss=1.740987 lr=0.009671 Epoch[011] Batch [2349]/[3759] Speed: 113.401054 samples/sec accuracy=57.627660 loss=1.740635 lr=0.009670 Epoch[011] Batch [2399]/[3759] Speed: 132.172969 samples/sec accuracy=57.625651 loss=1.740513 lr=0.009669 Epoch[011] Batch [2449]/[3759] Speed: 111.531921 samples/sec accuracy=57.631378 loss=1.740244 lr=0.009669 Epoch[011] Batch [2499]/[3759] Speed: 129.215458 samples/sec accuracy=57.616875 loss=1.740915 lr=0.009668 Epoch[011] Batch [2549]/[3759] Speed: 116.854290 samples/sec accuracy=57.620711 loss=1.740635 lr=0.009667 Epoch[011] Batch [2599]/[3759] Speed: 127.099740 samples/sec accuracy=57.631010 loss=1.740266 lr=0.009666 Epoch[011] Batch [2649]/[3759] Speed: 117.857922 samples/sec accuracy=57.612028 loss=1.741747 lr=0.009666 Epoch[011] Batch [2699]/[3759] Speed: 121.161239 samples/sec accuracy=57.597801 loss=1.742300 lr=0.009665 Epoch[011] Batch [2749]/[3759] Speed: 119.316064 samples/sec accuracy=57.563636 loss=1.742326 lr=0.009664 Epoch[011] Batch [2799]/[3759] Speed: 121.636605 samples/sec accuracy=57.539621 loss=1.743509 lr=0.009663 Epoch[011] Batch [2849]/[3759] Speed: 125.936709 samples/sec accuracy=57.540022 loss=1.744502 lr=0.009663 Epoch[011] Batch [2899]/[3759] Speed: 115.910189 samples/sec accuracy=57.536638 loss=1.744112 lr=0.009662 Epoch[011] Batch [2949]/[3759] Speed: 120.415781 samples/sec accuracy=57.505826 loss=1.745787 lr=0.009661 Epoch[011] Batch [2999]/[3759] Speed: 126.651745 samples/sec accuracy=57.509896 loss=1.746306 lr=0.009660 Epoch[011] Batch [3049]/[3759] Speed: 127.467804 samples/sec accuracy=57.491291 loss=1.747222 lr=0.009660 Epoch[011] Batch [3099]/[3759] Speed: 117.180317 samples/sec accuracy=57.484375 loss=1.748097 lr=0.009659 Epoch[011] Batch [3149]/[3759] Speed: 129.487959 samples/sec accuracy=57.485615 loss=1.748036 lr=0.009658 Epoch[011] Batch [3199]/[3759] Speed: 115.750234 samples/sec accuracy=57.495117 loss=1.747411 lr=0.009657 Epoch[011] Batch [3249]/[3759] Speed: 119.326553 samples/sec accuracy=57.471154 loss=1.748208 lr=0.009657 Epoch[011] Batch [3299]/[3759] Speed: 124.064084 samples/sec accuracy=57.442235 loss=1.749230 lr=0.009656 Epoch[011] Batch [3349]/[3759] Speed: 118.037138 samples/sec accuracy=57.440299 loss=1.748900 lr=0.009655 Epoch[011] Batch [3399]/[3759] Speed: 124.272403 samples/sec accuracy=57.435202 loss=1.749510 lr=0.009654 Epoch[011] Batch [3449]/[3759] Speed: 119.601164 samples/sec accuracy=57.420743 loss=1.749709 lr=0.009654 Epoch[011] Batch [3499]/[3759] Speed: 123.367627 samples/sec accuracy=57.400446 loss=1.750334 lr=0.009653 Epoch[011] Batch [3549]/[3759] Speed: 119.536166 samples/sec accuracy=57.413732 loss=1.749686 lr=0.009652 Epoch[011] Batch [3599]/[3759] Speed: 123.946473 samples/sec accuracy=57.416667 loss=1.750176 lr=0.009651 Epoch[011] Batch [3649]/[3759] Speed: 118.629109 samples/sec accuracy=57.417808 loss=1.749869 lr=0.009650 Epoch[011] Batch [3699]/[3759] Speed: 121.695628 samples/sec accuracy=57.410895 loss=1.750475 lr=0.009650 Epoch[011] Batch [3749]/[3759] Speed: 141.315950 samples/sec accuracy=57.400000 loss=1.750583 lr=0.009649 Batch [0049]/[0303]: acc-top1=54.062500 acc-top5=79.468750 Batch [0099]/[0303]: acc-top1=55.468750 acc-top5=79.953125 Batch [0149]/[0303]: acc-top1=55.614583 acc-top5=80.031250 Batch [0199]/[0303]: acc-top1=55.007812 acc-top5=79.828125 Batch [0249]/[0303]: acc-top1=55.256250 acc-top5=79.843750 Batch [0299]/[0303]: acc-top1=55.218750 acc-top5=79.885417 [Epoch 011] training: accuracy=57.406391 loss=1.750258 [Epoch 011] speed: 121 samples/sec time cost: 2177.852156 [Epoch 011] validation: acc-top1=55.259901 acc-top5=79.929868 loss=2.184548 Epoch[012] Batch [0049]/[3760] Speed: 90.463992 samples/sec accuracy=56.875000 loss=1.760966 lr=0.009648 Epoch[012] Batch [0099]/[3760] Speed: 119.451425 samples/sec accuracy=58.312500 loss=1.706892 lr=0.009647 Epoch[012] Batch [0149]/[3760] Speed: 124.828361 samples/sec accuracy=58.395833 loss=1.705364 lr=0.009646 Epoch[012] Batch [0199]/[3760] Speed: 116.136743 samples/sec accuracy=58.460938 loss=1.704680 lr=0.009646 Epoch[012] Batch [0249]/[3760] Speed: 125.537591 samples/sec accuracy=58.481250 loss=1.712384 lr=0.009645 Epoch[012] Batch [0299]/[3760] Speed: 121.072846 samples/sec accuracy=58.557292 loss=1.704225 lr=0.009644 Epoch[012] Batch [0349]/[3760] Speed: 121.434303 samples/sec accuracy=58.647321 loss=1.695498 lr=0.009643 Epoch[012] Batch [0399]/[3760] Speed: 114.727799 samples/sec accuracy=58.566406 loss=1.697458 lr=0.009643 Epoch[012] Batch [0449]/[3760] Speed: 133.748325 samples/sec accuracy=58.545139 loss=1.699120 lr=0.009642 Epoch[012] Batch [0499]/[3760] Speed: 114.508260 samples/sec accuracy=58.609375 loss=1.695990 lr=0.009641 Epoch[012] Batch [0549]/[3760] Speed: 124.545021 samples/sec accuracy=58.565341 loss=1.696088 lr=0.009640 Epoch[012] Batch [0599]/[3760] Speed: 124.367654 samples/sec accuracy=58.604167 loss=1.693830 lr=0.009639 Epoch[012] Batch [0649]/[3760] Speed: 120.956658 samples/sec accuracy=58.689904 loss=1.691665 lr=0.009639 Epoch[012] Batch [0699]/[3760] Speed: 124.443003 samples/sec accuracy=58.703125 loss=1.693448 lr=0.009638 Epoch[012] Batch [0749]/[3760] Speed: 121.683797 samples/sec accuracy=58.725000 loss=1.692416 lr=0.009637 Epoch[012] Batch [0799]/[3760] Speed: 120.954432 samples/sec accuracy=58.681641 loss=1.692220 lr=0.009636 Epoch[012] Batch [0849]/[3760] Speed: 121.809362 samples/sec accuracy=58.683824 loss=1.692329 lr=0.009636 Epoch[012] Batch [0899]/[3760] Speed: 122.297358 samples/sec accuracy=58.748264 loss=1.689058 lr=0.009635 Epoch[012] Batch [0949]/[3760] Speed: 115.649686 samples/sec accuracy=58.652961 loss=1.692466 lr=0.009634 Epoch[012] Batch [0999]/[3760] Speed: 121.744520 samples/sec accuracy=58.635938 loss=1.693480 lr=0.009633 Epoch[012] Batch [1049]/[3760] Speed: 123.353262 samples/sec accuracy=58.697917 loss=1.693448 lr=0.009632 Epoch[012] Batch [1099]/[3760] Speed: 128.843121 samples/sec accuracy=58.666193 loss=1.693195 lr=0.009632 Epoch[012] Batch [1149]/[3760] Speed: 114.951055 samples/sec accuracy=58.578804 loss=1.696271 lr=0.009631 Epoch[012] Batch [1199]/[3760] Speed: 119.872141 samples/sec accuracy=58.553385 loss=1.697765 lr=0.009630 Epoch[012] Batch [1249]/[3760] Speed: 118.970033 samples/sec accuracy=58.511250 loss=1.699717 lr=0.009629 Epoch[012] Batch [1299]/[3760] Speed: 128.392486 samples/sec accuracy=58.506010 loss=1.700305 lr=0.009628 Epoch[012] Batch [1349]/[3760] Speed: 112.758296 samples/sec accuracy=58.537037 loss=1.699421 lr=0.009628 Epoch[012] Batch [1399]/[3760] Speed: 130.676544 samples/sec accuracy=58.572545 loss=1.697414 lr=0.009627 Epoch[012] Batch [1449]/[3760] Speed: 111.962715 samples/sec accuracy=58.557112 loss=1.697115 lr=0.009626 Epoch[012] Batch [1499]/[3760] Speed: 135.295465 samples/sec accuracy=58.515625 loss=1.699050 lr=0.009625 Epoch[012] Batch [1549]/[3760] Speed: 112.259803 samples/sec accuracy=58.521169 loss=1.699611 lr=0.009625 Epoch[012] Batch [1599]/[3760] Speed: 128.963567 samples/sec accuracy=58.471680 loss=1.701593 lr=0.009624 Epoch[012] Batch [1649]/[3760] Speed: 112.279031 samples/sec accuracy=58.453598 loss=1.702707 lr=0.009623 Epoch[012] Batch [1699]/[3760] Speed: 136.710847 samples/sec accuracy=58.403493 loss=1.704463 lr=0.009622 Epoch[012] Batch [1749]/[3760] Speed: 111.738410 samples/sec accuracy=58.341071 loss=1.708044 lr=0.009621 Epoch[012] Batch [1799]/[3760] Speed: 130.673231 samples/sec accuracy=58.344618 loss=1.708401 lr=0.009621 Epoch[012] Batch [1849]/[3760] Speed: 112.307793 samples/sec accuracy=58.325169 loss=1.709179 lr=0.009620 Epoch[012] Batch [1899]/[3760] Speed: 130.751769 samples/sec accuracy=58.332237 loss=1.708898 lr=0.009619 Epoch[012] Batch [1949]/[3760] Speed: 114.540234 samples/sec accuracy=58.336538 loss=1.709312 lr=0.009618 Epoch[012] Batch [1999]/[3760] Speed: 124.018385 samples/sec accuracy=58.332031 loss=1.709839 lr=0.009617 Epoch[012] Batch [2049]/[3760] Speed: 118.896728 samples/sec accuracy=58.381860 loss=1.708352 lr=0.009617 Epoch[012] Batch [2099]/[3760] Speed: 123.317374 samples/sec accuracy=58.368304 loss=1.709020 lr=0.009616 Epoch[012] Batch [2149]/[3760] Speed: 118.289212 samples/sec accuracy=58.365552 loss=1.708793 lr=0.009615 Epoch[012] Batch [2199]/[3760] Speed: 123.770724 samples/sec accuracy=58.354403 loss=1.708700 lr=0.009614 Epoch[012] Batch [2249]/[3760] Speed: 121.960617 samples/sec accuracy=58.336111 loss=1.709399 lr=0.009613 Epoch[012] Batch [2299]/[3760] Speed: 117.433160 samples/sec accuracy=58.366168 loss=1.708006 lr=0.009613 Epoch[012] Batch [2349]/[3760] Speed: 121.949940 samples/sec accuracy=58.379654 loss=1.707559 lr=0.009612 Epoch[012] Batch [2399]/[3760] Speed: 118.555732 samples/sec accuracy=58.369792 loss=1.708838 lr=0.009611 Epoch[012] Batch [2449]/[3760] Speed: 128.622143 samples/sec accuracy=58.360969 loss=1.709867 lr=0.009610 Epoch[012] Batch [2499]/[3760] Speed: 114.307280 samples/sec accuracy=58.359375 loss=1.709857 lr=0.009609 Epoch[012] Batch [2549]/[3760] Speed: 127.969416 samples/sec accuracy=58.344975 loss=1.710243 lr=0.009608 Epoch[012] Batch [2599]/[3760] Speed: 121.341945 samples/sec accuracy=58.353966 loss=1.710226 lr=0.009608 Epoch[012] Batch [2649]/[3760] Speed: 124.464045 samples/sec accuracy=58.322524 loss=1.711100 lr=0.009607 Epoch[012] Batch [2699]/[3760] Speed: 119.610038 samples/sec accuracy=58.328704 loss=1.710954 lr=0.009606 Epoch[012] Batch [2749]/[3760] Speed: 123.101254 samples/sec accuracy=58.318182 loss=1.712010 lr=0.009605 Epoch[012] Batch [2799]/[3760] Speed: 124.464434 samples/sec accuracy=58.270089 loss=1.713307 lr=0.009604 Epoch[012] Batch [2849]/[3760] Speed: 116.379267 samples/sec accuracy=58.245614 loss=1.715179 lr=0.009604 Epoch[012] Batch [2899]/[3760] Speed: 122.437727 samples/sec accuracy=58.245690 loss=1.715478 lr=0.009603 Epoch[012] Batch [2949]/[3760] Speed: 119.186580 samples/sec accuracy=58.242055 loss=1.715268 lr=0.009602 Epoch[012] Batch [2999]/[3760] Speed: 120.883710 samples/sec accuracy=58.250000 loss=1.715446 lr=0.009601 Epoch[012] Batch [3049]/[3760] Speed: 120.288705 samples/sec accuracy=58.262807 loss=1.714978 lr=0.009600 Epoch[012] Batch [3099]/[3760] Speed: 125.060309 samples/sec accuracy=58.266633 loss=1.714519 lr=0.009600 Epoch[012] Batch [3149]/[3760] Speed: 115.478915 samples/sec accuracy=58.287698 loss=1.714880 lr=0.009599 Epoch[012] Batch [3199]/[3760] Speed: 128.915541 samples/sec accuracy=58.278809 loss=1.715056 lr=0.009598 Epoch[012] Batch [3249]/[3760] Speed: 116.374862 samples/sec accuracy=58.279808 loss=1.715494 lr=0.009597 Epoch[012] Batch [3299]/[3760] Speed: 125.007193 samples/sec accuracy=58.275095 loss=1.715824 lr=0.009596 Epoch[012] Batch [3349]/[3760] Speed: 116.145841 samples/sec accuracy=58.257463 loss=1.716295 lr=0.009595 Epoch[012] Batch [3399]/[3760] Speed: 132.942102 samples/sec accuracy=58.242647 loss=1.717028 lr=0.009595 Epoch[012] Batch [3449]/[3760] Speed: 113.151869 samples/sec accuracy=58.240036 loss=1.716776 lr=0.009594 Epoch[012] Batch [3499]/[3760] Speed: 132.140464 samples/sec accuracy=58.227232 loss=1.716809 lr=0.009593 Epoch[012] Batch [3549]/[3760] Speed: 115.114322 samples/sec accuracy=58.236356 loss=1.716267 lr=0.009592 Epoch[012] Batch [3599]/[3760] Speed: 127.366493 samples/sec accuracy=58.233073 loss=1.716677 lr=0.009591 Epoch[012] Batch [3649]/[3760] Speed: 118.933099 samples/sec accuracy=58.210616 loss=1.717767 lr=0.009590 Epoch[012] Batch [3699]/[3760] Speed: 123.266592 samples/sec accuracy=58.217483 loss=1.717734 lr=0.009590 Epoch[012] Batch [3749]/[3760] Speed: 137.619407 samples/sec accuracy=58.199167 loss=1.718505 lr=0.009589 Batch [0049]/[0303]: acc-top1=55.968750 acc-top5=80.312500 Batch [0099]/[0303]: acc-top1=56.640625 acc-top5=80.468750 Batch [0149]/[0303]: acc-top1=56.458333 acc-top5=80.343750 Batch [0199]/[0303]: acc-top1=55.960938 acc-top5=79.898438 Batch [0249]/[0303]: acc-top1=56.106250 acc-top5=79.850000 Batch [0299]/[0303]: acc-top1=56.046875 acc-top5=79.906250 [Epoch 012] training: accuracy=58.198554 loss=1.718452 [Epoch 012] speed: 121 samples/sec time cost: 2177.483140 [Epoch 012] validation: acc-top1=56.084983 acc-top5=79.971122 loss=2.114150 Epoch[013] Batch [0049]/[3760] Speed: 87.792310 samples/sec accuracy=60.250000 loss=1.604052 lr=0.009588 Epoch[013] Batch [0099]/[3760] Speed: 124.084358 samples/sec accuracy=59.796875 loss=1.619216 lr=0.009587 Epoch[013] Batch [0149]/[3760] Speed: 120.844278 samples/sec accuracy=59.885417 loss=1.614247 lr=0.009586 Epoch[013] Batch [0199]/[3760] Speed: 127.304139 samples/sec accuracy=59.875000 loss=1.618191 lr=0.009585 Epoch[013] Batch [0249]/[3760] Speed: 120.905336 samples/sec accuracy=60.312500 loss=1.606748 lr=0.009584 Epoch[013] Batch [0299]/[3760] Speed: 122.462319 samples/sec accuracy=59.994792 loss=1.619766 lr=0.009584 Epoch[013] Batch [0349]/[3760] Speed: 121.575039 samples/sec accuracy=59.928571 loss=1.623905 lr=0.009583 Epoch[013] Batch [0399]/[3760] Speed: 119.227891 samples/sec accuracy=59.730469 loss=1.631189 lr=0.009582 Epoch[013] Batch [0449]/[3760] Speed: 119.729278 samples/sec accuracy=59.600694 loss=1.636430 lr=0.009581 Epoch[013] Batch [0499]/[3760] Speed: 119.210611 samples/sec accuracy=59.737500 loss=1.632650 lr=0.009580 Epoch[013] Batch [0549]/[3760] Speed: 124.200538 samples/sec accuracy=59.750000 loss=1.634704 lr=0.009579 Epoch[013] Batch [0599]/[3760] Speed: 119.919610 samples/sec accuracy=59.747396 loss=1.635641 lr=0.009579 Epoch[013] Batch [0649]/[3760] Speed: 118.206738 samples/sec accuracy=59.790865 loss=1.634153 lr=0.009578 Epoch[013] Batch [0699]/[3760] Speed: 126.137731 samples/sec accuracy=59.674107 loss=1.637875 lr=0.009577 Epoch[013] Batch [0749]/[3760] Speed: 117.266303 samples/sec accuracy=59.756250 loss=1.636682 lr=0.009576 Epoch[013] Batch [0799]/[3760] Speed: 123.593299 samples/sec accuracy=59.755859 loss=1.637188 lr=0.009575 Epoch[013] Batch [0849]/[3760] Speed: 121.494472 samples/sec accuracy=59.650735 loss=1.642016 lr=0.009574 Epoch[013] Batch [0899]/[3760] Speed: 119.920923 samples/sec accuracy=59.663194 loss=1.642883 lr=0.009574 Epoch[013] Batch [0949]/[3760] Speed: 120.444687 samples/sec accuracy=59.626645 loss=1.643503 lr=0.009573 Epoch[013] Batch [0999]/[3760] Speed: 126.436799 samples/sec accuracy=59.532812 loss=1.645963 lr=0.009572 Epoch[013] Batch [1049]/[3760] Speed: 116.846797 samples/sec accuracy=59.569940 loss=1.646176 lr=0.009571 Epoch[013] Batch [1099]/[3760] Speed: 126.154925 samples/sec accuracy=59.529830 loss=1.648944 lr=0.009570 Epoch[013] Batch [1149]/[3760] Speed: 118.834300 samples/sec accuracy=59.508152 loss=1.648636 lr=0.009569 Epoch[013] Batch [1199]/[3760] Speed: 119.002054 samples/sec accuracy=59.483073 loss=1.651563 lr=0.009568 Epoch[013] Batch [1249]/[3760] Speed: 125.614378 samples/sec accuracy=59.465000 loss=1.652612 lr=0.009568 Epoch[013] Batch [1299]/[3760] Speed: 119.366245 samples/sec accuracy=59.441106 loss=1.652183 lr=0.009567 Epoch[013] Batch [1349]/[3760] Speed: 121.225722 samples/sec accuracy=59.350694 loss=1.656406 lr=0.009566 Epoch[013] Batch [1399]/[3760] Speed: 127.119249 samples/sec accuracy=59.293527 loss=1.657811 lr=0.009565 Epoch[013] Batch [1449]/[3760] Speed: 111.842944 samples/sec accuracy=59.293103 loss=1.658467 lr=0.009564 Epoch[013] Batch [1499]/[3760] Speed: 127.210968 samples/sec accuracy=59.300000 loss=1.658898 lr=0.009563 Epoch[013] Batch [1549]/[3760] Speed: 120.356385 samples/sec accuracy=59.272177 loss=1.662105 lr=0.009563 Epoch[013] Batch [1599]/[3760] Speed: 120.634281 samples/sec accuracy=59.255859 loss=1.663047 lr=0.009562 Epoch[013] Batch [1649]/[3760] Speed: 121.924040 samples/sec accuracy=59.201705 loss=1.664294 lr=0.009561 Epoch[013] Batch [1699]/[3760] Speed: 121.895339 samples/sec accuracy=59.193015 loss=1.664780 lr=0.009560 Epoch[013] Batch [1749]/[3760] Speed: 118.906810 samples/sec accuracy=59.183929 loss=1.665416 lr=0.009559 Epoch[013] Batch [1799]/[3760] Speed: 120.681939 samples/sec accuracy=59.147569 loss=1.666814 lr=0.009558 Epoch[013] Batch [1849]/[3760] Speed: 127.000761 samples/sec accuracy=59.177365 loss=1.666373 lr=0.009557 Epoch[013] Batch [1899]/[3760] Speed: 115.680931 samples/sec accuracy=59.190789 loss=1.666912 lr=0.009557 Epoch[013] Batch [1949]/[3760] Speed: 125.311903 samples/sec accuracy=59.141026 loss=1.668231 lr=0.009556 Epoch[013] Batch [1999]/[3760] Speed: 119.271378 samples/sec accuracy=59.141406 loss=1.669027 lr=0.009555 Epoch[013] Batch [2049]/[3760] Speed: 122.471830 samples/sec accuracy=59.108994 loss=1.669831 lr=0.009554 Epoch[013] Batch [2099]/[3760] Speed: 124.594681 samples/sec accuracy=59.079613 loss=1.670903 lr=0.009553 Epoch[013] Batch [2149]/[3760] Speed: 115.160226 samples/sec accuracy=59.066860 loss=1.672424 lr=0.009552 Epoch[013] Batch [2199]/[3760] Speed: 123.210969 samples/sec accuracy=59.032670 loss=1.673781 lr=0.009551 Epoch[013] Batch [2249]/[3760] Speed: 123.518497 samples/sec accuracy=59.043750 loss=1.674071 lr=0.009550 Epoch[013] Batch [2299]/[3760] Speed: 120.334267 samples/sec accuracy=59.011549 loss=1.675735 lr=0.009550 Epoch[013] Batch [2349]/[3760] Speed: 123.763630 samples/sec accuracy=59.009309 loss=1.676095 lr=0.009549 Epoch[013] Batch [2399]/[3760] Speed: 122.706327 samples/sec accuracy=59.006510 loss=1.676419 lr=0.009548 Epoch[013] Batch [2449]/[3760] Speed: 120.440182 samples/sec accuracy=58.989158 loss=1.676989 lr=0.009547 Epoch[013] Batch [2499]/[3760] Speed: 122.074767 samples/sec accuracy=58.969375 loss=1.677488 lr=0.009546 Epoch[013] Batch [2549]/[3760] Speed: 116.339286 samples/sec accuracy=58.925858 loss=1.678438 lr=0.009545 Epoch[013] Batch [2599]/[3760] Speed: 128.021305 samples/sec accuracy=58.914663 loss=1.679350 lr=0.009544 Epoch[013] Batch [2649]/[3760] Speed: 118.501550 samples/sec accuracy=58.886203 loss=1.680487 lr=0.009544 Epoch[013] Batch [2699]/[3760] Speed: 126.546372 samples/sec accuracy=58.855903 loss=1.681276 lr=0.009543 Epoch[013] Batch [2749]/[3760] Speed: 117.993621 samples/sec accuracy=58.820455 loss=1.682129 lr=0.009542 Epoch[013] Batch [2799]/[3760] Speed: 123.105780 samples/sec accuracy=58.828683 loss=1.681907 lr=0.009541 Epoch[013] Batch [2849]/[3760] Speed: 122.081206 samples/sec accuracy=58.830044 loss=1.682444 lr=0.009540 Epoch[013] Batch [2899]/[3760] Speed: 125.493290 samples/sec accuracy=58.816810 loss=1.682999 lr=0.009539 Epoch[013] Batch [2949]/[3760] Speed: 121.077320 samples/sec accuracy=58.811441 loss=1.683396 lr=0.009538 Epoch[013] Batch [2999]/[3760] Speed: 123.637797 samples/sec accuracy=58.799479 loss=1.684632 lr=0.009537 Epoch[013] Batch [3049]/[3760] Speed: 114.576968 samples/sec accuracy=58.806352 loss=1.684589 lr=0.009537 Epoch[013] Batch [3099]/[3760] Speed: 127.902666 samples/sec accuracy=58.788810 loss=1.684792 lr=0.009536 Epoch[013] Batch [3149]/[3760] Speed: 113.766134 samples/sec accuracy=58.779762 loss=1.685177 lr=0.009535 Epoch[013] Batch [3199]/[3760] Speed: 127.814086 samples/sec accuracy=58.770508 loss=1.686273 lr=0.009534 Epoch[013] Batch [3249]/[3760] Speed: 114.248146 samples/sec accuracy=58.752404 loss=1.687051 lr=0.009533 Epoch[013] Batch [3299]/[3760] Speed: 130.789549 samples/sec accuracy=58.740057 loss=1.687109 lr=0.009532 Epoch[013] Batch [3349]/[3760] Speed: 114.646229 samples/sec accuracy=58.735541 loss=1.687478 lr=0.009531 Epoch[013] Batch [3399]/[3760] Speed: 137.534376 samples/sec accuracy=58.738971 loss=1.687831 lr=0.009530 Epoch[013] Batch [3449]/[3760] Speed: 108.508896 samples/sec accuracy=58.761775 loss=1.687473 lr=0.009529 Epoch[013] Batch [3499]/[3760] Speed: 137.327806 samples/sec accuracy=58.769643 loss=1.687340 lr=0.009529 Epoch[013] Batch [3549]/[3760] Speed: 111.164814 samples/sec accuracy=58.762764 loss=1.687797 lr=0.009528 Epoch[013] Batch [3599]/[3760] Speed: 130.744781 samples/sec accuracy=58.733073 loss=1.688818 lr=0.009527 Epoch[013] Batch [3649]/[3760] Speed: 120.766203 samples/sec accuracy=58.710616 loss=1.690063 lr=0.009526 Epoch[013] Batch [3699]/[3760] Speed: 122.180747 samples/sec accuracy=58.709459 loss=1.690271 lr=0.009525 Epoch[013] Batch [3749]/[3760] Speed: 135.767274 samples/sec accuracy=58.710833 loss=1.690497 lr=0.009524 Batch [0049]/[0303]: acc-top1=56.531250 acc-top5=80.968750 Batch [0099]/[0303]: acc-top1=56.750000 acc-top5=81.328125 Batch [0149]/[0303]: acc-top1=56.864583 acc-top5=81.104167 Batch [0199]/[0303]: acc-top1=56.320312 acc-top5=80.531250 Batch [0249]/[0303]: acc-top1=56.550000 acc-top5=80.462500 Batch [0299]/[0303]: acc-top1=56.546875 acc-top5=80.562500 [Epoch 013] training: accuracy=58.712600 loss=1.690517 [Epoch 013] speed: 121 samples/sec time cost: 2176.547212 [Epoch 013] validation: acc-top1=56.512995 acc-top5=80.569307 loss=2.101980 Epoch[014] Batch [0049]/[3759] Speed: 92.525751 samples/sec accuracy=61.000000 loss=1.610645 lr=0.009523 Epoch[014] Batch [0099]/[3759] Speed: 116.467990 samples/sec accuracy=59.671875 loss=1.655371 lr=0.009522 Epoch[014] Batch [0149]/[3759] Speed: 123.467732 samples/sec accuracy=59.635417 loss=1.650070 lr=0.009521 Epoch[014] Batch [0199]/[3759] Speed: 122.830891 samples/sec accuracy=59.687500 loss=1.652801 lr=0.009520 Epoch[014] Batch [0249]/[3759] Speed: 121.382258 samples/sec accuracy=60.093750 loss=1.636763 lr=0.009520 Epoch[014] Batch [0299]/[3759] Speed: 122.401620 samples/sec accuracy=60.098958 loss=1.634737 lr=0.009519 Epoch[014] Batch [0349]/[3759] Speed: 119.293869 samples/sec accuracy=60.178571 loss=1.627006 lr=0.009518 Epoch[014] Batch [0399]/[3759] Speed: 121.625281 samples/sec accuracy=59.984375 loss=1.637668 lr=0.009517 Epoch[014] Batch [0449]/[3759] Speed: 121.614522 samples/sec accuracy=59.906250 loss=1.640881 lr=0.009516 Epoch[014] Batch [0499]/[3759] Speed: 118.692072 samples/sec accuracy=59.931250 loss=1.636797 lr=0.009515 Epoch[014] Batch [0549]/[3759] Speed: 121.601666 samples/sec accuracy=59.886364 loss=1.636104 lr=0.009514 Epoch[014] Batch [0599]/[3759] Speed: 128.736753 samples/sec accuracy=59.937500 loss=1.638203 lr=0.009513 Epoch[014] Batch [0649]/[3759] Speed: 112.750318 samples/sec accuracy=59.887019 loss=1.640132 lr=0.009512 Epoch[014] Batch [0699]/[3759] Speed: 133.428061 samples/sec accuracy=59.944196 loss=1.636412 lr=0.009511 Epoch[014] Batch [0749]/[3759] Speed: 110.639420 samples/sec accuracy=59.964583 loss=1.634285 lr=0.009511 Epoch[014] Batch [0799]/[3759] Speed: 134.569010 samples/sec accuracy=59.964844 loss=1.634182 lr=0.009510 Epoch[014] Batch [0849]/[3759] Speed: 114.564639 samples/sec accuracy=59.981618 loss=1.634455 lr=0.009509 Epoch[014] Batch [0899]/[3759] Speed: 128.430483 samples/sec accuracy=60.006944 loss=1.634240 lr=0.009508 Epoch[014] Batch [0949]/[3759] Speed: 113.998352 samples/sec accuracy=59.939145 loss=1.637778 lr=0.009507 Epoch[014] Batch [0999]/[3759] Speed: 126.266354 samples/sec accuracy=59.885937 loss=1.641802 lr=0.009506 Epoch[014] Batch [1049]/[3759] Speed: 124.305841 samples/sec accuracy=59.812500 loss=1.645037 lr=0.009505 Epoch[014] Batch [1099]/[3759] Speed: 124.084695 samples/sec accuracy=59.764205 loss=1.647349 lr=0.009504 Epoch[014] Batch [1149]/[3759] Speed: 116.934311 samples/sec accuracy=59.760870 loss=1.646957 lr=0.009503 Epoch[014] Batch [1199]/[3759] Speed: 121.063423 samples/sec accuracy=59.770833 loss=1.645691 lr=0.009502 Epoch[014] Batch [1249]/[3759] Speed: 124.952130 samples/sec accuracy=59.786250 loss=1.643297 lr=0.009501 Epoch[014] Batch [1299]/[3759] Speed: 118.506763 samples/sec accuracy=59.764423 loss=1.642947 lr=0.009501 Epoch[014] Batch [1349]/[3759] Speed: 122.842567 samples/sec accuracy=59.748843 loss=1.643406 lr=0.009500 Epoch[014] Batch [1399]/[3759] Speed: 122.449874 samples/sec accuracy=59.679688 loss=1.646089 lr=0.009499 Epoch[014] Batch [1449]/[3759] Speed: 120.774302 samples/sec accuracy=59.707974 loss=1.645512 lr=0.009498 Epoch[014] Batch [1499]/[3759] Speed: 126.459836 samples/sec accuracy=59.718750 loss=1.644406 lr=0.009497 Epoch[014] Batch [1549]/[3759] Speed: 119.496331 samples/sec accuracy=59.706653 loss=1.645378 lr=0.009496 Epoch[014] Batch [1599]/[3759] Speed: 121.987373 samples/sec accuracy=59.688477 loss=1.646229 lr=0.009495 Epoch[014] Batch [1649]/[3759] Speed: 119.159008 samples/sec accuracy=59.660985 loss=1.647022 lr=0.009494 Epoch[014] Batch [1699]/[3759] Speed: 124.252003 samples/sec accuracy=59.696691 loss=1.645035 lr=0.009493 Epoch[014] Batch [1749]/[3759] Speed: 120.860284 samples/sec accuracy=59.684821 loss=1.646299 lr=0.009492 Epoch[014] Batch [1799]/[3759] Speed: 124.120592 samples/sec accuracy=59.648437 loss=1.646886 lr=0.009491 Epoch[014] Batch [1849]/[3759] Speed: 118.440846 samples/sec accuracy=59.634291 loss=1.647181 lr=0.009491 Epoch[014] Batch [1899]/[3759] Speed: 126.634151 samples/sec accuracy=59.638980 loss=1.646895 lr=0.009490 Epoch[014] Batch [1949]/[3759] Speed: 126.631271 samples/sec accuracy=59.646635 loss=1.646851 lr=0.009489 Epoch[014] Batch [1999]/[3759] Speed: 114.791008 samples/sec accuracy=59.625000 loss=1.647619 lr=0.009488 Epoch[014] Batch [2049]/[3759] Speed: 129.878825 samples/sec accuracy=59.612043 loss=1.648597 lr=0.009487 Epoch[014] Batch [2099]/[3759] Speed: 113.793663 samples/sec accuracy=59.555060 loss=1.650354 lr=0.009486 Epoch[014] Batch [2149]/[3759] Speed: 123.110866 samples/sec accuracy=59.561047 loss=1.650169 lr=0.009485 Epoch[014] Batch [2199]/[3759] Speed: 123.497843 samples/sec accuracy=59.559659 loss=1.650645 lr=0.009484 Epoch[014] Batch [2249]/[3759] Speed: 126.888177 samples/sec accuracy=59.539583 loss=1.651395 lr=0.009483 Epoch[014] Batch [2299]/[3759] Speed: 119.455318 samples/sec accuracy=59.522418 loss=1.651633 lr=0.009482 Epoch[014] Batch [2349]/[3759] Speed: 124.331194 samples/sec accuracy=59.492021 loss=1.651818 lr=0.009481 Epoch[014] Batch [2399]/[3759] Speed: 117.260418 samples/sec accuracy=59.524740 loss=1.650864 lr=0.009480 Epoch[014] Batch [2449]/[3759] Speed: 124.973956 samples/sec accuracy=59.522321 loss=1.651556 lr=0.009479 Epoch[014] Batch [2499]/[3759] Speed: 114.864530 samples/sec accuracy=59.550000 loss=1.650355 lr=0.009479 Epoch[014] Batch [2549]/[3759] Speed: 131.554588 samples/sec accuracy=59.524510 loss=1.651461 lr=0.009478 Epoch[014] Batch [2599]/[3759] Speed: 114.048413 samples/sec accuracy=59.524639 loss=1.652363 lr=0.009477 Epoch[014] Batch [2649]/[3759] Speed: 122.614670 samples/sec accuracy=59.501179 loss=1.653057 lr=0.009476 Epoch[014] Batch [2699]/[3759] Speed: 122.239063 samples/sec accuracy=59.503472 loss=1.653381 lr=0.009475 Epoch[014] Batch [2749]/[3759] Speed: 119.739895 samples/sec accuracy=59.488068 loss=1.653736 lr=0.009474 Epoch[014] Batch [2799]/[3759] Speed: 123.255462 samples/sec accuracy=59.449219 loss=1.655507 lr=0.009473 Epoch[014] Batch [2849]/[3759] Speed: 126.106512 samples/sec accuracy=59.425439 loss=1.656413 lr=0.009472 Epoch[014] Batch [2899]/[3759] Speed: 121.021140 samples/sec accuracy=59.445043 loss=1.656118 lr=0.009471 Epoch[014] Batch [2949]/[3759] Speed: 118.595004 samples/sec accuracy=59.436970 loss=1.656447 lr=0.009470 Epoch[014] Batch [2999]/[3759] Speed: 127.487873 samples/sec accuracy=59.445312 loss=1.655991 lr=0.009469 Epoch[014] Batch [3049]/[3759] Speed: 111.626036 samples/sec accuracy=59.426742 loss=1.656688 lr=0.009468 Epoch[014] Batch [3099]/[3759] Speed: 133.919338 samples/sec accuracy=59.433972 loss=1.656745 lr=0.009467 Epoch[014] Batch [3149]/[3759] Speed: 121.771914 samples/sec accuracy=59.446429 loss=1.656572 lr=0.009466 Epoch[014] Batch [3199]/[3759] Speed: 121.923233 samples/sec accuracy=59.433594 loss=1.657689 lr=0.009465 Epoch[014] Batch [3249]/[3759] Speed: 120.573283 samples/sec accuracy=59.415385 loss=1.658016 lr=0.009464 Epoch[014] Batch [3299]/[3759] Speed: 116.732220 samples/sec accuracy=59.392992 loss=1.659261 lr=0.009464 Epoch[014] Batch [3349]/[3759] Speed: 125.657770 samples/sec accuracy=59.414179 loss=1.658766 lr=0.009463 Epoch[014] Batch [3399]/[3759] Speed: 120.920944 samples/sec accuracy=59.396140 loss=1.658765 lr=0.009462 Epoch[014] Batch [3449]/[3759] Speed: 122.690627 samples/sec accuracy=59.384058 loss=1.658742 lr=0.009461 Epoch[014] Batch [3499]/[3759] Speed: 118.855246 samples/sec accuracy=59.385714 loss=1.658839 lr=0.009460 Epoch[014] Batch [3549]/[3759] Speed: 124.479567 samples/sec accuracy=59.382482 loss=1.659391 lr=0.009459 Epoch[014] Batch [3599]/[3759] Speed: 127.991126 samples/sec accuracy=59.362413 loss=1.660111 lr=0.009458 Epoch[014] Batch [3649]/[3759] Speed: 119.026735 samples/sec accuracy=59.348887 loss=1.661101 lr=0.009457 Epoch[014] Batch [3699]/[3759] Speed: 119.181761 samples/sec accuracy=59.333615 loss=1.661575 lr=0.009456 Epoch[014] Batch [3749]/[3759] Speed: 142.041694 samples/sec accuracy=59.325000 loss=1.662093 lr=0.009455 Batch [0049]/[0303]: acc-top1=56.500000 acc-top5=80.468750 Batch [0099]/[0303]: acc-top1=57.218750 acc-top5=80.750000 Batch [0149]/[0303]: acc-top1=57.270833 acc-top5=80.635417 Batch [0199]/[0303]: acc-top1=56.773438 acc-top5=80.242188 Batch [0249]/[0303]: acc-top1=56.550000 acc-top5=80.275000 Batch [0299]/[0303]: acc-top1=56.510417 acc-top5=80.203125 [Epoch 014] training: accuracy=59.327614 loss=1.662334 [Epoch 014] speed: 121 samples/sec time cost: 2171.481486 [Epoch 014] validation: acc-top1=56.518152 acc-top5=80.198020 loss=2.110599 Epoch[015] Batch [0049]/[3760] Speed: 89.557594 samples/sec accuracy=62.281250 loss=1.537558 lr=0.009454 Epoch[015] Batch [0099]/[3760] Speed: 115.632546 samples/sec accuracy=61.250000 loss=1.583247 lr=0.009453 Epoch[015] Batch [0149]/[3760] Speed: 124.801761 samples/sec accuracy=60.468750 loss=1.600915 lr=0.009452 Epoch[015] Batch [0199]/[3760] Speed: 118.297168 samples/sec accuracy=60.234375 loss=1.609765 lr=0.009451 Epoch[015] Batch [0249]/[3760] Speed: 134.246610 samples/sec accuracy=60.550000 loss=1.595039 lr=0.009450 Epoch[015] Batch [0299]/[3760] Speed: 112.208493 samples/sec accuracy=60.739583 loss=1.586584 lr=0.009449 Epoch[015] Batch [0349]/[3760] Speed: 128.004827 samples/sec accuracy=60.580357 loss=1.598145 lr=0.009448 Epoch[015] Batch [0399]/[3760] Speed: 114.338150 samples/sec accuracy=60.613281 loss=1.593628 lr=0.009447 Epoch[015] Batch [0449]/[3760] Speed: 126.731487 samples/sec accuracy=60.520833 loss=1.599108 lr=0.009446 Epoch[015] Batch [0499]/[3760] Speed: 115.003090 samples/sec accuracy=60.465625 loss=1.601547 lr=0.009445 Epoch[015] Batch [0549]/[3760] Speed: 133.534479 samples/sec accuracy=60.633523 loss=1.596807 lr=0.009444 Epoch[015] Batch [0599]/[3760] Speed: 116.556280 samples/sec accuracy=60.661458 loss=1.595957 lr=0.009443 Epoch[015] Batch [0649]/[3760] Speed: 125.587478 samples/sec accuracy=60.629808 loss=1.596172 lr=0.009442 Epoch[015] Batch [0699]/[3760] Speed: 124.230739 samples/sec accuracy=60.531250 loss=1.599069 lr=0.009442 Epoch[015] Batch [0749]/[3760] Speed: 122.758416 samples/sec accuracy=60.606250 loss=1.597699 lr=0.009441 Epoch[015] Batch [0799]/[3760] Speed: 121.558301 samples/sec accuracy=60.556641 loss=1.603457 lr=0.009440 Epoch[015] Batch [0849]/[3760] Speed: 121.688430 samples/sec accuracy=60.593750 loss=1.601866 lr=0.009439 Epoch[015] Batch [0899]/[3760] Speed: 124.866732 samples/sec accuracy=60.576389 loss=1.603631 lr=0.009438 Epoch[015] Batch [0949]/[3760] Speed: 115.278257 samples/sec accuracy=60.564145 loss=1.603632 lr=0.009437 Epoch[015] Batch [0999]/[3760] Speed: 131.664494 samples/sec accuracy=60.529687 loss=1.605413 lr=0.009436 Epoch[015] Batch [1049]/[3760] Speed: 110.514154 samples/sec accuracy=60.380952 loss=1.611599 lr=0.009435 Epoch[015] Batch [1099]/[3760] Speed: 134.089629 samples/sec accuracy=60.397727 loss=1.611496 lr=0.009434 Epoch[015] Batch [1149]/[3760] Speed: 108.079101 samples/sec accuracy=60.384511 loss=1.611185 lr=0.009433 Epoch[015] Batch [1199]/[3760] Speed: 140.867764 samples/sec accuracy=60.389323 loss=1.610629 lr=0.009432 Epoch[015] Batch [1249]/[3760] Speed: 110.485796 samples/sec accuracy=60.347500 loss=1.612183 lr=0.009431 Epoch[015] Batch [1299]/[3760] Speed: 133.557311 samples/sec accuracy=60.281250 loss=1.614968 lr=0.009430 Epoch[015] Batch [1349]/[3760] Speed: 112.353265 samples/sec accuracy=60.269676 loss=1.615512 lr=0.009429 Epoch[015] Batch [1399]/[3760] Speed: 135.618006 samples/sec accuracy=60.206473 loss=1.617143 lr=0.009428 Epoch[015] Batch [1449]/[3760] Speed: 112.460802 samples/sec accuracy=60.174569 loss=1.618118 lr=0.009427 Epoch[015] Batch [1499]/[3760] Speed: 128.791290 samples/sec accuracy=60.123958 loss=1.620152 lr=0.009426 Epoch[015] Batch [1549]/[3760] Speed: 118.576466 samples/sec accuracy=60.114919 loss=1.619693 lr=0.009425 Epoch[015] Batch [1599]/[3760] Speed: 124.382689 samples/sec accuracy=60.096680 loss=1.621056 lr=0.009424 Epoch[015] Batch [1649]/[3760] Speed: 114.844182 samples/sec accuracy=60.104167 loss=1.620318 lr=0.009423 Epoch[015] Batch [1699]/[3760] Speed: 130.118889 samples/sec accuracy=60.116728 loss=1.620112 lr=0.009422 Epoch[015] Batch [1749]/[3760] Speed: 121.453921 samples/sec accuracy=60.107143 loss=1.622303 lr=0.009421 Epoch[015] Batch [1799]/[3760] Speed: 122.952377 samples/sec accuracy=60.070312 loss=1.623605 lr=0.009420 Epoch[015] Batch [1849]/[3760] Speed: 122.684625 samples/sec accuracy=60.053209 loss=1.625386 lr=0.009419 Epoch[015] Batch [1899]/[3760] Speed: 121.018940 samples/sec accuracy=60.069901 loss=1.624378 lr=0.009418 Epoch[015] Batch [1949]/[3760] Speed: 117.391769 samples/sec accuracy=60.040064 loss=1.625056 lr=0.009417 Epoch[015] Batch [1999]/[3760] Speed: 119.933439 samples/sec accuracy=60.032812 loss=1.625819 lr=0.009416 Epoch[015] Batch [2049]/[3760] Speed: 128.891811 samples/sec accuracy=60.034299 loss=1.626746 lr=0.009415 Epoch[015] Batch [2099]/[3760] Speed: 115.062646 samples/sec accuracy=60.017113 loss=1.627535 lr=0.009414 Epoch[015] Batch [2149]/[3760] Speed: 125.803304 samples/sec accuracy=60.031977 loss=1.627961 lr=0.009413 Epoch[015] Batch [2199]/[3760] Speed: 117.555268 samples/sec accuracy=60.008523 loss=1.629543 lr=0.009412 Epoch[015] Batch [2249]/[3760] Speed: 133.468998 samples/sec accuracy=60.001389 loss=1.630332 lr=0.009411 Epoch[015] Batch [2299]/[3760] Speed: 114.549286 samples/sec accuracy=59.990489 loss=1.630892 lr=0.009410 Epoch[015] Batch [2349]/[3760] Speed: 122.947913 samples/sec accuracy=60.010638 loss=1.630528 lr=0.009409 Epoch[015] Batch [2399]/[3760] Speed: 121.096295 samples/sec accuracy=60.005859 loss=1.631331 lr=0.009408 Epoch[015] Batch [2449]/[3760] Speed: 119.954008 samples/sec accuracy=59.970663 loss=1.633335 lr=0.009407 Epoch[015] Batch [2499]/[3760] Speed: 122.681101 samples/sec accuracy=59.945000 loss=1.634133 lr=0.009406 Epoch[015] Batch [2549]/[3760] Speed: 114.726275 samples/sec accuracy=59.911765 loss=1.635349 lr=0.009405 Epoch[015] Batch [2599]/[3760] Speed: 130.370657 samples/sec accuracy=59.904447 loss=1.635079 lr=0.009404 Epoch[015] Batch [2649]/[3760] Speed: 120.348848 samples/sec accuracy=59.903302 loss=1.635191 lr=0.009403 Epoch[015] Batch [2699]/[3760] Speed: 120.727318 samples/sec accuracy=59.902778 loss=1.635382 lr=0.009402 Epoch[015] Batch [2749]/[3760] Speed: 121.738540 samples/sec accuracy=59.887500 loss=1.636449 lr=0.009402 Epoch[015] Batch [2799]/[3760] Speed: 121.976206 samples/sec accuracy=59.886161 loss=1.636315 lr=0.009401 Epoch[015] Batch [2849]/[3760] Speed: 119.271291 samples/sec accuracy=59.898026 loss=1.636289 lr=0.009400 Epoch[015] Batch [2899]/[3760] Speed: 123.838805 samples/sec accuracy=59.872845 loss=1.637414 lr=0.009399 Epoch[015] Batch [2949]/[3760] Speed: 121.948562 samples/sec accuracy=59.881356 loss=1.636998 lr=0.009398 Epoch[015] Batch [2999]/[3760] Speed: 127.091799 samples/sec accuracy=59.864583 loss=1.637535 lr=0.009397 Epoch[015] Batch [3049]/[3760] Speed: 115.544391 samples/sec accuracy=59.828893 loss=1.637854 lr=0.009396 Epoch[015] Batch [3099]/[3760] Speed: 125.698375 samples/sec accuracy=59.820060 loss=1.638210 lr=0.009395 Epoch[015] Batch [3149]/[3760] Speed: 123.175405 samples/sec accuracy=59.825893 loss=1.638270 lr=0.009394 Epoch[015] Batch [3199]/[3760] Speed: 120.273403 samples/sec accuracy=59.808105 loss=1.638500 lr=0.009393 Epoch[015] Batch [3249]/[3760] Speed: 119.914268 samples/sec accuracy=59.809135 loss=1.638688 lr=0.009392 Epoch[015] Batch [3299]/[3760] Speed: 125.173933 samples/sec accuracy=59.798769 loss=1.639285 lr=0.009391 Epoch[015] Batch [3349]/[3760] Speed: 118.726975 samples/sec accuracy=59.809701 loss=1.638928 lr=0.009390 Epoch[015] Batch [3399]/[3760] Speed: 126.973956 samples/sec accuracy=59.799173 loss=1.639297 lr=0.009389 Epoch[015] Batch [3449]/[3760] Speed: 118.161227 samples/sec accuracy=59.794837 loss=1.639604 lr=0.009388 Epoch[015] Batch [3499]/[3760] Speed: 121.331123 samples/sec accuracy=59.779464 loss=1.640374 lr=0.009387 Epoch[015] Batch [3549]/[3760] Speed: 121.567037 samples/sec accuracy=59.786092 loss=1.640375 lr=0.009386 Epoch[015] Batch [3599]/[3760] Speed: 127.529422 samples/sec accuracy=59.791667 loss=1.640445 lr=0.009385 Epoch[015] Batch [3649]/[3760] Speed: 113.978392 samples/sec accuracy=59.794521 loss=1.640719 lr=0.009384 Epoch[015] Batch [3699]/[3760] Speed: 138.936784 samples/sec accuracy=59.784628 loss=1.640894 lr=0.009383 Epoch[015] Batch [3749]/[3760] Speed: 127.635090 samples/sec accuracy=59.769583 loss=1.641587 lr=0.009382 Batch [0049]/[0303]: acc-top1=55.687500 acc-top5=79.875000 Batch [0099]/[0303]: acc-top1=56.468750 acc-top5=80.531250 Batch [0149]/[0303]: acc-top1=56.520833 acc-top5=80.593750 Batch [0199]/[0303]: acc-top1=56.421875 acc-top5=80.179688 Batch [0249]/[0303]: acc-top1=56.481250 acc-top5=80.137500 Batch [0299]/[0303]: acc-top1=56.604167 acc-top5=80.182292 [Epoch 015] training: accuracy=59.765625 loss=1.641623 [Epoch 015] speed: 121 samples/sec time cost: 2171.676730 [Epoch 015] validation: acc-top1=56.657384 acc-top5=80.223804 loss=2.113693 Epoch[016] Batch [0049]/[3760] Speed: 88.910643 samples/sec accuracy=60.906250 loss=1.580119 lr=0.009380 Epoch[016] Batch [0099]/[3760] Speed: 117.158951 samples/sec accuracy=61.140625 loss=1.562629 lr=0.009379 Epoch[016] Batch [0149]/[3760] Speed: 129.404611 samples/sec accuracy=60.947917 loss=1.583793 lr=0.009378 Epoch[016] Batch [0199]/[3760] Speed: 116.598573 samples/sec accuracy=60.726562 loss=1.589845 lr=0.009377 Epoch[016] Batch [0249]/[3760] Speed: 131.049302 samples/sec accuracy=60.762500 loss=1.595134 lr=0.009376 Epoch[016] Batch [0299]/[3760] Speed: 111.886415 samples/sec accuracy=60.770833 loss=1.598851 lr=0.009375 Epoch[016] Batch [0349]/[3760] Speed: 131.399768 samples/sec accuracy=60.803571 loss=1.597396 lr=0.009374 Epoch[016] Batch [0399]/[3760] Speed: 119.449056 samples/sec accuracy=60.933594 loss=1.593536 lr=0.009373 Epoch[016] Batch [0449]/[3760] Speed: 126.301867 samples/sec accuracy=60.934028 loss=1.587284 lr=0.009372 Epoch[016] Batch [0499]/[3760] Speed: 117.507441 samples/sec accuracy=60.984375 loss=1.581450 lr=0.009371 Epoch[016] Batch [0549]/[3760] Speed: 120.286116 samples/sec accuracy=60.948864 loss=1.582449 lr=0.009370 Epoch[016] Batch [0599]/[3760] Speed: 125.984269 samples/sec accuracy=60.861979 loss=1.584115 lr=0.009369 Epoch[016] Batch [0649]/[3760] Speed: 117.293336 samples/sec accuracy=60.882212 loss=1.584110 lr=0.009368 Epoch[016] Batch [0699]/[3760] Speed: 119.421515 samples/sec accuracy=60.879464 loss=1.586362 lr=0.009367 Epoch[016] Batch [0749]/[3760] Speed: 129.518188 samples/sec accuracy=60.891667 loss=1.586661 lr=0.009366 Epoch[016] Batch [0799]/[3760] Speed: 113.125829 samples/sec accuracy=60.751953 loss=1.589742 lr=0.009365 Epoch[016] Batch [0849]/[3760] Speed: 127.652847 samples/sec accuracy=60.687500 loss=1.590780 lr=0.009364 Epoch[016] Batch [0899]/[3760] Speed: 117.603147 samples/sec accuracy=60.729167 loss=1.590435 lr=0.009363 Epoch[016] Batch [0949]/[3760] Speed: 125.463500 samples/sec accuracy=60.680921 loss=1.591126 lr=0.009362 Epoch[016] Batch [0999]/[3760] Speed: 117.322004 samples/sec accuracy=60.690625 loss=1.590368 lr=0.009361 Epoch[016] Batch [1049]/[3760] Speed: 134.390930 samples/sec accuracy=60.683036 loss=1.590625 lr=0.009360 Epoch[016] Batch [1099]/[3760] Speed: 111.784835 samples/sec accuracy=60.568182 loss=1.596302 lr=0.009359 Epoch[016] Batch [1149]/[3760] Speed: 134.152225 samples/sec accuracy=60.604620 loss=1.596395 lr=0.009358 Epoch[016] Batch [1199]/[3760] Speed: 112.283001 samples/sec accuracy=60.609375 loss=1.596277 lr=0.009357 Epoch[016] Batch [1249]/[3760] Speed: 130.318468 samples/sec accuracy=60.561250 loss=1.598546 lr=0.009356 Epoch[016] Batch [1299]/[3760] Speed: 112.917706 samples/sec accuracy=60.600962 loss=1.597115 lr=0.009355 Epoch[016] Batch [1349]/[3760] Speed: 127.597034 samples/sec accuracy=60.604167 loss=1.596728 lr=0.009354 Epoch[016] Batch [1399]/[3760] Speed: 117.724738 samples/sec accuracy=60.621652 loss=1.595630 lr=0.009353 Epoch[016] Batch [1449]/[3760] Speed: 123.894755 samples/sec accuracy=60.623922 loss=1.597220 lr=0.009352 Epoch[016] Batch [1499]/[3760] Speed: 125.501636 samples/sec accuracy=60.618750 loss=1.597812 lr=0.009351 Epoch[016] Batch [1549]/[3760] Speed: 116.793170 samples/sec accuracy=60.617944 loss=1.598907 lr=0.009350 Epoch[016] Batch [1599]/[3760] Speed: 128.888258 samples/sec accuracy=60.601562 loss=1.598731 lr=0.009349 Epoch[016] Batch [1649]/[3760] Speed: 115.579569 samples/sec accuracy=60.607008 loss=1.598763 lr=0.009348 Epoch[016] Batch [1699]/[3760] Speed: 134.147606 samples/sec accuracy=60.631434 loss=1.598713 lr=0.009347 Epoch[016] Batch [1749]/[3760] Speed: 115.512892 samples/sec accuracy=60.633929 loss=1.599322 lr=0.009346 Epoch[016] Batch [1799]/[3760] Speed: 132.646133 samples/sec accuracy=60.599826 loss=1.599716 lr=0.009345 Epoch[016] Batch [1849]/[3760] Speed: 112.496449 samples/sec accuracy=60.567568 loss=1.602400 lr=0.009344 Epoch[016] Batch [1899]/[3760] Speed: 135.136482 samples/sec accuracy=60.597039 loss=1.601226 lr=0.009343 Epoch[016] Batch [1949]/[3760] Speed: 113.362139 samples/sec accuracy=60.580128 loss=1.601872 lr=0.009341 Epoch[016] Batch [1999]/[3760] Speed: 133.165538 samples/sec accuracy=60.566406 loss=1.603299 lr=0.009340 Epoch[016] Batch [2049]/[3760] Speed: 114.471900 samples/sec accuracy=60.569360 loss=1.603651 lr=0.009339 Epoch[016] Batch [2099]/[3760] Speed: 128.547145 samples/sec accuracy=60.602679 loss=1.603221 lr=0.009338 Epoch[016] Batch [2149]/[3760] Speed: 115.572604 samples/sec accuracy=60.569767 loss=1.603810 lr=0.009337 Epoch[016] Batch [2199]/[3760] Speed: 127.007288 samples/sec accuracy=60.582386 loss=1.603953 lr=0.009336 Epoch[016] Batch [2249]/[3760] Speed: 120.877907 samples/sec accuracy=60.564583 loss=1.604001 lr=0.009335 Epoch[016] Batch [2299]/[3760] Speed: 127.376082 samples/sec accuracy=60.551630 loss=1.603842 lr=0.009334 Epoch[016] Batch [2349]/[3760] Speed: 122.927259 samples/sec accuracy=60.501330 loss=1.605037 lr=0.009333 Epoch[016] Batch [2399]/[3760] Speed: 117.274991 samples/sec accuracy=60.500000 loss=1.604894 lr=0.009332 Epoch[016] Batch [2449]/[3760] Speed: 128.908013 samples/sec accuracy=60.505102 loss=1.605535 lr=0.009331 Epoch[016] Batch [2499]/[3760] Speed: 118.468290 samples/sec accuracy=60.481250 loss=1.606627 lr=0.009330 Epoch[016] Batch [2549]/[3760] Speed: 127.154959 samples/sec accuracy=60.460784 loss=1.607421 lr=0.009329 Epoch[016] Batch [2599]/[3760] Speed: 118.780014 samples/sec accuracy=60.451923 loss=1.608704 lr=0.009328 Epoch[016] Batch [2649]/[3760] Speed: 120.587802 samples/sec accuracy=60.433962 loss=1.609289 lr=0.009327 Epoch[016] Batch [2699]/[3760] Speed: 126.568761 samples/sec accuracy=60.417824 loss=1.610102 lr=0.009326 Epoch[016] Batch [2749]/[3760] Speed: 116.569419 samples/sec accuracy=60.404545 loss=1.611771 lr=0.009325 Epoch[016] Batch [2799]/[3760] Speed: 137.537437 samples/sec accuracy=60.406250 loss=1.611046 lr=0.009324 Epoch[016] Batch [2849]/[3760] Speed: 110.604827 samples/sec accuracy=60.416118 loss=1.610761 lr=0.009323 Epoch[016] Batch [2899]/[3760] Speed: 124.243237 samples/sec accuracy=60.442349 loss=1.610113 lr=0.009322 Epoch[016] Batch [2949]/[3760] Speed: 114.353832 samples/sec accuracy=60.439089 loss=1.610058 lr=0.009321 Epoch[016] Batch [2999]/[3760] Speed: 140.903398 samples/sec accuracy=60.425521 loss=1.610560 lr=0.009320 Epoch[016] Batch [3049]/[3760] Speed: 112.265621 samples/sec accuracy=60.406250 loss=1.611459 lr=0.009319 Epoch[016] Batch [3099]/[3760] Speed: 112.886429 samples/sec accuracy=60.403730 loss=1.612273 lr=0.009317 Epoch[016] Batch [3149]/[3760] Speed: 138.606553 samples/sec accuracy=60.393353 loss=1.612779 lr=0.009316 Epoch[016] Batch [3199]/[3760] Speed: 116.607169 samples/sec accuracy=60.378418 loss=1.613607 lr=0.009315 Epoch[016] Batch [3249]/[3760] Speed: 123.391310 samples/sec accuracy=60.372115 loss=1.614418 lr=0.009314 Epoch[016] Batch [3299]/[3760] Speed: 119.699452 samples/sec accuracy=60.391098 loss=1.614316 lr=0.009313 Epoch[016] Batch [3349]/[3760] Speed: 119.290493 samples/sec accuracy=60.392724 loss=1.614234 lr=0.009312 Epoch[016] Batch [3399]/[3760] Speed: 126.321498 samples/sec accuracy=60.382813 loss=1.614532 lr=0.009311 Epoch[016] Batch [3449]/[3760] Speed: 119.608666 samples/sec accuracy=60.357337 loss=1.615101 lr=0.009310 Epoch[016] Batch [3499]/[3760] Speed: 124.488369 samples/sec accuracy=60.327232 loss=1.616050 lr=0.009309 Epoch[016] Batch [3549]/[3760] Speed: 118.491569 samples/sec accuracy=60.327025 loss=1.616375 lr=0.009308 Epoch[016] Batch [3599]/[3760] Speed: 123.618085 samples/sec accuracy=60.326389 loss=1.617049 lr=0.009307 Epoch[016] Batch [3649]/[3760] Speed: 123.014407 samples/sec accuracy=60.303510 loss=1.617374 lr=0.009306 Epoch[016] Batch [3699]/[3760] Speed: 120.619847 samples/sec accuracy=60.278716 loss=1.618008 lr=0.009305 Epoch[016] Batch [3749]/[3760] Speed: 138.840176 samples/sec accuracy=60.279583 loss=1.617956 lr=0.009304 Batch [0049]/[0303]: acc-top1=56.187500 acc-top5=80.593750 Batch [0099]/[0303]: acc-top1=56.968750 acc-top5=81.375000 Batch [0149]/[0303]: acc-top1=57.187500 acc-top5=81.604167 Batch [0199]/[0303]: acc-top1=56.648438 acc-top5=81.234375 Batch [0249]/[0303]: acc-top1=56.625000 acc-top5=81.106250 Batch [0299]/[0303]: acc-top1=57.005208 acc-top5=81.046875 [Epoch 016] training: accuracy=60.281333 loss=1.617994 [Epoch 016] speed: 121 samples/sec time cost: 2169.206775 [Epoch 016] validation: acc-top1=57.002888 acc-top5=81.095297 loss=2.053251 Epoch[017] Batch [0049]/[3759] Speed: 89.760713 samples/sec accuracy=62.562500 loss=1.470883 lr=0.009302 Epoch[017] Batch [0099]/[3759] Speed: 120.147175 samples/sec accuracy=61.375000 loss=1.533740 lr=0.009301 Epoch[017] Batch [0149]/[3759] Speed: 119.331486 samples/sec accuracy=61.260417 loss=1.536328 lr=0.009300 Epoch[017] Batch [0199]/[3759] Speed: 123.882643 samples/sec accuracy=61.601562 loss=1.533526 lr=0.009299 Epoch[017] Batch [0249]/[3759] Speed: 121.938435 samples/sec accuracy=61.425000 loss=1.541820 lr=0.009298 Epoch[017] Batch [0299]/[3759] Speed: 122.445347 samples/sec accuracy=61.291667 loss=1.548575 lr=0.009297 Epoch[017] Batch [0349]/[3759] Speed: 119.612740 samples/sec accuracy=61.191964 loss=1.552779 lr=0.009296 Epoch[017] Batch [0399]/[3759] Speed: 126.082755 samples/sec accuracy=61.226562 loss=1.559001 lr=0.009295 Epoch[017] Batch [0449]/[3759] Speed: 120.700351 samples/sec accuracy=61.336806 loss=1.558307 lr=0.009294 Epoch[017] Batch [0499]/[3759] Speed: 118.156550 samples/sec accuracy=61.306250 loss=1.554844 lr=0.009293 Epoch[017] Batch [0549]/[3759] Speed: 124.177997 samples/sec accuracy=61.295455 loss=1.553678 lr=0.009292 Epoch[017] Batch [0599]/[3759] Speed: 119.978189 samples/sec accuracy=61.250000 loss=1.556216 lr=0.009291 Epoch[017] Batch [0649]/[3759] Speed: 120.570831 samples/sec accuracy=61.180288 loss=1.558165 lr=0.009290 Epoch[017] Batch [0699]/[3759] Speed: 124.930540 samples/sec accuracy=61.160714 loss=1.559185 lr=0.009289 Epoch[017] Batch [0749]/[3759] Speed: 116.093822 samples/sec accuracy=61.237500 loss=1.557396 lr=0.009287 Epoch[017] Batch [0799]/[3759] Speed: 129.027490 samples/sec accuracy=61.279297 loss=1.557181 lr=0.009286 Epoch[017] Batch [0849]/[3759] Speed: 117.375058 samples/sec accuracy=61.277574 loss=1.557757 lr=0.009285 Epoch[017] Batch [0899]/[3759] Speed: 123.935649 samples/sec accuracy=61.243056 loss=1.560321 lr=0.009284 Epoch[017] Batch [0949]/[3759] Speed: 118.297491 samples/sec accuracy=61.220395 loss=1.563593 lr=0.009283 Epoch[017] Batch [0999]/[3759] Speed: 127.120801 samples/sec accuracy=61.287500 loss=1.561419 lr=0.009282 Epoch[017] Batch [1049]/[3759] Speed: 116.091639 samples/sec accuracy=61.297619 loss=1.562693 lr=0.009281 Epoch[017] Batch [1099]/[3759] Speed: 129.190523 samples/sec accuracy=61.313920 loss=1.561715 lr=0.009280 Epoch[017] Batch [1149]/[3759] Speed: 115.462214 samples/sec accuracy=61.251359 loss=1.563909 lr=0.009279 Epoch[017] Batch [1199]/[3759] Speed: 133.065573 samples/sec accuracy=61.200521 loss=1.566984 lr=0.009278 Epoch[017] Batch [1249]/[3759] Speed: 110.404786 samples/sec accuracy=61.098750 loss=1.570763 lr=0.009277 Epoch[017] Batch [1299]/[3759] Speed: 131.520455 samples/sec accuracy=61.050481 loss=1.572946 lr=0.009276 Epoch[017] Batch [1349]/[3759] Speed: 116.178631 samples/sec accuracy=61.012731 loss=1.572984 lr=0.009274 Epoch[017] Batch [1399]/[3759] Speed: 126.903019 samples/sec accuracy=61.024554 loss=1.574519 lr=0.009273 Epoch[017] Batch [1449]/[3759] Speed: 114.676508 samples/sec accuracy=61.028017 loss=1.574498 lr=0.009272 Epoch[017] Batch [1499]/[3759] Speed: 127.821314 samples/sec accuracy=60.979167 loss=1.575760 lr=0.009271 Epoch[017] Batch [1549]/[3759] Speed: 118.513155 samples/sec accuracy=60.953629 loss=1.576608 lr=0.009270 Epoch[017] Batch [1599]/[3759] Speed: 129.624121 samples/sec accuracy=60.930664 loss=1.577523 lr=0.009269 Epoch[017] Batch [1649]/[3759] Speed: 119.990807 samples/sec accuracy=60.936553 loss=1.577843 lr=0.009268 Epoch[017] Batch [1699]/[3759] Speed: 116.128841 samples/sec accuracy=60.943934 loss=1.578203 lr=0.009267 Epoch[017] Batch [1749]/[3759] Speed: 128.742966 samples/sec accuracy=60.936607 loss=1.578884 lr=0.009266 Epoch[017] Batch [1799]/[3759] Speed: 118.517384 samples/sec accuracy=60.885417 loss=1.580938 lr=0.009265 Epoch[017] Batch [1849]/[3759] Speed: 118.147881 samples/sec accuracy=60.905405 loss=1.580812 lr=0.009264 Epoch[017] Batch [1899]/[3759] Speed: 120.836686 samples/sec accuracy=60.888980 loss=1.582066 lr=0.009263 Epoch[017] Batch [1949]/[3759] Speed: 124.417375 samples/sec accuracy=60.850160 loss=1.584284 lr=0.009261 Epoch[017] Batch [1999]/[3759] Speed: 123.118633 samples/sec accuracy=60.828906 loss=1.585232 lr=0.009260 Epoch[017] Batch [2049]/[3759] Speed: 126.758715 samples/sec accuracy=60.842226 loss=1.585657 lr=0.009259 Epoch[017] Batch [2099]/[3759] Speed: 118.642877 samples/sec accuracy=60.848214 loss=1.585709 lr=0.009258 Epoch[017] Batch [2149]/[3759] Speed: 125.088930 samples/sec accuracy=60.852471 loss=1.586014 lr=0.009257 Epoch[017] Batch [2199]/[3759] Speed: 114.870016 samples/sec accuracy=60.852273 loss=1.585912 lr=0.009256 Epoch[017] Batch [2249]/[3759] Speed: 130.232551 samples/sec accuracy=60.854167 loss=1.585770 lr=0.009255 Epoch[017] Batch [2299]/[3759] Speed: 116.318588 samples/sec accuracy=60.849864 loss=1.585200 lr=0.009254 Epoch[017] Batch [2349]/[3759] Speed: 125.850595 samples/sec accuracy=60.822473 loss=1.586285 lr=0.009253 Epoch[017] Batch [2399]/[3759] Speed: 116.119150 samples/sec accuracy=60.804688 loss=1.586633 lr=0.009252 Epoch[017] Batch [2449]/[3759] Speed: 123.335321 samples/sec accuracy=60.815689 loss=1.586043 lr=0.009250 Epoch[017] Batch [2499]/[3759] Speed: 121.286746 samples/sec accuracy=60.821250 loss=1.585585 lr=0.009249 Epoch[017] Batch [2549]/[3759] Speed: 123.228988 samples/sec accuracy=60.841912 loss=1.584783 lr=0.009248 Epoch[017] Batch [2599]/[3759] Speed: 122.381270 samples/sec accuracy=60.844952 loss=1.584991 lr=0.009247 Epoch[017] Batch [2649]/[3759] Speed: 119.714093 samples/sec accuracy=60.847288 loss=1.584966 lr=0.009246 Epoch[017] Batch [2699]/[3759] Speed: 124.079386 samples/sec accuracy=60.863426 loss=1.584790 lr=0.009245 Epoch[017] Batch [2749]/[3759] Speed: 116.913356 samples/sec accuracy=60.851705 loss=1.585363 lr=0.009244 Epoch[017] Batch [2799]/[3759] Speed: 134.842891 samples/sec accuracy=60.843750 loss=1.585834 lr=0.009243 Epoch[017] Batch [2849]/[3759] Speed: 111.356831 samples/sec accuracy=60.843202 loss=1.586341 lr=0.009242 Epoch[017] Batch [2899]/[3759] Speed: 134.557881 samples/sec accuracy=60.864224 loss=1.585358 lr=0.009241 Epoch[017] Batch [2949]/[3759] Speed: 112.519245 samples/sec accuracy=60.867585 loss=1.585823 lr=0.009239 Epoch[017] Batch [2999]/[3759] Speed: 121.468078 samples/sec accuracy=60.851042 loss=1.585950 lr=0.009238 Epoch[017] Batch [3049]/[3759] Speed: 123.525377 samples/sec accuracy=60.850922 loss=1.585868 lr=0.009237 Epoch[017] Batch [3099]/[3759] Speed: 117.260443 samples/sec accuracy=60.857359 loss=1.586331 lr=0.009236 Epoch[017] Batch [3149]/[3759] Speed: 129.088765 samples/sec accuracy=60.832837 loss=1.586910 lr=0.009235 Epoch[017] Batch [3199]/[3759] Speed: 113.584834 samples/sec accuracy=60.841309 loss=1.586938 lr=0.009234 Epoch[017] Batch [3249]/[3759] Speed: 134.851490 samples/sec accuracy=60.808654 loss=1.588541 lr=0.009233 Epoch[017] Batch [3299]/[3759] Speed: 113.303159 samples/sec accuracy=60.792140 loss=1.589127 lr=0.009232 Epoch[017] Batch [3349]/[3759] Speed: 120.597239 samples/sec accuracy=60.762127 loss=1.590576 lr=0.009231 Epoch[017] Batch [3399]/[3759] Speed: 124.305306 samples/sec accuracy=60.738051 loss=1.591939 lr=0.009229 Epoch[017] Batch [3449]/[3759] Speed: 122.927779 samples/sec accuracy=60.748641 loss=1.591638 lr=0.009228 Epoch[017] Batch [3499]/[3759] Speed: 117.835065 samples/sec accuracy=60.746429 loss=1.591947 lr=0.009227 Epoch[017] Batch [3549]/[3759] Speed: 122.058774 samples/sec accuracy=60.745158 loss=1.592047 lr=0.009226 Epoch[017] Batch [3599]/[3759] Speed: 123.981530 samples/sec accuracy=60.741753 loss=1.592834 lr=0.009225 Epoch[017] Batch [3649]/[3759] Speed: 120.754740 samples/sec accuracy=60.736729 loss=1.593008 lr=0.009224 Epoch[017] Batch [3699]/[3759] Speed: 122.323312 samples/sec accuracy=60.741132 loss=1.593125 lr=0.009223 Epoch[017] Batch [3749]/[3759] Speed: 139.171979 samples/sec accuracy=60.733333 loss=1.593871 lr=0.009222 Batch [0049]/[0303]: acc-top1=55.656250 acc-top5=80.593750 Batch [0099]/[0303]: acc-top1=56.921875 acc-top5=80.984375 Batch [0149]/[0303]: acc-top1=56.729167 acc-top5=81.104167 Batch [0199]/[0303]: acc-top1=56.351562 acc-top5=80.851562 Batch [0249]/[0303]: acc-top1=56.412500 acc-top5=80.887500 Batch [0299]/[0303]: acc-top1=56.661458 acc-top5=80.994792 [Epoch 017] training: accuracy=60.727171 loss=1.593915 [Epoch 017] speed: 121 samples/sec time cost: 2174.320391 [Epoch 017] validation: acc-top1=56.693482 acc-top5=81.012789 loss=2.093968 Epoch[018] Batch [0049]/[3760] Speed: 89.913675 samples/sec accuracy=61.593750 loss=1.524815 lr=0.009220 Epoch[018] Batch [0099]/[3760] Speed: 121.531799 samples/sec accuracy=61.953125 loss=1.543696 lr=0.009219 Epoch[018] Batch [0149]/[3760] Speed: 122.849254 samples/sec accuracy=62.052083 loss=1.551924 lr=0.009218 Epoch[018] Batch [0199]/[3760] Speed: 123.704925 samples/sec accuracy=61.765625 loss=1.554865 lr=0.009217 Epoch[018] Batch [0249]/[3760] Speed: 113.461650 samples/sec accuracy=61.768750 loss=1.554750 lr=0.009216 Epoch[018] Batch [0299]/[3760] Speed: 129.571845 samples/sec accuracy=61.817708 loss=1.548260 lr=0.009215 Epoch[018] Batch [0349]/[3760] Speed: 117.084831 samples/sec accuracy=61.763393 loss=1.549577 lr=0.009214 Epoch[018] Batch [0399]/[3760] Speed: 127.544327 samples/sec accuracy=61.679688 loss=1.547951 lr=0.009212 Epoch[018] Batch [0449]/[3760] Speed: 116.752332 samples/sec accuracy=61.756944 loss=1.544115 lr=0.009211 Epoch[018] Batch [0499]/[3760] Speed: 120.117094 samples/sec accuracy=61.640625 loss=1.546654 lr=0.009210 Epoch[018] Batch [0549]/[3760] Speed: 119.293692 samples/sec accuracy=61.872159 loss=1.540893 lr=0.009209 Epoch[018] Batch [0599]/[3760] Speed: 127.960747 samples/sec accuracy=61.864583 loss=1.542111 lr=0.009208 Epoch[018] Batch [0649]/[3760] Speed: 119.102421 samples/sec accuracy=61.843750 loss=1.541058 lr=0.009207 Epoch[018] Batch [0699]/[3760] Speed: 125.438836 samples/sec accuracy=61.888393 loss=1.537722 lr=0.009206 Epoch[018] Batch [0749]/[3760] Speed: 118.094908 samples/sec accuracy=61.812500 loss=1.540328 lr=0.009205 Epoch[018] Batch [0799]/[3760] Speed: 119.911963 samples/sec accuracy=61.755859 loss=1.544366 lr=0.009203 Epoch[018] Batch [0849]/[3760] Speed: 122.139036 samples/sec accuracy=61.670956 loss=1.547870 lr=0.009202 Epoch[018] Batch [0899]/[3760] Speed: 120.680089 samples/sec accuracy=61.602431 loss=1.549441 lr=0.009201 Epoch[018] Batch [0949]/[3760] Speed: 118.602794 samples/sec accuracy=61.601974 loss=1.549732 lr=0.009200 Epoch[018] Batch [0999]/[3760] Speed: 126.322195 samples/sec accuracy=61.554688 loss=1.552375 lr=0.009199 Epoch[018] Batch [1049]/[3760] Speed: 119.186158 samples/sec accuracy=61.589286 loss=1.551568 lr=0.009198 Epoch[018] Batch [1099]/[3760] Speed: 123.678913 samples/sec accuracy=61.562500 loss=1.550495 lr=0.009197 Epoch[018] Batch [1149]/[3760] Speed: 115.487006 samples/sec accuracy=61.589674 loss=1.548995 lr=0.009195 Epoch[018] Batch [1199]/[3760] Speed: 124.795235 samples/sec accuracy=61.545573 loss=1.551237 lr=0.009194 Epoch[018] Batch [1249]/[3760] Speed: 125.820059 samples/sec accuracy=61.565000 loss=1.550100 lr=0.009193 Epoch[018] Batch [1299]/[3760] Speed: 118.813109 samples/sec accuracy=61.614183 loss=1.549164 lr=0.009192 Epoch[018] Batch [1349]/[3760] Speed: 121.629292 samples/sec accuracy=61.593750 loss=1.549969 lr=0.009191 Epoch[018] Batch [1399]/[3760] Speed: 120.774435 samples/sec accuracy=61.598214 loss=1.550399 lr=0.009190 Epoch[018] Batch [1449]/[3760] Speed: 122.561440 samples/sec accuracy=61.593750 loss=1.551728 lr=0.009189 Epoch[018] Batch [1499]/[3760] Speed: 120.111507 samples/sec accuracy=61.571875 loss=1.551984 lr=0.009187 Epoch[018] Batch [1549]/[3760] Speed: 125.574021 samples/sec accuracy=61.608871 loss=1.550968 lr=0.009186 Epoch[018] Batch [1599]/[3760] Speed: 118.370528 samples/sec accuracy=61.578125 loss=1.552580 lr=0.009185 Epoch[018] Batch [1649]/[3760] Speed: 121.959963 samples/sec accuracy=61.572917 loss=1.552866 lr=0.009184 Epoch[018] Batch [1699]/[3760] Speed: 126.259783 samples/sec accuracy=61.538603 loss=1.554548 lr=0.009183 Epoch[018] Batch [1749]/[3760] Speed: 115.623284 samples/sec accuracy=61.510714 loss=1.556565 lr=0.009182 Epoch[018] Batch [1799]/[3760] Speed: 127.145768 samples/sec accuracy=61.506076 loss=1.556856 lr=0.009181 Epoch[018] Batch [1849]/[3760] Speed: 114.409240 samples/sec accuracy=61.463682 loss=1.558827 lr=0.009179 Epoch[018] Batch [1899]/[3760] Speed: 127.493616 samples/sec accuracy=61.429276 loss=1.560825 lr=0.009178 Epoch[018] Batch [1949]/[3760] Speed: 116.535944 samples/sec accuracy=61.386218 loss=1.562283 lr=0.009177 Epoch[018] Batch [1999]/[3760] Speed: 124.651527 samples/sec accuracy=61.370313 loss=1.562762 lr=0.009176 Epoch[018] Batch [2049]/[3760] Speed: 121.323833 samples/sec accuracy=61.405488 loss=1.561930 lr=0.009175 Epoch[018] Batch [2099]/[3760] Speed: 122.662389 samples/sec accuracy=61.382440 loss=1.563798 lr=0.009174 Epoch[018] Batch [2149]/[3760] Speed: 118.031967 samples/sec accuracy=61.358285 loss=1.564745 lr=0.009173 Epoch[018] Batch [2199]/[3760] Speed: 120.326016 samples/sec accuracy=61.313920 loss=1.566406 lr=0.009171 Epoch[018] Batch [2249]/[3760] Speed: 123.263224 samples/sec accuracy=61.321528 loss=1.565625 lr=0.009170 Epoch[018] Batch [2299]/[3760] Speed: 117.522991 samples/sec accuracy=61.293478 loss=1.567119 lr=0.009169 Epoch[018] Batch [2349]/[3760] Speed: 123.836953 samples/sec accuracy=61.273936 loss=1.567233 lr=0.009168 Epoch[018] Batch [2399]/[3760] Speed: 125.588676 samples/sec accuracy=61.274089 loss=1.566976 lr=0.009167 Epoch[018] Batch [2449]/[3760] Speed: 123.303760 samples/sec accuracy=61.242347 loss=1.567757 lr=0.009166 Epoch[018] Batch [2499]/[3760] Speed: 118.036985 samples/sec accuracy=61.263750 loss=1.567038 lr=0.009164 Epoch[018] Batch [2549]/[3760] Speed: 117.759828 samples/sec accuracy=61.256127 loss=1.567997 lr=0.009163 Epoch[018] Batch [2599]/[3760] Speed: 123.200239 samples/sec accuracy=61.266827 loss=1.567664 lr=0.009162 Epoch[018] Batch [2649]/[3760] Speed: 122.798554 samples/sec accuracy=61.254717 loss=1.568133 lr=0.009161 Epoch[018] Batch [2699]/[3760] Speed: 124.697093 samples/sec accuracy=61.260995 loss=1.567830 lr=0.009160 Epoch[018] Batch [2749]/[3760] Speed: 122.014895 samples/sec accuracy=61.241477 loss=1.568473 lr=0.009159 Epoch[018] Batch [2799]/[3760] Speed: 121.283102 samples/sec accuracy=61.232701 loss=1.568764 lr=0.009158 Epoch[018] Batch [2849]/[3760] Speed: 121.536381 samples/sec accuracy=61.220395 loss=1.569498 lr=0.009156 Epoch[018] Batch [2899]/[3760] Speed: 118.142629 samples/sec accuracy=61.206897 loss=1.570316 lr=0.009155 Epoch[018] Batch [2949]/[3760] Speed: 130.453217 samples/sec accuracy=61.208686 loss=1.570770 lr=0.009154 Epoch[018] Batch [2999]/[3760] Speed: 115.670963 samples/sec accuracy=61.209375 loss=1.570839 lr=0.009153 Epoch[018] Batch [3049]/[3760] Speed: 131.835517 samples/sec accuracy=61.224385 loss=1.570248 lr=0.009152 Epoch[018] Batch [3099]/[3760] Speed: 119.391110 samples/sec accuracy=61.219758 loss=1.570502 lr=0.009151 Epoch[018] Batch [3149]/[3760] Speed: 126.321539 samples/sec accuracy=61.213294 loss=1.571318 lr=0.009149 Epoch[018] Batch [3199]/[3760] Speed: 111.200671 samples/sec accuracy=61.206055 loss=1.572037 lr=0.009148 Epoch[018] Batch [3249]/[3760] Speed: 128.411349 samples/sec accuracy=61.204808 loss=1.572330 lr=0.009147 Epoch[018] Batch [3299]/[3760] Speed: 129.018296 samples/sec accuracy=61.205966 loss=1.572685 lr=0.009146 Epoch[018] Batch [3349]/[3760] Speed: 113.886659 samples/sec accuracy=61.194030 loss=1.572669 lr=0.009145 Epoch[018] Batch [3399]/[3760] Speed: 124.373201 samples/sec accuracy=61.206801 loss=1.572577 lr=0.009144 Epoch[018] Batch [3449]/[3760] Speed: 121.233513 samples/sec accuracy=61.199728 loss=1.572889 lr=0.009142 Epoch[018] Batch [3499]/[3760] Speed: 124.598251 samples/sec accuracy=61.210268 loss=1.572807 lr=0.009141 Epoch[018] Batch [3549]/[3760] Speed: 119.219975 samples/sec accuracy=61.202465 loss=1.573178 lr=0.009140 Epoch[018] Batch [3599]/[3760] Speed: 123.827586 samples/sec accuracy=61.178385 loss=1.573991 lr=0.009139 Epoch[018] Batch [3649]/[3760] Speed: 117.846187 samples/sec accuracy=61.166524 loss=1.574588 lr=0.009138 Epoch[018] Batch [3699]/[3760] Speed: 123.369215 samples/sec accuracy=61.157095 loss=1.574795 lr=0.009137 Epoch[018] Batch [3749]/[3760] Speed: 137.838998 samples/sec accuracy=61.139167 loss=1.575093 lr=0.009135 Batch [0049]/[0303]: acc-top1=56.468750 acc-top5=79.968750 Batch [0099]/[0303]: acc-top1=57.484375 acc-top5=80.359375 Batch [0149]/[0303]: acc-top1=57.416667 acc-top5=80.562500 Batch [0199]/[0303]: acc-top1=56.914062 acc-top5=80.382812 Batch [0249]/[0303]: acc-top1=56.706250 acc-top5=80.375000 Batch [0299]/[0303]: acc-top1=56.661458 acc-top5=80.411458 [Epoch 018] training: accuracy=61.142370 loss=1.575025 [Epoch 018] speed: 121 samples/sec time cost: 2177.669301 [Epoch 018] validation: acc-top1=56.667698 acc-top5=80.440388 loss=2.102737 Epoch[019] Batch [0049]/[3760] Speed: 88.685073 samples/sec accuracy=61.031250 loss=1.551501 lr=0.009134 Epoch[019] Batch [0099]/[3760] Speed: 121.798900 samples/sec accuracy=61.781250 loss=1.522167 lr=0.009133 Epoch[019] Batch [0149]/[3760] Speed: 128.636339 samples/sec accuracy=61.979167 loss=1.501134 lr=0.009132 Epoch[019] Batch [0199]/[3760] Speed: 118.132064 samples/sec accuracy=62.273437 loss=1.502171 lr=0.009130 Epoch[019] Batch [0249]/[3760] Speed: 119.178652 samples/sec accuracy=62.431250 loss=1.500455 lr=0.009129 Epoch[019] Batch [0299]/[3760] Speed: 123.986625 samples/sec accuracy=62.411458 loss=1.504697 lr=0.009128 Epoch[019] Batch [0349]/[3760] Speed: 119.568762 samples/sec accuracy=62.325893 loss=1.513415 lr=0.009127 Epoch[019] Batch [0399]/[3760] Speed: 124.012870 samples/sec accuracy=62.269531 loss=1.511201 lr=0.009126 Epoch[019] Batch [0449]/[3760] Speed: 118.550984 samples/sec accuracy=62.361111 loss=1.506240 lr=0.009125 Epoch[019] Batch [0499]/[3760] Speed: 123.638014 samples/sec accuracy=62.268750 loss=1.505758 lr=0.009123 Epoch[019] Batch [0549]/[3760] Speed: 125.809978 samples/sec accuracy=62.326705 loss=1.505529 lr=0.009122 Epoch[019] Batch [0599]/[3760] Speed: 120.106854 samples/sec accuracy=62.260417 loss=1.506141 lr=0.009121 Epoch[019] Batch [0649]/[3760] Speed: 121.263340 samples/sec accuracy=62.370192 loss=1.506611 lr=0.009120 Epoch[019] Batch [0699]/[3760] Speed: 123.942926 samples/sec accuracy=62.272321 loss=1.512208 lr=0.009119 Epoch[019] Batch [0749]/[3760] Speed: 120.714435 samples/sec accuracy=62.264583 loss=1.517518 lr=0.009117 Epoch[019] Batch [0799]/[3760] Speed: 125.054244 samples/sec accuracy=62.322266 loss=1.515753 lr=0.009116 Epoch[019] Batch [0849]/[3760] Speed: 118.251574 samples/sec accuracy=62.343750 loss=1.515532 lr=0.009115 Epoch[019] Batch [0899]/[3760] Speed: 120.758121 samples/sec accuracy=62.307292 loss=1.517314 lr=0.009114 Epoch[019] Batch [0949]/[3760] Speed: 125.208114 samples/sec accuracy=62.226974 loss=1.520413 lr=0.009113 Epoch[019] Batch [0999]/[3760] Speed: 118.433853 samples/sec accuracy=62.142187 loss=1.526137 lr=0.009111 Epoch[019] Batch [1049]/[3760] Speed: 124.868529 samples/sec accuracy=62.211310 loss=1.527205 lr=0.009110 Epoch[019] Batch [1099]/[3760] Speed: 119.081770 samples/sec accuracy=62.210227 loss=1.527693 lr=0.009109 Epoch[019] Batch [1149]/[3760] Speed: 122.705974 samples/sec accuracy=62.202446 loss=1.527019 lr=0.009108 Epoch[019] Batch [1199]/[3760] Speed: 129.191924 samples/sec accuracy=62.127604 loss=1.530392 lr=0.009107 Epoch[019] Batch [1249]/[3760] Speed: 113.879565 samples/sec accuracy=62.071250 loss=1.533418 lr=0.009106 Epoch[019] Batch [1299]/[3760] Speed: 123.850270 samples/sec accuracy=62.016827 loss=1.532968 lr=0.009104 Epoch[019] Batch [1349]/[3760] Speed: 121.013033 samples/sec accuracy=61.995370 loss=1.532831 lr=0.009103 Epoch[019] Batch [1399]/[3760] Speed: 126.441652 samples/sec accuracy=62.014509 loss=1.531026 lr=0.009102 Epoch[019] Batch [1449]/[3760] Speed: 119.754102 samples/sec accuracy=62.010776 loss=1.532381 lr=0.009101 Epoch[019] Batch [1499]/[3760] Speed: 121.362684 samples/sec accuracy=61.980208 loss=1.532590 lr=0.009100 Epoch[019] Batch [1549]/[3760] Speed: 118.278818 samples/sec accuracy=61.951613 loss=1.535072 lr=0.009098 Epoch[019] Batch [1599]/[3760] Speed: 131.311856 samples/sec accuracy=61.974609 loss=1.533841 lr=0.009097 Epoch[019] Batch [1649]/[3760] Speed: 117.117633 samples/sec accuracy=61.956439 loss=1.534639 lr=0.009096 Epoch[019] Batch [1699]/[3760] Speed: 123.822950 samples/sec accuracy=61.898897 loss=1.537128 lr=0.009095 Epoch[019] Batch [1749]/[3760] Speed: 116.253797 samples/sec accuracy=61.883036 loss=1.537128 lr=0.009094 Epoch[019] Batch [1799]/[3760] Speed: 124.029707 samples/sec accuracy=61.883681 loss=1.537451 lr=0.009092 Epoch[019] Batch [1849]/[3760] Speed: 123.989580 samples/sec accuracy=61.869088 loss=1.538452 lr=0.009091 Epoch[019] Batch [1899]/[3760] Speed: 118.938098 samples/sec accuracy=61.847039 loss=1.539669 lr=0.009090 Epoch[019] Batch [1949]/[3760] Speed: 126.089354 samples/sec accuracy=61.863782 loss=1.539685 lr=0.009089 Epoch[019] Batch [1999]/[3760] Speed: 115.519775 samples/sec accuracy=61.860937 loss=1.539725 lr=0.009088 Epoch[019] Batch [2049]/[3760] Speed: 122.999634 samples/sec accuracy=61.830793 loss=1.540438 lr=0.009086 Epoch[019] Batch [2099]/[3760] Speed: 123.461756 samples/sec accuracy=61.829613 loss=1.541204 lr=0.009085 Epoch[019] Batch [2149]/[3760] Speed: 124.492759 samples/sec accuracy=61.850291 loss=1.540911 lr=0.009084 Epoch[019] Batch [2199]/[3760] Speed: 120.479777 samples/sec accuracy=61.822443 loss=1.541380 lr=0.009083 Epoch[019] Batch [2249]/[3760] Speed: 126.046285 samples/sec accuracy=61.832639 loss=1.541070 lr=0.009082 Epoch[019] Batch [2299]/[3760] Speed: 118.041864 samples/sec accuracy=61.819973 loss=1.541554 lr=0.009080 Epoch[019] Batch [2349]/[3760] Speed: 123.986723 samples/sec accuracy=61.821809 loss=1.541852 lr=0.009079 Epoch[019] Batch [2399]/[3760] Speed: 119.135916 samples/sec accuracy=61.839193 loss=1.541889 lr=0.009078 Epoch[019] Batch [2449]/[3760] Speed: 128.502811 samples/sec accuracy=61.817602 loss=1.542086 lr=0.009077 Epoch[019] Batch [2499]/[3760] Speed: 112.875889 samples/sec accuracy=61.776875 loss=1.544154 lr=0.009075 Epoch[019] Batch [2549]/[3760] Speed: 132.185801 samples/sec accuracy=61.768995 loss=1.545143 lr=0.009074 Epoch[019] Batch [2599]/[3760] Speed: 115.880354 samples/sec accuracy=61.766827 loss=1.545443 lr=0.009073 Epoch[019] Batch [2649]/[3760] Speed: 127.057239 samples/sec accuracy=61.758255 loss=1.546145 lr=0.009072 Epoch[019] Batch [2699]/[3760] Speed: 116.541159 samples/sec accuracy=61.727431 loss=1.547194 lr=0.009071 Epoch[019] Batch [2749]/[3760] Speed: 130.845822 samples/sec accuracy=61.731250 loss=1.547755 lr=0.009069 Epoch[019] Batch [2799]/[3760] Speed: 119.261975 samples/sec accuracy=61.756138 loss=1.547747 lr=0.009068 Epoch[019] Batch [2849]/[3760] Speed: 120.632602 samples/sec accuracy=61.758224 loss=1.548033 lr=0.009067 Epoch[019] Batch [2899]/[3760] Speed: 121.520398 samples/sec accuracy=61.723599 loss=1.548650 lr=0.009066 Epoch[019] Batch [2949]/[3760] Speed: 120.884392 samples/sec accuracy=61.712394 loss=1.548808 lr=0.009065 Epoch[019] Batch [2999]/[3760] Speed: 119.454158 samples/sec accuracy=61.708333 loss=1.548872 lr=0.009063 Epoch[019] Batch [3049]/[3760] Speed: 125.362263 samples/sec accuracy=61.696209 loss=1.549562 lr=0.009062 Epoch[019] Batch [3099]/[3760] Speed: 121.349544 samples/sec accuracy=61.694052 loss=1.549756 lr=0.009061 Epoch[019] Batch [3149]/[3760] Speed: 119.621235 samples/sec accuracy=61.667163 loss=1.551172 lr=0.009060 Epoch[019] Batch [3199]/[3760] Speed: 119.322444 samples/sec accuracy=61.661621 loss=1.552000 lr=0.009058 Epoch[019] Batch [3249]/[3760] Speed: 122.472470 samples/sec accuracy=61.681731 loss=1.551867 lr=0.009057 Epoch[019] Batch [3299]/[3760] Speed: 123.170144 samples/sec accuracy=61.669034 loss=1.552380 lr=0.009056 Epoch[019] Batch [3349]/[3760] Speed: 122.842144 samples/sec accuracy=61.671642 loss=1.552463 lr=0.009055 Epoch[019] Batch [3399]/[3760] Speed: 124.563028 samples/sec accuracy=61.651654 loss=1.553228 lr=0.009054 Epoch[019] Batch [3449]/[3760] Speed: 115.524214 samples/sec accuracy=61.665761 loss=1.552769 lr=0.009052 Epoch[019] Batch [3499]/[3760] Speed: 121.050463 samples/sec accuracy=61.638393 loss=1.553458 lr=0.009051 Epoch[019] Batch [3549]/[3760] Speed: 121.035475 samples/sec accuracy=61.628521 loss=1.553975 lr=0.009050 Epoch[019] Batch [3599]/[3760] Speed: 125.023477 samples/sec accuracy=61.624132 loss=1.554380 lr=0.009049 Epoch[019] Batch [3649]/[3760] Speed: 123.916960 samples/sec accuracy=61.619007 loss=1.554487 lr=0.009047 Epoch[019] Batch [3699]/[3760] Speed: 119.698062 samples/sec accuracy=61.597551 loss=1.555289 lr=0.009046 Epoch[019] Batch [3749]/[3760] Speed: 137.040499 samples/sec accuracy=61.593333 loss=1.555231 lr=0.009045 Batch [0049]/[0303]: acc-top1=57.343750 acc-top5=80.375000 Batch [0099]/[0303]: acc-top1=57.734375 acc-top5=80.812500 Batch [0149]/[0303]: acc-top1=57.822917 acc-top5=80.989583 Batch [0199]/[0303]: acc-top1=57.335938 acc-top5=80.546875 Batch [0249]/[0303]: acc-top1=57.425000 acc-top5=80.656250 Batch [0299]/[0303]: acc-top1=57.432292 acc-top5=80.593750 [Epoch 019] training: accuracy=61.588680 loss=1.555410 [Epoch 019] speed: 121 samples/sec time cost: 2172.766131 [Epoch 019] validation: acc-top1=57.492781 acc-top5=80.626031 loss=2.191411 Epoch[020] Batch [0049]/[3759] Speed: 88.690786 samples/sec accuracy=63.625000 loss=1.445284 lr=0.009044 Epoch[020] Batch [0099]/[3759] Speed: 131.655085 samples/sec accuracy=63.703125 loss=1.436414 lr=0.009042 Epoch[020] Batch [0149]/[3759] Speed: 113.092757 samples/sec accuracy=63.968750 loss=1.436451 lr=0.009041 Epoch[020] Batch [0199]/[3759] Speed: 123.935674 samples/sec accuracy=63.507813 loss=1.461241 lr=0.009040 Epoch[020] Batch [0249]/[3759] Speed: 122.071497 samples/sec accuracy=63.306250 loss=1.474542 lr=0.009039 Epoch[020] Batch [0299]/[3759] Speed: 116.423689 samples/sec accuracy=63.010417 loss=1.484414 lr=0.009037 Epoch[020] Batch [0349]/[3759] Speed: 123.541145 samples/sec accuracy=62.843750 loss=1.489273 lr=0.009036 Epoch[020] Batch [0399]/[3759] Speed: 119.339331 samples/sec accuracy=62.699219 loss=1.489671 lr=0.009035 Epoch[020] Batch [0449]/[3759] Speed: 122.850827 samples/sec accuracy=62.638889 loss=1.495531 lr=0.009034 Epoch[020] Batch [0499]/[3759] Speed: 123.828979 samples/sec accuracy=62.750000 loss=1.492664 lr=0.009032 Epoch[020] Batch [0549]/[3759] Speed: 120.389722 samples/sec accuracy=62.605114 loss=1.495932 lr=0.009031 Epoch[020] Batch [0599]/[3759] Speed: 116.311040 samples/sec accuracy=62.526042 loss=1.501823 lr=0.009030 Epoch[020] Batch [0649]/[3759] Speed: 129.253298 samples/sec accuracy=62.718750 loss=1.497827 lr=0.009029 Epoch[020] Batch [0699]/[3759] Speed: 122.100338 samples/sec accuracy=62.790179 loss=1.494812 lr=0.009027 Epoch[020] Batch [0749]/[3759] Speed: 118.257532 samples/sec accuracy=62.829167 loss=1.494486 lr=0.009026 Epoch[020] Batch [0799]/[3759] Speed: 127.217622 samples/sec accuracy=62.769531 loss=1.495983 lr=0.009025 Epoch[020] Batch [0849]/[3759] Speed: 115.105036 samples/sec accuracy=62.709559 loss=1.498212 lr=0.009024 Epoch[020] Batch [0899]/[3759] Speed: 137.347573 samples/sec accuracy=62.727431 loss=1.497709 lr=0.009023 Epoch[020] Batch [0949]/[3759] Speed: 110.238288 samples/sec accuracy=62.654605 loss=1.500288 lr=0.009021 Epoch[020] Batch [0999]/[3759] Speed: 123.581725 samples/sec accuracy=62.634375 loss=1.500226 lr=0.009020 Epoch[020] Batch [1049]/[3759] Speed: 121.907975 samples/sec accuracy=62.611607 loss=1.502355 lr=0.009019 Epoch[020] Batch [1099]/[3759] Speed: 128.848040 samples/sec accuracy=62.603693 loss=1.502982 lr=0.009018 Epoch[020] Batch [1149]/[3759] Speed: 115.613997 samples/sec accuracy=62.559783 loss=1.503468 lr=0.009016 Epoch[020] Batch [1199]/[3759] Speed: 131.954566 samples/sec accuracy=62.572917 loss=1.503906 lr=0.009015 Epoch[020] Batch [1249]/[3759] Speed: 119.903403 samples/sec accuracy=62.603750 loss=1.502939 lr=0.009014 Epoch[020] Batch [1299]/[3759] Speed: 119.089733 samples/sec accuracy=62.576923 loss=1.505649 lr=0.009013 Epoch[020] Batch [1349]/[3759] Speed: 124.316824 samples/sec accuracy=62.577546 loss=1.507452 lr=0.009011 Epoch[020] Batch [1399]/[3759] Speed: 117.835715 samples/sec accuracy=62.562500 loss=1.507812 lr=0.009010 Epoch[020] Batch [1449]/[3759] Speed: 126.724003 samples/sec accuracy=62.509698 loss=1.511634 lr=0.009009 Epoch[020] Batch [1499]/[3759] Speed: 115.175790 samples/sec accuracy=62.480208 loss=1.512400 lr=0.009008 Epoch[020] Batch [1549]/[3759] Speed: 133.443851 samples/sec accuracy=62.422379 loss=1.513145 lr=0.009006 Epoch[020] Batch [1599]/[3759] Speed: 109.447685 samples/sec accuracy=62.425781 loss=1.514210 lr=0.009005 Epoch[020] Batch [1649]/[3759] Speed: 136.326924 samples/sec accuracy=62.418561 loss=1.514730 lr=0.009004 Epoch[020] Batch [1699]/[3759] Speed: 110.842594 samples/sec accuracy=62.417279 loss=1.514934 lr=0.009003 Epoch[020] Batch [1749]/[3759] Speed: 124.730218 samples/sec accuracy=62.425893 loss=1.514415 lr=0.009001 Epoch[020] Batch [1799]/[3759] Speed: 125.560726 samples/sec accuracy=62.396701 loss=1.516888 lr=0.009000 Epoch[020] Batch [1849]/[3759] Speed: 119.595903 samples/sec accuracy=62.391892 loss=1.517947 lr=0.008999 Epoch[020] Batch [1899]/[3759] Speed: 123.940478 samples/sec accuracy=62.366776 loss=1.519335 lr=0.008998 Epoch[020] Batch [1949]/[3759] Speed: 119.301182 samples/sec accuracy=62.337340 loss=1.519595 lr=0.008996 Epoch[020] Batch [1999]/[3759] Speed: 123.699356 samples/sec accuracy=62.325781 loss=1.520413 lr=0.008995 Epoch[020] Batch [2049]/[3759] Speed: 116.596110 samples/sec accuracy=62.327744 loss=1.520868 lr=0.008994 Epoch[020] Batch [2099]/[3759] Speed: 123.037559 samples/sec accuracy=62.299107 loss=1.522211 lr=0.008993 Epoch[020] Batch [2149]/[3759] Speed: 125.436878 samples/sec accuracy=62.323401 loss=1.521926 lr=0.008991 Epoch[020] Batch [2199]/[3759] Speed: 117.727756 samples/sec accuracy=62.330966 loss=1.521988 lr=0.008990 Epoch[020] Batch [2249]/[3759] Speed: 124.384485 samples/sec accuracy=62.295139 loss=1.522445 lr=0.008989 Epoch[020] Batch [2299]/[3759] Speed: 121.112249 samples/sec accuracy=62.270380 loss=1.523213 lr=0.008988 Epoch[020] Batch [2349]/[3759] Speed: 114.794431 samples/sec accuracy=62.246011 loss=1.524689 lr=0.008986 Epoch[020] Batch [2399]/[3759] Speed: 126.729227 samples/sec accuracy=62.215495 loss=1.526730 lr=0.008985 Epoch[020] Batch [2449]/[3759] Speed: 119.326788 samples/sec accuracy=62.201531 loss=1.527069 lr=0.008984 Epoch[020] Batch [2499]/[3759] Speed: 117.383510 samples/sec accuracy=62.190000 loss=1.527475 lr=0.008982 Epoch[020] Batch [2549]/[3759] Speed: 136.288942 samples/sec accuracy=62.179534 loss=1.528425 lr=0.008981 Epoch[020] Batch [2599]/[3759] Speed: 112.032337 samples/sec accuracy=62.189904 loss=1.527386 lr=0.008980 Epoch[020] Batch [2649]/[3759] Speed: 130.739210 samples/sec accuracy=62.154481 loss=1.529317 lr=0.008979 Epoch[020] Batch [2699]/[3759] Speed: 113.343423 samples/sec accuracy=62.168981 loss=1.529275 lr=0.008977 Epoch[020] Batch [2749]/[3759] Speed: 130.501876 samples/sec accuracy=62.183523 loss=1.528847 lr=0.008976 Epoch[020] Batch [2799]/[3759] Speed: 111.174167 samples/sec accuracy=62.171317 loss=1.529846 lr=0.008975 Epoch[020] Batch [2849]/[3759] Speed: 134.665256 samples/sec accuracy=62.164474 loss=1.529628 lr=0.008974 Epoch[020] Batch [2899]/[3759] Speed: 112.360401 samples/sec accuracy=62.169720 loss=1.530007 lr=0.008972 Epoch[020] Batch [2949]/[3759] Speed: 131.172078 samples/sec accuracy=62.129237 loss=1.531235 lr=0.008971 Epoch[020] Batch [2999]/[3759] Speed: 116.818895 samples/sec accuracy=62.127083 loss=1.531682 lr=0.008970 Epoch[020] Batch [3049]/[3759] Speed: 129.678986 samples/sec accuracy=62.122439 loss=1.531317 lr=0.008969 Epoch[020] Batch [3099]/[3759] Speed: 119.644268 samples/sec accuracy=62.115927 loss=1.531576 lr=0.008967 Epoch[020] Batch [3149]/[3759] Speed: 122.319231 samples/sec accuracy=62.099206 loss=1.532151 lr=0.008966 Epoch[020] Batch [3199]/[3759] Speed: 121.229728 samples/sec accuracy=62.095215 loss=1.531895 lr=0.008965 Epoch[020] Batch [3249]/[3759] Speed: 121.175412 samples/sec accuracy=62.101923 loss=1.531280 lr=0.008963 Epoch[020] Batch [3299]/[3759] Speed: 124.716259 samples/sec accuracy=62.073390 loss=1.532343 lr=0.008962 Epoch[020] Batch [3349]/[3759] Speed: 118.288061 samples/sec accuracy=62.074160 loss=1.532653 lr=0.008961 Epoch[020] Batch [3399]/[3759] Speed: 130.768255 samples/sec accuracy=62.075368 loss=1.533114 lr=0.008960 Epoch[020] Batch [3449]/[3759] Speed: 112.530622 samples/sec accuracy=62.055254 loss=1.533887 lr=0.008958 Epoch[020] Batch [3499]/[3759] Speed: 131.065174 samples/sec accuracy=62.062500 loss=1.533473 lr=0.008957 Epoch[020] Batch [3549]/[3759] Speed: 115.960397 samples/sec accuracy=62.049296 loss=1.533978 lr=0.008956 Epoch[020] Batch [3599]/[3759] Speed: 126.401932 samples/sec accuracy=62.029948 loss=1.534934 lr=0.008955 Epoch[020] Batch [3649]/[3759] Speed: 114.009706 samples/sec accuracy=62.029110 loss=1.535006 lr=0.008953 Epoch[020] Batch [3699]/[3759] Speed: 137.198904 samples/sec accuracy=62.014780 loss=1.535662 lr=0.008952 Epoch[020] Batch [3749]/[3759] Speed: 133.931777 samples/sec accuracy=62.011667 loss=1.536204 lr=0.008951 Batch [0049]/[0303]: acc-top1=57.500000 acc-top5=81.593750 Batch [0099]/[0303]: acc-top1=58.140625 acc-top5=81.828125 Batch [0149]/[0303]: acc-top1=58.145833 acc-top5=81.989583 Batch [0199]/[0303]: acc-top1=57.828125 acc-top5=81.578125 Batch [0249]/[0303]: acc-top1=57.975000 acc-top5=81.562500 Batch [0299]/[0303]: acc-top1=58.093750 acc-top5=81.598958 [Epoch 020] training: accuracy=62.019487 loss=1.535978 [Epoch 020] speed: 121 samples/sec time cost: 2172.605890 [Epoch 020] validation: acc-top1=58.147690 acc-top5=81.647071 loss=2.000065 Epoch[021] Batch [0049]/[3760] Speed: 89.838720 samples/sec accuracy=63.375000 loss=1.458123 lr=0.008949 Epoch[021] Batch [0099]/[3760] Speed: 123.490725 samples/sec accuracy=63.828125 loss=1.443329 lr=0.008948 Epoch[021] Batch [0149]/[3760] Speed: 122.081803 samples/sec accuracy=64.020833 loss=1.442025 lr=0.008947 Epoch[021] Batch [0199]/[3760] Speed: 119.510620 samples/sec accuracy=63.859375 loss=1.452591 lr=0.008945 Epoch[021] Batch [0249]/[3760] Speed: 121.440643 samples/sec accuracy=63.800000 loss=1.451730 lr=0.008944 Epoch[021] Batch [0299]/[3760] Speed: 121.236894 samples/sec accuracy=63.802083 loss=1.453430 lr=0.008943 Epoch[021] Batch [0349]/[3760] Speed: 124.186121 samples/sec accuracy=63.642857 loss=1.454266 lr=0.008941 Epoch[021] Batch [0399]/[3760] Speed: 122.432114 samples/sec accuracy=63.679688 loss=1.454022 lr=0.008940 Epoch[021] Batch [0449]/[3760] Speed: 125.940336 samples/sec accuracy=63.628472 loss=1.452004 lr=0.008939 Epoch[021] Batch [0499]/[3760] Speed: 119.634736 samples/sec accuracy=63.518750 loss=1.456997 lr=0.008938 Epoch[021] Batch [0549]/[3760] Speed: 124.602918 samples/sec accuracy=63.451705 loss=1.459278 lr=0.008936 Epoch[021] Batch [0599]/[3760] Speed: 113.623151 samples/sec accuracy=63.408854 loss=1.463034 lr=0.008935 Epoch[021] Batch [0649]/[3760] Speed: 127.459626 samples/sec accuracy=63.319712 loss=1.469281 lr=0.008934 Epoch[021] Batch [0699]/[3760] Speed: 118.987639 samples/sec accuracy=63.332589 loss=1.467875 lr=0.008932 Epoch[021] Batch [0749]/[3760] Speed: 127.104682 samples/sec accuracy=63.279167 loss=1.470461 lr=0.008931 Epoch[021] Batch [0799]/[3760] Speed: 114.751292 samples/sec accuracy=63.253906 loss=1.472660 lr=0.008930 Epoch[021] Batch [0849]/[3760] Speed: 126.577629 samples/sec accuracy=63.257353 loss=1.473816 lr=0.008929 Epoch[021] Batch [0899]/[3760] Speed: 121.819141 samples/sec accuracy=63.263889 loss=1.474339 lr=0.008927 Epoch[021] Batch [0949]/[3760] Speed: 122.893531 samples/sec accuracy=63.175987 loss=1.477904 lr=0.008926 Epoch[021] Batch [0999]/[3760] Speed: 124.520666 samples/sec accuracy=63.175000 loss=1.476578 lr=0.008925 Epoch[021] Batch [1049]/[3760] Speed: 120.983137 samples/sec accuracy=63.215774 loss=1.476057 lr=0.008923 Epoch[021] Batch [1099]/[3760] Speed: 119.273499 samples/sec accuracy=63.130682 loss=1.476597 lr=0.008922 Epoch[021] Batch [1149]/[3760] Speed: 119.301741 samples/sec accuracy=63.080163 loss=1.478983 lr=0.008921 Epoch[021] Batch [1199]/[3760] Speed: 116.304177 samples/sec accuracy=63.037760 loss=1.481715 lr=0.008919 Epoch[021] Batch [1249]/[3760] Speed: 118.491708 samples/sec accuracy=63.043750 loss=1.480810 lr=0.008918 Epoch[021] Batch [1299]/[3760] Speed: 132.266254 samples/sec accuracy=63.024038 loss=1.481609 lr=0.008917 Epoch[021] Batch [1349]/[3760] Speed: 121.123266 samples/sec accuracy=63.045139 loss=1.481694 lr=0.008916 Epoch[021] Batch [1399]/[3760] Speed: 123.623803 samples/sec accuracy=63.085938 loss=1.480397 lr=0.008914 Epoch[021] Batch [1449]/[3760] Speed: 121.473307 samples/sec accuracy=63.049569 loss=1.482628 lr=0.008913 Epoch[021] Batch [1499]/[3760] Speed: 119.818214 samples/sec accuracy=63.014583 loss=1.484306 lr=0.008912 Epoch[021] Batch [1549]/[3760] Speed: 124.036599 samples/sec accuracy=63.035282 loss=1.484328 lr=0.008910 Epoch[021] Batch [1599]/[3760] Speed: 121.190695 samples/sec accuracy=62.990234 loss=1.485944 lr=0.008909 Epoch[021] Batch [1649]/[3760] Speed: 126.537408 samples/sec accuracy=62.973485 loss=1.486178 lr=0.008908 Epoch[021] Batch [1699]/[3760] Speed: 112.861345 samples/sec accuracy=62.935662 loss=1.487567 lr=0.008906 Epoch[021] Batch [1749]/[3760] Speed: 136.120244 samples/sec accuracy=62.901786 loss=1.489247 lr=0.008905 Epoch[021] Batch [1799]/[3760] Speed: 111.275046 samples/sec accuracy=62.868056 loss=1.490862 lr=0.008904 Epoch[021] Batch [1849]/[3760] Speed: 129.839669 samples/sec accuracy=62.803209 loss=1.493797 lr=0.008903 Epoch[021] Batch [1899]/[3760] Speed: 114.805630 samples/sec accuracy=62.780428 loss=1.495136 lr=0.008901 Epoch[021] Batch [1949]/[3760] Speed: 134.225459 samples/sec accuracy=62.806891 loss=1.494442 lr=0.008900 Epoch[021] Batch [1999]/[3760] Speed: 115.765819 samples/sec accuracy=62.751563 loss=1.496054 lr=0.008899 Epoch[021] Batch [2049]/[3760] Speed: 127.050302 samples/sec accuracy=62.743902 loss=1.497001 lr=0.008897 Epoch[021] Batch [2099]/[3760] Speed: 115.537320 samples/sec accuracy=62.725446 loss=1.497925 lr=0.008896 Epoch[021] Batch [2149]/[3760] Speed: 126.612175 samples/sec accuracy=62.730378 loss=1.497402 lr=0.008895 Epoch[021] Batch [2199]/[3760] Speed: 117.117330 samples/sec accuracy=62.727983 loss=1.497982 lr=0.008893 Epoch[021] Batch [2249]/[3760] Speed: 125.457100 samples/sec accuracy=62.720139 loss=1.498513 lr=0.008892 Epoch[021] Batch [2299]/[3760] Speed: 117.613132 samples/sec accuracy=62.719429 loss=1.498234 lr=0.008891 Epoch[021] Batch [2349]/[3760] Speed: 124.403790 samples/sec accuracy=62.700798 loss=1.499553 lr=0.008889 Epoch[021] Batch [2399]/[3760] Speed: 119.659378 samples/sec accuracy=62.689453 loss=1.500531 lr=0.008888 Epoch[021] Batch [2449]/[3760] Speed: 127.186889 samples/sec accuracy=62.704082 loss=1.500218 lr=0.008887 Epoch[021] Batch [2499]/[3760] Speed: 122.683300 samples/sec accuracy=62.693125 loss=1.500913 lr=0.008886 Epoch[021] Batch [2549]/[3760] Speed: 112.266324 samples/sec accuracy=62.683824 loss=1.500408 lr=0.008884 Epoch[021] Batch [2599]/[3760] Speed: 123.787412 samples/sec accuracy=62.688702 loss=1.500120 lr=0.008883 Epoch[021] Batch [2649]/[3760] Speed: 121.432588 samples/sec accuracy=62.662736 loss=1.501489 lr=0.008882 Epoch[021] Batch [2699]/[3760] Speed: 122.072474 samples/sec accuracy=62.638310 loss=1.502213 lr=0.008880 Epoch[021] Batch [2749]/[3760] Speed: 122.395166 samples/sec accuracy=62.623864 loss=1.502655 lr=0.008879 Epoch[021] Batch [2799]/[3760] Speed: 120.033218 samples/sec accuracy=62.616071 loss=1.503343 lr=0.008878 Epoch[021] Batch [2849]/[3760] Speed: 120.700989 samples/sec accuracy=62.600877 loss=1.503521 lr=0.008876 Epoch[021] Batch [2899]/[3760] Speed: 130.509608 samples/sec accuracy=62.565733 loss=1.504239 lr=0.008875 Epoch[021] Batch [2949]/[3760] Speed: 116.917881 samples/sec accuracy=62.551907 loss=1.504990 lr=0.008874 Epoch[021] Batch [2999]/[3760] Speed: 117.488632 samples/sec accuracy=62.541667 loss=1.504987 lr=0.008872 Epoch[021] Batch [3049]/[3760] Speed: 125.390000 samples/sec accuracy=62.550717 loss=1.504486 lr=0.008871 Epoch[021] Batch [3099]/[3760] Speed: 123.340150 samples/sec accuracy=62.552419 loss=1.504448 lr=0.008870 Epoch[021] Batch [3149]/[3760] Speed: 120.793345 samples/sec accuracy=62.546131 loss=1.504978 lr=0.008868 Epoch[021] Batch [3199]/[3760] Speed: 119.283728 samples/sec accuracy=62.548828 loss=1.505756 lr=0.008867 Epoch[021] Batch [3249]/[3760] Speed: 125.519517 samples/sec accuracy=62.542308 loss=1.505782 lr=0.008866 Epoch[021] Batch [3299]/[3760] Speed: 120.348882 samples/sec accuracy=62.530303 loss=1.506443 lr=0.008864 Epoch[021] Batch [3349]/[3760] Speed: 122.871141 samples/sec accuracy=62.511660 loss=1.507665 lr=0.008863 Epoch[021] Batch [3399]/[3760] Speed: 122.715973 samples/sec accuracy=62.483915 loss=1.508389 lr=0.008862 Epoch[021] Batch [3449]/[3760] Speed: 121.311449 samples/sec accuracy=62.475996 loss=1.508736 lr=0.008860 Epoch[021] Batch [3499]/[3760] Speed: 120.540589 samples/sec accuracy=62.481250 loss=1.508889 lr=0.008859 Epoch[021] Batch [3549]/[3760] Speed: 120.217228 samples/sec accuracy=62.464789 loss=1.510178 lr=0.008858 Epoch[021] Batch [3599]/[3760] Speed: 121.903439 samples/sec accuracy=62.445747 loss=1.511020 lr=0.008856 Epoch[021] Batch [3649]/[3760] Speed: 120.776810 samples/sec accuracy=62.455908 loss=1.511131 lr=0.008855 Epoch[021] Batch [3699]/[3760] Speed: 129.322641 samples/sec accuracy=62.438767 loss=1.511939 lr=0.008854 Epoch[021] Batch [3749]/[3760] Speed: 139.082076 samples/sec accuracy=62.427917 loss=1.512590 lr=0.008852 Batch [0049]/[0303]: acc-top1=57.062500 acc-top5=80.500000 Batch [0099]/[0303]: acc-top1=57.828125 acc-top5=81.359375 Batch [0149]/[0303]: acc-top1=58.114583 acc-top5=81.500000 Batch [0199]/[0303]: acc-top1=57.906250 acc-top5=81.132812 Batch [0249]/[0303]: acc-top1=57.931250 acc-top5=81.150000 Batch [0299]/[0303]: acc-top1=57.942708 acc-top5=81.125000 [Epoch 021] training: accuracy=62.428939 loss=1.512662 [Epoch 021] speed: 121 samples/sec time cost: 2172.253707 [Epoch 021] validation: acc-top1=57.962046 acc-top5=81.167492 loss=2.061637 Epoch[022] Batch [0049]/[3760] Speed: 90.265350 samples/sec accuracy=63.812500 loss=1.471433 lr=0.008851 Epoch[022] Batch [0099]/[3760] Speed: 117.298422 samples/sec accuracy=63.734375 loss=1.457834 lr=0.008850 Epoch[022] Batch [0149]/[3760] Speed: 134.402907 samples/sec accuracy=63.812500 loss=1.447311 lr=0.008848 Epoch[022] Batch [0199]/[3760] Speed: 122.834093 samples/sec accuracy=63.750000 loss=1.455119 lr=0.008847 Epoch[022] Batch [0249]/[3760] Speed: 118.887682 samples/sec accuracy=63.712500 loss=1.452957 lr=0.008846 Epoch[022] Batch [0299]/[3760] Speed: 117.113101 samples/sec accuracy=63.625000 loss=1.457186 lr=0.008844 Epoch[022] Batch [0349]/[3760] Speed: 123.993117 samples/sec accuracy=63.772321 loss=1.451006 lr=0.008843 Epoch[022] Batch [0399]/[3760] Speed: 126.674429 samples/sec accuracy=63.718750 loss=1.449088 lr=0.008842 Epoch[022] Batch [0449]/[3760] Speed: 121.760945 samples/sec accuracy=63.850694 loss=1.444677 lr=0.008840 Epoch[022] Batch [0499]/[3760] Speed: 119.454166 samples/sec accuracy=63.828125 loss=1.446629 lr=0.008839 Epoch[022] Batch [0549]/[3760] Speed: 122.326473 samples/sec accuracy=63.784091 loss=1.449815 lr=0.008837 Epoch[022] Batch [0599]/[3760] Speed: 116.359048 samples/sec accuracy=63.901042 loss=1.445249 lr=0.008836 Epoch[022] Batch [0649]/[3760] Speed: 137.274707 samples/sec accuracy=63.848558 loss=1.447627 lr=0.008835 Epoch[022] Batch [0699]/[3760] Speed: 112.576447 samples/sec accuracy=63.832589 loss=1.448139 lr=0.008833 Epoch[022] Batch [0749]/[3760] Speed: 127.656724 samples/sec accuracy=63.695833 loss=1.453468 lr=0.008832 Epoch[022] Batch [0799]/[3760] Speed: 114.938825 samples/sec accuracy=63.572266 loss=1.460757 lr=0.008831 Epoch[022] Batch [0849]/[3760] Speed: 131.261936 samples/sec accuracy=63.562500 loss=1.461248 lr=0.008829 Epoch[022] Batch [0899]/[3760] Speed: 116.715496 samples/sec accuracy=63.517361 loss=1.462948 lr=0.008828 Epoch[022] Batch [0949]/[3760] Speed: 120.169656 samples/sec accuracy=63.541118 loss=1.464970 lr=0.008827 Epoch[022] Batch [0999]/[3760] Speed: 124.082766 samples/sec accuracy=63.540625 loss=1.463422 lr=0.008825 Epoch[022] Batch [1049]/[3760] Speed: 122.840483 samples/sec accuracy=63.483631 loss=1.464404 lr=0.008824 Epoch[022] Batch [1099]/[3760] Speed: 121.253908 samples/sec accuracy=63.498580 loss=1.464586 lr=0.008823 Epoch[022] Batch [1149]/[3760] Speed: 122.644930 samples/sec accuracy=63.486413 loss=1.466626 lr=0.008821 Epoch[022] Batch [1199]/[3760] Speed: 127.956665 samples/sec accuracy=63.429688 loss=1.470102 lr=0.008820 Epoch[022] Batch [1249]/[3760] Speed: 120.055215 samples/sec accuracy=63.406250 loss=1.470032 lr=0.008819 Epoch[022] Batch [1299]/[3760] Speed: 125.773389 samples/sec accuracy=63.430288 loss=1.470135 lr=0.008817 Epoch[022] Batch [1349]/[3760] Speed: 110.998293 samples/sec accuracy=63.410880 loss=1.470846 lr=0.008816 Epoch[022] Batch [1399]/[3760] Speed: 129.504736 samples/sec accuracy=63.431920 loss=1.470203 lr=0.008815 Epoch[022] Batch [1449]/[3760] Speed: 120.477745 samples/sec accuracy=63.429957 loss=1.470901 lr=0.008813 Epoch[022] Batch [1499]/[3760] Speed: 123.520231 samples/sec accuracy=63.380208 loss=1.471926 lr=0.008812 Epoch[022] Batch [1549]/[3760] Speed: 122.370012 samples/sec accuracy=63.358871 loss=1.472540 lr=0.008811 Epoch[022] Batch [1599]/[3760] Speed: 120.144841 samples/sec accuracy=63.375977 loss=1.472742 lr=0.008809 Epoch[022] Batch [1649]/[3760] Speed: 111.483523 samples/sec accuracy=63.334280 loss=1.473558 lr=0.008808 Epoch[022] Batch [1699]/[3760] Speed: 131.876949 samples/sec accuracy=63.356618 loss=1.473321 lr=0.008807 Epoch[022] Batch [1749]/[3760] Speed: 116.721310 samples/sec accuracy=63.312500 loss=1.474727 lr=0.008805 Epoch[022] Batch [1799]/[3760] Speed: 125.138954 samples/sec accuracy=63.314236 loss=1.476077 lr=0.008804 Epoch[022] Batch [1849]/[3760] Speed: 117.395312 samples/sec accuracy=63.274493 loss=1.477018 lr=0.008802 Epoch[022] Batch [1899]/[3760] Speed: 129.345247 samples/sec accuracy=63.246711 loss=1.478586 lr=0.008801 Epoch[022] Batch [1949]/[3760] Speed: 116.723739 samples/sec accuracy=63.230769 loss=1.479555 lr=0.008800 Epoch[022] Batch [1999]/[3760] Speed: 126.351408 samples/sec accuracy=63.209375 loss=1.480310 lr=0.008798 Epoch[022] Batch [2049]/[3760] Speed: 123.529982 samples/sec accuracy=63.177591 loss=1.481584 lr=0.008797 Epoch[022] Batch [2099]/[3760] Speed: 125.851936 samples/sec accuracy=63.170387 loss=1.482364 lr=0.008796 Epoch[022] Batch [2149]/[3760] Speed: 117.873840 samples/sec accuracy=63.165698 loss=1.482531 lr=0.008794 Epoch[022] Batch [2199]/[3760] Speed: 122.126507 samples/sec accuracy=63.158381 loss=1.482529 lr=0.008793 Epoch[022] Batch [2249]/[3760] Speed: 124.814019 samples/sec accuracy=63.138194 loss=1.483485 lr=0.008792 Epoch[022] Batch [2299]/[3760] Speed: 115.893446 samples/sec accuracy=63.153533 loss=1.483594 lr=0.008790 Epoch[022] Batch [2349]/[3760] Speed: 131.778169 samples/sec accuracy=63.160239 loss=1.482628 lr=0.008789 Epoch[022] Batch [2399]/[3760] Speed: 114.283715 samples/sec accuracy=63.172526 loss=1.482664 lr=0.008787 Epoch[022] Batch [2449]/[3760] Speed: 129.236572 samples/sec accuracy=63.140306 loss=1.483416 lr=0.008786 Epoch[022] Batch [2499]/[3760] Speed: 114.239784 samples/sec accuracy=63.103750 loss=1.485726 lr=0.008785 Epoch[022] Batch [2549]/[3760] Speed: 126.216940 samples/sec accuracy=63.096201 loss=1.485754 lr=0.008783 Epoch[022] Batch [2599]/[3760] Speed: 115.668003 samples/sec accuracy=63.093149 loss=1.485748 lr=0.008782 Epoch[022] Batch [2649]/[3760] Speed: 127.057016 samples/sec accuracy=63.099057 loss=1.485964 lr=0.008781 Epoch[022] Batch [2699]/[3760] Speed: 119.299664 samples/sec accuracy=63.062500 loss=1.486663 lr=0.008779 Epoch[022] Batch [2749]/[3760] Speed: 125.869258 samples/sec accuracy=63.046023 loss=1.487530 lr=0.008778 Epoch[022] Batch [2799]/[3760] Speed: 125.133438 samples/sec accuracy=63.026786 loss=1.488035 lr=0.008777 Epoch[022] Batch [2849]/[3760] Speed: 117.479565 samples/sec accuracy=63.014254 loss=1.488216 lr=0.008775 Epoch[022] Batch [2899]/[3760] Speed: 126.629427 samples/sec accuracy=63.005927 loss=1.488246 lr=0.008774 Epoch[022] Batch [2949]/[3760] Speed: 116.037644 samples/sec accuracy=62.974047 loss=1.488842 lr=0.008772 Epoch[022] Batch [2999]/[3760] Speed: 129.178983 samples/sec accuracy=62.953125 loss=1.489830 lr=0.008771 Epoch[022] Batch [3049]/[3760] Speed: 116.955241 samples/sec accuracy=62.937500 loss=1.490348 lr=0.008770 Epoch[022] Batch [3099]/[3760] Speed: 127.959522 samples/sec accuracy=62.943044 loss=1.489611 lr=0.008768 Epoch[022] Batch [3149]/[3760] Speed: 119.373318 samples/sec accuracy=62.922123 loss=1.490909 lr=0.008767 Epoch[022] Batch [3199]/[3760] Speed: 121.390450 samples/sec accuracy=62.933105 loss=1.491260 lr=0.008766 Epoch[022] Batch [3249]/[3760] Speed: 123.599933 samples/sec accuracy=62.941346 loss=1.491961 lr=0.008764 Epoch[022] Batch [3299]/[3760] Speed: 120.950398 samples/sec accuracy=62.936553 loss=1.492112 lr=0.008763 Epoch[022] Batch [3349]/[3760] Speed: 121.813182 samples/sec accuracy=62.929104 loss=1.492680 lr=0.008761 Epoch[022] Batch [3399]/[3760] Speed: 117.171616 samples/sec accuracy=62.910846 loss=1.493599 lr=0.008760 Epoch[022] Batch [3449]/[3760] Speed: 121.460328 samples/sec accuracy=62.886775 loss=1.494662 lr=0.008759 Epoch[022] Batch [3499]/[3760] Speed: 125.718279 samples/sec accuracy=62.877679 loss=1.495134 lr=0.008757 Epoch[022] Batch [3549]/[3760] Speed: 121.957306 samples/sec accuracy=62.857394 loss=1.496248 lr=0.008756 Epoch[022] Batch [3599]/[3760] Speed: 121.172318 samples/sec accuracy=62.848958 loss=1.496385 lr=0.008755 Epoch[022] Batch [3649]/[3760] Speed: 122.863688 samples/sec accuracy=62.845462 loss=1.496904 lr=0.008753 Epoch[022] Batch [3699]/[3760] Speed: 121.528307 samples/sec accuracy=62.816723 loss=1.498019 lr=0.008752 Epoch[022] Batch [3749]/[3760] Speed: 137.638358 samples/sec accuracy=62.810000 loss=1.498237 lr=0.008750 Batch [0049]/[0303]: acc-top1=58.843750 acc-top5=81.562500 Batch [0099]/[0303]: acc-top1=59.187500 acc-top5=82.046875 Batch [0149]/[0303]: acc-top1=59.052083 acc-top5=82.020833 Batch [0199]/[0303]: acc-top1=58.546875 acc-top5=81.453125 Batch [0249]/[0303]: acc-top1=58.431250 acc-top5=81.456250 Batch [0299]/[0303]: acc-top1=58.432292 acc-top5=81.437500 [Epoch 022] training: accuracy=62.808760 loss=1.498303 [Epoch 022] speed: 121 samples/sec time cost: 2170.321284 [Epoch 022] validation: acc-top1=58.431312 acc-top5=81.435644 loss=2.013055 Epoch[023] Batch [0049]/[3759] Speed: 89.759746 samples/sec accuracy=64.906250 loss=1.439604 lr=0.008749 Epoch[023] Batch [0099]/[3759] Speed: 112.681287 samples/sec accuracy=64.484375 loss=1.428040 lr=0.008747 Epoch[023] Batch [0149]/[3759] Speed: 131.204270 samples/sec accuracy=64.458333 loss=1.421170 lr=0.008746 Epoch[023] Batch [0199]/[3759] Speed: 114.455966 samples/sec accuracy=64.203125 loss=1.429183 lr=0.008745 Epoch[023] Batch [0249]/[3759] Speed: 135.900504 samples/sec accuracy=64.243750 loss=1.430121 lr=0.008743 Epoch[023] Batch [0299]/[3759] Speed: 114.106411 samples/sec accuracy=64.234375 loss=1.431436 lr=0.008742 Epoch[023] Batch [0349]/[3759] Speed: 130.291182 samples/sec accuracy=64.089286 loss=1.433071 lr=0.008740 Epoch[023] Batch [0399]/[3759] Speed: 119.313172 samples/sec accuracy=64.164062 loss=1.428162 lr=0.008739 Epoch[023] Batch [0449]/[3759] Speed: 117.458866 samples/sec accuracy=64.065972 loss=1.433838 lr=0.008738 Epoch[023] Batch [0499]/[3759] Speed: 123.891825 samples/sec accuracy=63.971875 loss=1.436834 lr=0.008736 Epoch[023] Batch [0549]/[3759] Speed: 116.601870 samples/sec accuracy=64.039773 loss=1.436260 lr=0.008735 Epoch[023] Batch [0599]/[3759] Speed: 128.394319 samples/sec accuracy=64.130208 loss=1.434043 lr=0.008734 Epoch[023] Batch [0649]/[3759] Speed: 115.064189 samples/sec accuracy=64.024038 loss=1.437279 lr=0.008732 Epoch[023] Batch [0699]/[3759] Speed: 129.020280 samples/sec accuracy=64.098214 loss=1.434798 lr=0.008731 Epoch[023] Batch [0749]/[3759] Speed: 117.020383 samples/sec accuracy=64.064583 loss=1.436935 lr=0.008729 Epoch[023] Batch [0799]/[3759] Speed: 121.677229 samples/sec accuracy=64.076172 loss=1.438247 lr=0.008728 Epoch[023] Batch [0849]/[3759] Speed: 121.322553 samples/sec accuracy=64.086397 loss=1.439033 lr=0.008727 Epoch[023] Batch [0899]/[3759] Speed: 125.350714 samples/sec accuracy=64.034722 loss=1.442717 lr=0.008725 Epoch[023] Batch [0949]/[3759] Speed: 117.247005 samples/sec accuracy=64.021382 loss=1.442606 lr=0.008724 Epoch[023] Batch [0999]/[3759] Speed: 125.406400 samples/sec accuracy=63.945312 loss=1.447767 lr=0.008722 Epoch[023] Batch [1049]/[3759] Speed: 121.531154 samples/sec accuracy=63.882440 loss=1.447963 lr=0.008721 Epoch[023] Batch [1099]/[3759] Speed: 123.052857 samples/sec accuracy=63.906250 loss=1.449087 lr=0.008720 Epoch[023] Batch [1149]/[3759] Speed: 118.798151 samples/sec accuracy=63.917120 loss=1.447713 lr=0.008718 Epoch[023] Batch [1199]/[3759] Speed: 129.870640 samples/sec accuracy=63.880208 loss=1.450419 lr=0.008717 Epoch[023] Batch [1249]/[3759] Speed: 112.101574 samples/sec accuracy=63.913750 loss=1.449151 lr=0.008715 Epoch[023] Batch [1299]/[3759] Speed: 128.697453 samples/sec accuracy=63.889423 loss=1.450479 lr=0.008714 Epoch[023] Batch [1349]/[3759] Speed: 118.144199 samples/sec accuracy=63.910880 loss=1.450274 lr=0.008713 Epoch[023] Batch [1399]/[3759] Speed: 127.013570 samples/sec accuracy=63.866071 loss=1.451529 lr=0.008711 Epoch[023] Batch [1449]/[3759] Speed: 119.075960 samples/sec accuracy=63.806034 loss=1.454012 lr=0.008710 Epoch[023] Batch [1499]/[3759] Speed: 119.326526 samples/sec accuracy=63.810417 loss=1.452626 lr=0.008708 Epoch[023] Batch [1549]/[3759] Speed: 123.744108 samples/sec accuracy=63.807460 loss=1.452573 lr=0.008707 Epoch[023] Batch [1599]/[3759] Speed: 115.998583 samples/sec accuracy=63.737305 loss=1.455163 lr=0.008706 Epoch[023] Batch [1649]/[3759] Speed: 127.046806 samples/sec accuracy=63.764205 loss=1.453941 lr=0.008704 Epoch[023] Batch [1699]/[3759] Speed: 120.380167 samples/sec accuracy=63.782169 loss=1.455405 lr=0.008703 Epoch[023] Batch [1749]/[3759] Speed: 123.715729 samples/sec accuracy=63.722321 loss=1.457844 lr=0.008701 Epoch[023] Batch [1799]/[3759] Speed: 121.407647 samples/sec accuracy=63.684028 loss=1.459451 lr=0.008700 Epoch[023] Batch [1849]/[3759] Speed: 126.771853 samples/sec accuracy=63.617399 loss=1.462268 lr=0.008699 Epoch[023] Batch [1899]/[3759] Speed: 119.763474 samples/sec accuracy=63.597862 loss=1.462276 lr=0.008697 Epoch[023] Batch [1949]/[3759] Speed: 122.577956 samples/sec accuracy=63.580128 loss=1.463312 lr=0.008696 Epoch[023] Batch [1999]/[3759] Speed: 122.275238 samples/sec accuracy=63.596875 loss=1.462102 lr=0.008694 Epoch[023] Batch [2049]/[3759] Speed: 121.793539 samples/sec accuracy=63.568598 loss=1.462506 lr=0.008693 Epoch[023] Batch [2099]/[3759] Speed: 121.981545 samples/sec accuracy=63.550595 loss=1.463949 lr=0.008692 Epoch[023] Batch [2149]/[3759] Speed: 121.366120 samples/sec accuracy=63.494186 loss=1.465164 lr=0.008690 Epoch[023] Batch [2199]/[3759] Speed: 122.322481 samples/sec accuracy=63.506392 loss=1.465388 lr=0.008689 Epoch[023] Batch [2249]/[3759] Speed: 121.584548 samples/sec accuracy=63.532639 loss=1.465378 lr=0.008687 Epoch[023] Batch [2299]/[3759] Speed: 116.739176 samples/sec accuracy=63.500000 loss=1.466368 lr=0.008686 Epoch[023] Batch [2349]/[3759] Speed: 129.915077 samples/sec accuracy=63.469415 loss=1.467669 lr=0.008684 Epoch[023] Batch [2399]/[3759] Speed: 120.106483 samples/sec accuracy=63.457682 loss=1.468275 lr=0.008683 Epoch[023] Batch [2449]/[3759] Speed: 119.104847 samples/sec accuracy=63.453444 loss=1.468844 lr=0.008682 Epoch[023] Batch [2499]/[3759] Speed: 133.882383 samples/sec accuracy=63.446875 loss=1.469395 lr=0.008680 Epoch[023] Batch [2549]/[3759] Speed: 111.785261 samples/sec accuracy=63.424020 loss=1.469961 lr=0.008679 Epoch[023] Batch [2599]/[3759] Speed: 125.295058 samples/sec accuracy=63.407452 loss=1.470903 lr=0.008677 Epoch[023] Batch [2649]/[3759] Speed: 117.862925 samples/sec accuracy=63.422170 loss=1.470086 lr=0.008676 Epoch[023] Batch [2699]/[3759] Speed: 126.176729 samples/sec accuracy=63.407986 loss=1.470253 lr=0.008675 Epoch[023] Batch [2749]/[3759] Speed: 120.380822 samples/sec accuracy=63.396591 loss=1.470566 lr=0.008673 Epoch[023] Batch [2799]/[3759] Speed: 129.669538 samples/sec accuracy=63.396205 loss=1.471083 lr=0.008672 Epoch[023] Batch [2849]/[3759] Speed: 115.854073 samples/sec accuracy=63.394189 loss=1.470980 lr=0.008670 Epoch[023] Batch [2899]/[3759] Speed: 127.222379 samples/sec accuracy=63.366918 loss=1.471934 lr=0.008669 Epoch[023] Batch [2949]/[3759] Speed: 114.832002 samples/sec accuracy=63.361758 loss=1.472390 lr=0.008667 Epoch[023] Batch [2999]/[3759] Speed: 133.371259 samples/sec accuracy=63.358333 loss=1.472846 lr=0.008666 Epoch[023] Batch [3049]/[3759] Speed: 113.453882 samples/sec accuracy=63.369877 loss=1.472210 lr=0.008665 Epoch[023] Batch [3099]/[3759] Speed: 120.944189 samples/sec accuracy=63.351815 loss=1.473156 lr=0.008663 Epoch[023] Batch [3149]/[3759] Speed: 123.110289 samples/sec accuracy=63.338294 loss=1.474023 lr=0.008662 Epoch[023] Batch [3199]/[3759] Speed: 121.558241 samples/sec accuracy=63.331055 loss=1.474565 lr=0.008660 Epoch[023] Batch [3249]/[3759] Speed: 121.422420 samples/sec accuracy=63.323077 loss=1.475407 lr=0.008659 Epoch[023] Batch [3299]/[3759] Speed: 125.273370 samples/sec accuracy=63.304924 loss=1.475997 lr=0.008658 Epoch[023] Batch [3349]/[3759] Speed: 120.032141 samples/sec accuracy=63.304104 loss=1.475647 lr=0.008656 Epoch[023] Batch [3399]/[3759] Speed: 123.878954 samples/sec accuracy=63.279412 loss=1.476455 lr=0.008655 Epoch[023] Batch [3449]/[3759] Speed: 118.548070 samples/sec accuracy=63.269475 loss=1.476413 lr=0.008653 Epoch[023] Batch [3499]/[3759] Speed: 121.769690 samples/sec accuracy=63.246429 loss=1.477853 lr=0.008652 Epoch[023] Batch [3549]/[3759] Speed: 125.062652 samples/sec accuracy=63.241197 loss=1.478249 lr=0.008650 Epoch[023] Batch [3599]/[3759] Speed: 115.874773 samples/sec accuracy=63.230469 loss=1.478775 lr=0.008649 Epoch[023] Batch [3649]/[3759] Speed: 130.041205 samples/sec accuracy=63.230308 loss=1.479185 lr=0.008648 Epoch[023] Batch [3699]/[3759] Speed: 116.728636 samples/sec accuracy=63.246199 loss=1.479274 lr=0.008646 Epoch[023] Batch [3749]/[3759] Speed: 145.917320 samples/sec accuracy=63.236667 loss=1.479953 lr=0.008645 Batch [0049]/[0303]: acc-top1=58.250000 acc-top5=81.593750 Batch [0099]/[0303]: acc-top1=58.765625 acc-top5=81.640625 Batch [0149]/[0303]: acc-top1=58.895833 acc-top5=81.708333 Batch [0199]/[0303]: acc-top1=58.250000 acc-top5=81.281250 Batch [0249]/[0303]: acc-top1=58.168750 acc-top5=81.131250 Batch [0299]/[0303]: acc-top1=58.161458 acc-top5=81.145833 [Epoch 023] training: accuracy=63.242801 loss=1.479950 [Epoch 023] speed: 121 samples/sec time cost: 2173.501670 [Epoch 023] validation: acc-top1=58.168317 acc-top5=81.172649 loss=2.069484 Epoch[024] Batch [0049]/[3760] Speed: 90.561617 samples/sec accuracy=64.812500 loss=1.414276 lr=0.008643 Epoch[024] Batch [0099]/[3760] Speed: 117.108289 samples/sec accuracy=64.890625 loss=1.411556 lr=0.008642 Epoch[024] Batch [0149]/[3760] Speed: 125.216653 samples/sec accuracy=64.864583 loss=1.418752 lr=0.008640 Epoch[024] Batch [0199]/[3760] Speed: 117.004190 samples/sec accuracy=65.109375 loss=1.400590 lr=0.008639 Epoch[024] Batch [0249]/[3760] Speed: 125.088309 samples/sec accuracy=65.181250 loss=1.400955 lr=0.008637 Epoch[024] Batch [0299]/[3760] Speed: 122.401620 samples/sec accuracy=64.994792 loss=1.403507 lr=0.008636 Epoch[024] Batch [0349]/[3760] Speed: 117.533926 samples/sec accuracy=65.062500 loss=1.402941 lr=0.008634 Epoch[024] Batch [0399]/[3760] Speed: 125.933239 samples/sec accuracy=64.929688 loss=1.408042 lr=0.008633 Epoch[024] Batch [0449]/[3760] Speed: 117.630149 samples/sec accuracy=64.986111 loss=1.408615 lr=0.008632 Epoch[024] Batch [0499]/[3760] Speed: 131.407599 samples/sec accuracy=65.025000 loss=1.405514 lr=0.008630 Epoch[024] Batch [0549]/[3760] Speed: 113.832184 samples/sec accuracy=64.948864 loss=1.406362 lr=0.008629 Epoch[024] Batch [0599]/[3760] Speed: 125.650473 samples/sec accuracy=64.890625 loss=1.409313 lr=0.008627 Epoch[024] Batch [0649]/[3760] Speed: 119.089068 samples/sec accuracy=64.783654 loss=1.412277 lr=0.008626 Epoch[024] Batch [0699]/[3760] Speed: 120.694122 samples/sec accuracy=64.707589 loss=1.412715 lr=0.008624 Epoch[024] Batch [0749]/[3760] Speed: 120.269584 samples/sec accuracy=64.525000 loss=1.418692 lr=0.008623 Epoch[024] Batch [0799]/[3760] Speed: 127.122374 samples/sec accuracy=64.402344 loss=1.423152 lr=0.008621 Epoch[024] Batch [0849]/[3760] Speed: 120.622142 samples/sec accuracy=64.382353 loss=1.426895 lr=0.008620 Epoch[024] Batch [0899]/[3760] Speed: 126.052162 samples/sec accuracy=64.352431 loss=1.427504 lr=0.008619 Epoch[024] Batch [0949]/[3760] Speed: 117.277599 samples/sec accuracy=64.327303 loss=1.429467 lr=0.008617 Epoch[024] Batch [0999]/[3760] Speed: 123.310911 samples/sec accuracy=64.262500 loss=1.431357 lr=0.008616 Epoch[024] Batch [1049]/[3760] Speed: 125.191883 samples/sec accuracy=64.272321 loss=1.430935 lr=0.008614 Epoch[024] Batch [1099]/[3760] Speed: 121.805821 samples/sec accuracy=64.295455 loss=1.429792 lr=0.008613 Epoch[024] Batch [1149]/[3760] Speed: 117.337409 samples/sec accuracy=64.236413 loss=1.432465 lr=0.008611 Epoch[024] Batch [1199]/[3760] Speed: 125.700088 samples/sec accuracy=64.238281 loss=1.432980 lr=0.008610 Epoch[024] Batch [1249]/[3760] Speed: 120.070115 samples/sec accuracy=64.245000 loss=1.432796 lr=0.008608 Epoch[024] Batch [1299]/[3760] Speed: 125.111219 samples/sec accuracy=64.193510 loss=1.433960 lr=0.008607 Epoch[024] Batch [1349]/[3760] Speed: 119.195024 samples/sec accuracy=64.204861 loss=1.434463 lr=0.008606 Epoch[024] Batch [1399]/[3760] Speed: 125.832214 samples/sec accuracy=64.198661 loss=1.435188 lr=0.008604 Epoch[024] Batch [1449]/[3760] Speed: 119.208238 samples/sec accuracy=64.219828 loss=1.434986 lr=0.008603 Epoch[024] Batch [1499]/[3760] Speed: 122.811070 samples/sec accuracy=64.191667 loss=1.435667 lr=0.008601 Epoch[024] Batch [1549]/[3760] Speed: 122.031752 samples/sec accuracy=64.149194 loss=1.437547 lr=0.008600 Epoch[024] Batch [1599]/[3760] Speed: 120.698526 samples/sec accuracy=64.130859 loss=1.437766 lr=0.008598 Epoch[024] Batch [1649]/[3760] Speed: 121.166755 samples/sec accuracy=64.067235 loss=1.438858 lr=0.008597 Epoch[024] Batch [1699]/[3760] Speed: 122.374374 samples/sec accuracy=64.061581 loss=1.438835 lr=0.008595 Epoch[024] Batch [1749]/[3760] Speed: 120.235163 samples/sec accuracy=64.073214 loss=1.439116 lr=0.008594 Epoch[024] Batch [1799]/[3760] Speed: 122.486841 samples/sec accuracy=64.074653 loss=1.439737 lr=0.008592 Epoch[024] Batch [1849]/[3760] Speed: 121.003770 samples/sec accuracy=64.074324 loss=1.439527 lr=0.008591 Epoch[024] Batch [1899]/[3760] Speed: 125.396474 samples/sec accuracy=64.069079 loss=1.439720 lr=0.008590 Epoch[024] Batch [1949]/[3760] Speed: 117.827774 samples/sec accuracy=64.045673 loss=1.440169 lr=0.008588 Epoch[024] Batch [1999]/[3760] Speed: 125.344881 samples/sec accuracy=64.003906 loss=1.441527 lr=0.008587 Epoch[024] Batch [2049]/[3760] Speed: 121.872267 samples/sec accuracy=64.032012 loss=1.441711 lr=0.008585 Epoch[024] Batch [2099]/[3760] Speed: 116.198681 samples/sec accuracy=64.026786 loss=1.441383 lr=0.008584 Epoch[024] Batch [2149]/[3760] Speed: 133.810388 samples/sec accuracy=63.989099 loss=1.442738 lr=0.008582 Epoch[024] Batch [2199]/[3760] Speed: 112.871095 samples/sec accuracy=63.968040 loss=1.442843 lr=0.008581 Epoch[024] Batch [2249]/[3760] Speed: 128.846537 samples/sec accuracy=63.968056 loss=1.443375 lr=0.008579 Epoch[024] Batch [2299]/[3760] Speed: 119.543398 samples/sec accuracy=63.918478 loss=1.444498 lr=0.008578 Epoch[024] Batch [2349]/[3760] Speed: 123.676996 samples/sec accuracy=63.876330 loss=1.446109 lr=0.008576 Epoch[024] Batch [2399]/[3760] Speed: 121.343614 samples/sec accuracy=63.838542 loss=1.447941 lr=0.008575 Epoch[024] Batch [2449]/[3760] Speed: 121.618090 samples/sec accuracy=63.842474 loss=1.447300 lr=0.008574 Epoch[024] Batch [2499]/[3760] Speed: 124.330730 samples/sec accuracy=63.836875 loss=1.447459 lr=0.008572 Epoch[024] Batch [2549]/[3760] Speed: 119.534711 samples/sec accuracy=63.827206 loss=1.448243 lr=0.008571 Epoch[024] Batch [2599]/[3760] Speed: 126.564311 samples/sec accuracy=63.828726 loss=1.447477 lr=0.008569 Epoch[024] Batch [2649]/[3760] Speed: 116.720301 samples/sec accuracy=63.798349 loss=1.449137 lr=0.008568 Epoch[024] Batch [2699]/[3760] Speed: 123.749290 samples/sec accuracy=63.782986 loss=1.449544 lr=0.008566 Epoch[024] Batch [2749]/[3760] Speed: 124.376741 samples/sec accuracy=63.772727 loss=1.450649 lr=0.008565 Epoch[024] Batch [2799]/[3760] Speed: 121.435547 samples/sec accuracy=63.764509 loss=1.451481 lr=0.008563 Epoch[024] Batch [2849]/[3760] Speed: 122.461918 samples/sec accuracy=63.709978 loss=1.453493 lr=0.008562 Epoch[024] Batch [2899]/[3760] Speed: 123.128286 samples/sec accuracy=63.670797 loss=1.455117 lr=0.008560 Epoch[024] Batch [2949]/[3760] Speed: 125.435571 samples/sec accuracy=63.675318 loss=1.455242 lr=0.008559 Epoch[024] Batch [2999]/[3760] Speed: 116.292801 samples/sec accuracy=63.651563 loss=1.456507 lr=0.008557 Epoch[024] Batch [3049]/[3760] Speed: 126.751388 samples/sec accuracy=63.633197 loss=1.457930 lr=0.008556 Epoch[024] Batch [3099]/[3760] Speed: 121.429017 samples/sec accuracy=63.604839 loss=1.459266 lr=0.008555 Epoch[024] Batch [3149]/[3760] Speed: 121.704064 samples/sec accuracy=63.599206 loss=1.459628 lr=0.008553 Epoch[024] Batch [3199]/[3760] Speed: 118.380501 samples/sec accuracy=63.616699 loss=1.459732 lr=0.008552 Epoch[024] Batch [3249]/[3760] Speed: 126.519429 samples/sec accuracy=63.614423 loss=1.460388 lr=0.008550 Epoch[024] Batch [3299]/[3760] Speed: 114.737772 samples/sec accuracy=63.614110 loss=1.460656 lr=0.008549 Epoch[024] Batch [3349]/[3760] Speed: 128.591261 samples/sec accuracy=63.607743 loss=1.461184 lr=0.008547 Epoch[024] Batch [3399]/[3760] Speed: 116.120018 samples/sec accuracy=63.584559 loss=1.461903 lr=0.008546 Epoch[024] Batch [3449]/[3760] Speed: 122.244282 samples/sec accuracy=63.565670 loss=1.462365 lr=0.008544 Epoch[024] Batch [3499]/[3760] Speed: 121.256782 samples/sec accuracy=63.557589 loss=1.462799 lr=0.008543 Epoch[024] Batch [3549]/[3760] Speed: 121.196186 samples/sec accuracy=63.571743 loss=1.462738 lr=0.008541 Epoch[024] Batch [3599]/[3760] Speed: 122.688292 samples/sec accuracy=63.569444 loss=1.463017 lr=0.008540 Epoch[024] Batch [3649]/[3760] Speed: 125.748293 samples/sec accuracy=63.565068 loss=1.463685 lr=0.008538 Epoch[024] Batch [3699]/[3760] Speed: 120.348760 samples/sec accuracy=63.550676 loss=1.464020 lr=0.008537 Epoch[024] Batch [3749]/[3760] Speed: 137.642760 samples/sec accuracy=63.554583 loss=1.464304 lr=0.008535 Batch [0049]/[0303]: acc-top1=57.656250 acc-top5=81.968750 Batch [0099]/[0303]: acc-top1=58.796875 acc-top5=82.265625 Batch [0149]/[0303]: acc-top1=58.656250 acc-top5=82.177083 Batch [0199]/[0303]: acc-top1=58.203125 acc-top5=81.750000 Batch [0249]/[0303]: acc-top1=58.362500 acc-top5=81.743750 Batch [0299]/[0303]: acc-top1=58.364583 acc-top5=81.692708 [Epoch 024] training: accuracy=63.557181 loss=1.464595 [Epoch 024] speed: 121 samples/sec time cost: 2171.155040 [Epoch 024] validation: acc-top1=58.395215 acc-top5=81.734736 loss=2.038433 Epoch[025] Batch [0049]/[3760] Speed: 89.968942 samples/sec accuracy=64.281250 loss=1.429524 lr=0.008534 Epoch[025] Batch [0099]/[3760] Speed: 118.417024 samples/sec accuracy=64.968750 loss=1.417331 lr=0.008532 Epoch[025] Batch [0149]/[3760] Speed: 118.678879 samples/sec accuracy=64.489583 loss=1.406162 lr=0.008531 Epoch[025] Batch [0199]/[3760] Speed: 130.804509 samples/sec accuracy=64.210938 loss=1.412666 lr=0.008529 Epoch[025] Batch [0249]/[3760] Speed: 116.012379 samples/sec accuracy=64.281250 loss=1.417075 lr=0.008528 Epoch[025] Batch [0299]/[3760] Speed: 131.052709 samples/sec accuracy=64.187500 loss=1.422395 lr=0.008526 Epoch[025] Batch [0349]/[3760] Speed: 114.876371 samples/sec accuracy=64.325893 loss=1.418376 lr=0.008525 Epoch[025] Batch [0399]/[3760] Speed: 134.331726 samples/sec accuracy=64.425781 loss=1.416236 lr=0.008523 Epoch[025] Batch [0449]/[3760] Speed: 107.935495 samples/sec accuracy=64.392361 loss=1.420085 lr=0.008522 Epoch[025] Batch [0499]/[3760] Speed: 135.268687 samples/sec accuracy=64.393750 loss=1.420162 lr=0.008520 Epoch[025] Batch [0549]/[3760] Speed: 109.335349 samples/sec accuracy=64.403409 loss=1.422719 lr=0.008519 Epoch[025] Batch [0599]/[3760] Speed: 136.829555 samples/sec accuracy=64.406250 loss=1.423793 lr=0.008517 Epoch[025] Batch [0649]/[3760] Speed: 108.288216 samples/sec accuracy=64.411058 loss=1.421972 lr=0.008516 Epoch[025] Batch [0699]/[3760] Speed: 141.658121 samples/sec accuracy=64.448661 loss=1.420196 lr=0.008514 Epoch[025] Batch [0749]/[3760] Speed: 112.471908 samples/sec accuracy=64.420833 loss=1.421653 lr=0.008513 Epoch[025] Batch [0799]/[3760] Speed: 127.469573 samples/sec accuracy=64.419922 loss=1.422106 lr=0.008511 Epoch[025] Batch [0849]/[3760] Speed: 111.719235 samples/sec accuracy=64.270221 loss=1.424626 lr=0.008510 Epoch[025] Batch [0899]/[3760] Speed: 141.191388 samples/sec accuracy=64.232639 loss=1.426254 lr=0.008508 Epoch[025] Batch [0949]/[3760] Speed: 110.596677 samples/sec accuracy=64.309211 loss=1.424896 lr=0.008507 Epoch[025] Batch [0999]/[3760] Speed: 130.447389 samples/sec accuracy=64.346875 loss=1.424600 lr=0.008505 Epoch[025] Batch [1049]/[3760] Speed: 118.280254 samples/sec accuracy=64.272321 loss=1.425474 lr=0.008504 Epoch[025] Batch [1099]/[3760] Speed: 126.995022 samples/sec accuracy=64.211648 loss=1.428772 lr=0.008502 Epoch[025] Batch [1149]/[3760] Speed: 115.732318 samples/sec accuracy=64.148098 loss=1.431049 lr=0.008501 Epoch[025] Batch [1199]/[3760] Speed: 122.606943 samples/sec accuracy=64.156250 loss=1.431591 lr=0.008499 Epoch[025] Batch [1249]/[3760] Speed: 120.616828 samples/sec accuracy=64.143750 loss=1.431992 lr=0.008498 Epoch[025] Batch [1299]/[3760] Speed: 124.743877 samples/sec accuracy=64.167067 loss=1.432146 lr=0.008496 Epoch[025] Batch [1349]/[3760] Speed: 123.874580 samples/sec accuracy=64.119213 loss=1.432839 lr=0.008495 Epoch[025] Batch [1399]/[3760] Speed: 119.051112 samples/sec accuracy=64.127232 loss=1.431749 lr=0.008493 Epoch[025] Batch [1449]/[3760] Speed: 129.952103 samples/sec accuracy=64.136853 loss=1.431312 lr=0.008492 Epoch[025] Batch [1499]/[3760] Speed: 114.056470 samples/sec accuracy=64.100000 loss=1.432844 lr=0.008490 Epoch[025] Batch [1549]/[3760] Speed: 127.633156 samples/sec accuracy=64.167339 loss=1.431444 lr=0.008489 Epoch[025] Batch [1599]/[3760] Speed: 116.067101 samples/sec accuracy=64.193359 loss=1.430357 lr=0.008487 Epoch[025] Batch [1649]/[3760] Speed: 125.502428 samples/sec accuracy=64.156250 loss=1.432057 lr=0.008486 Epoch[025] Batch [1699]/[3760] Speed: 115.734641 samples/sec accuracy=64.136029 loss=1.432551 lr=0.008484 Epoch[025] Batch [1749]/[3760] Speed: 132.452881 samples/sec accuracy=64.134821 loss=1.432953 lr=0.008483 Epoch[025] Batch [1799]/[3760] Speed: 114.212301 samples/sec accuracy=64.170139 loss=1.432312 lr=0.008481 Epoch[025] Batch [1849]/[3760] Speed: 124.634089 samples/sec accuracy=64.130912 loss=1.433516 lr=0.008480 Epoch[025] Batch [1899]/[3760] Speed: 118.897884 samples/sec accuracy=64.119243 loss=1.434426 lr=0.008478 Epoch[025] Batch [1949]/[3760] Speed: 122.125571 samples/sec accuracy=64.145833 loss=1.433453 lr=0.008477 Epoch[025] Batch [1999]/[3760] Speed: 128.443053 samples/sec accuracy=64.135156 loss=1.433571 lr=0.008475 Epoch[025] Batch [2049]/[3760] Speed: 115.104292 samples/sec accuracy=64.131860 loss=1.433908 lr=0.008474 Epoch[025] Batch [2099]/[3760] Speed: 125.308084 samples/sec accuracy=64.141369 loss=1.433085 lr=0.008472 Epoch[025] Batch [2149]/[3760] Speed: 124.638188 samples/sec accuracy=64.109012 loss=1.434046 lr=0.008471 Epoch[025] Batch [2199]/[3760] Speed: 117.829107 samples/sec accuracy=64.110085 loss=1.434073 lr=0.008469 Epoch[025] Batch [2249]/[3760] Speed: 125.875214 samples/sec accuracy=64.096528 loss=1.435890 lr=0.008468 Epoch[025] Batch [2299]/[3760] Speed: 115.937771 samples/sec accuracy=64.113451 loss=1.435586 lr=0.008466 Epoch[025] Batch [2349]/[3760] Speed: 126.735251 samples/sec accuracy=64.104388 loss=1.435903 lr=0.008465 Epoch[025] Batch [2399]/[3760] Speed: 119.389642 samples/sec accuracy=64.072917 loss=1.436481 lr=0.008463 Epoch[025] Batch [2449]/[3760] Speed: 118.883736 samples/sec accuracy=64.047194 loss=1.438107 lr=0.008462 Epoch[025] Batch [2499]/[3760] Speed: 124.044772 samples/sec accuracy=63.991250 loss=1.440039 lr=0.008460 Epoch[025] Batch [2549]/[3760] Speed: 120.733758 samples/sec accuracy=63.996936 loss=1.439953 lr=0.008459 Epoch[025] Batch [2599]/[3760] Speed: 125.228477 samples/sec accuracy=63.969351 loss=1.441085 lr=0.008457 Epoch[025] Batch [2649]/[3760] Speed: 117.373524 samples/sec accuracy=63.979363 loss=1.440609 lr=0.008456 Epoch[025] Batch [2699]/[3760] Speed: 131.034630 samples/sec accuracy=63.966435 loss=1.440900 lr=0.008454 Epoch[025] Batch [2749]/[3760] Speed: 116.709888 samples/sec accuracy=63.946591 loss=1.441240 lr=0.008453 Epoch[025] Batch [2799]/[3760] Speed: 119.905535 samples/sec accuracy=63.933036 loss=1.441512 lr=0.008451 Epoch[025] Batch [2849]/[3760] Speed: 122.635724 samples/sec accuracy=63.929825 loss=1.441850 lr=0.008450 Epoch[025] Batch [2899]/[3760] Speed: 123.157412 samples/sec accuracy=63.923491 loss=1.441683 lr=0.008448 Epoch[025] Batch [2949]/[3760] Speed: 126.486947 samples/sec accuracy=63.904661 loss=1.442754 lr=0.008447 Epoch[025] Batch [2999]/[3760] Speed: 116.632190 samples/sec accuracy=63.906771 loss=1.443055 lr=0.008445 Epoch[025] Batch [3049]/[3760] Speed: 125.907066 samples/sec accuracy=63.888832 loss=1.444086 lr=0.008444 Epoch[025] Batch [3099]/[3760] Speed: 116.785320 samples/sec accuracy=63.876512 loss=1.444869 lr=0.008442 Epoch[025] Batch [3149]/[3760] Speed: 125.421477 samples/sec accuracy=63.878472 loss=1.444552 lr=0.008441 Epoch[025] Batch [3199]/[3760] Speed: 124.206703 samples/sec accuracy=63.880859 loss=1.444457 lr=0.008439 Epoch[025] Batch [3249]/[3760] Speed: 121.998532 samples/sec accuracy=63.861058 loss=1.445616 lr=0.008438 Epoch[025] Batch [3299]/[3760] Speed: 117.547416 samples/sec accuracy=63.853693 loss=1.445946 lr=0.008436 Epoch[025] Batch [3349]/[3760] Speed: 125.655169 samples/sec accuracy=63.834422 loss=1.447308 lr=0.008435 Epoch[025] Batch [3399]/[3760] Speed: 121.252277 samples/sec accuracy=63.816176 loss=1.448570 lr=0.008433 Epoch[025] Batch [3449]/[3760] Speed: 123.982578 samples/sec accuracy=63.816123 loss=1.448923 lr=0.008432 Epoch[025] Batch [3499]/[3760] Speed: 120.668964 samples/sec accuracy=63.821429 loss=1.448986 lr=0.008430 Epoch[025] Batch [3549]/[3760] Speed: 119.912441 samples/sec accuracy=63.832306 loss=1.449061 lr=0.008429 Epoch[025] Batch [3599]/[3760] Speed: 122.245061 samples/sec accuracy=63.828125 loss=1.449610 lr=0.008427 Epoch[025] Batch [3649]/[3760] Speed: 122.107383 samples/sec accuracy=63.800086 loss=1.450785 lr=0.008426 Epoch[025] Batch [3699]/[3760] Speed: 120.484629 samples/sec accuracy=63.807010 loss=1.450909 lr=0.008424 Epoch[025] Batch [3749]/[3760] Speed: 145.031614 samples/sec accuracy=63.810000 loss=1.450599 lr=0.008423 Batch [0049]/[0303]: acc-top1=58.468750 acc-top5=81.125000 Batch [0099]/[0303]: acc-top1=58.750000 acc-top5=81.578125 Batch [0149]/[0303]: acc-top1=58.687500 acc-top5=81.489583 Batch [0199]/[0303]: acc-top1=58.593750 acc-top5=81.250000 Batch [0249]/[0303]: acc-top1=58.593750 acc-top5=81.118750 Batch [0299]/[0303]: acc-top1=58.489583 acc-top5=81.171875 [Epoch 025] training: accuracy=63.810672 loss=1.450653 [Epoch 025] speed: 121 samples/sec time cost: 2172.714753 [Epoch 025] validation: acc-top1=58.457096 acc-top5=81.208746 loss=2.076261 Epoch[026] Batch [0049]/[3759] Speed: 89.073456 samples/sec accuracy=64.968750 loss=1.401558 lr=0.008421 Epoch[026] Batch [0099]/[3759] Speed: 124.403873 samples/sec accuracy=66.046875 loss=1.364087 lr=0.008419 Epoch[026] Batch [0149]/[3759] Speed: 116.431739 samples/sec accuracy=65.385417 loss=1.382042 lr=0.008418 Epoch[026] Batch [0199]/[3759] Speed: 119.643182 samples/sec accuracy=65.062500 loss=1.393548 lr=0.008416 Epoch[026] Batch [0249]/[3759] Speed: 132.403644 samples/sec accuracy=65.031250 loss=1.392337 lr=0.008415 Epoch[026] Batch [0299]/[3759] Speed: 115.757102 samples/sec accuracy=64.890625 loss=1.399423 lr=0.008413 Epoch[026] Batch [0349]/[3759] Speed: 124.845470 samples/sec accuracy=64.821429 loss=1.403132 lr=0.008412 Epoch[026] Batch [0399]/[3759] Speed: 114.937231 samples/sec accuracy=64.863281 loss=1.402995 lr=0.008410 Epoch[026] Batch [0449]/[3759] Speed: 126.254442 samples/sec accuracy=64.663194 loss=1.408715 lr=0.008408 Epoch[026] Batch [0499]/[3759] Speed: 119.267420 samples/sec accuracy=64.790625 loss=1.401957 lr=0.008407 Epoch[026] Batch [0549]/[3759] Speed: 126.660693 samples/sec accuracy=64.704545 loss=1.406823 lr=0.008405 Epoch[026] Batch [0599]/[3759] Speed: 119.456904 samples/sec accuracy=64.773438 loss=1.403211 lr=0.008404 Epoch[026] Batch [0649]/[3759] Speed: 126.113575 samples/sec accuracy=64.769231 loss=1.404348 lr=0.008402 Epoch[026] Batch [0699]/[3759] Speed: 118.411299 samples/sec accuracy=64.783482 loss=1.402951 lr=0.008401 Epoch[026] Batch [0749]/[3759] Speed: 124.281842 samples/sec accuracy=64.847917 loss=1.402040 lr=0.008399 Epoch[026] Batch [0799]/[3759] Speed: 117.035148 samples/sec accuracy=64.847656 loss=1.400446 lr=0.008398 Epoch[026] Batch [0849]/[3759] Speed: 120.192525 samples/sec accuracy=64.880515 loss=1.399598 lr=0.008396 Epoch[026] Batch [0899]/[3759] Speed: 126.022314 samples/sec accuracy=64.909722 loss=1.397416 lr=0.008395 Epoch[026] Batch [0949]/[3759] Speed: 122.658933 samples/sec accuracy=64.985197 loss=1.397569 lr=0.008393 Epoch[026] Batch [0999]/[3759] Speed: 118.767519 samples/sec accuracy=64.956250 loss=1.399657 lr=0.008392 Epoch[026] Batch [1049]/[3759] Speed: 115.553911 samples/sec accuracy=64.882440 loss=1.402070 lr=0.008390 Epoch[026] Batch [1099]/[3759] Speed: 128.588483 samples/sec accuracy=64.880682 loss=1.400896 lr=0.008389 Epoch[026] Batch [1149]/[3759] Speed: 117.789187 samples/sec accuracy=64.843750 loss=1.403254 lr=0.008387 Epoch[026] Batch [1199]/[3759] Speed: 127.275195 samples/sec accuracy=64.819010 loss=1.404451 lr=0.008385 Epoch[026] Batch [1249]/[3759] Speed: 121.876932 samples/sec accuracy=64.803750 loss=1.404133 lr=0.008384 Epoch[026] Batch [1299]/[3759] Speed: 119.368944 samples/sec accuracy=64.817308 loss=1.403280 lr=0.008382 Epoch[026] Batch [1349]/[3759] Speed: 128.268459 samples/sec accuracy=64.785880 loss=1.404060 lr=0.008381 Epoch[026] Batch [1399]/[3759] Speed: 110.839511 samples/sec accuracy=64.756696 loss=1.404694 lr=0.008379 Epoch[026] Batch [1449]/[3759] Speed: 129.561182 samples/sec accuracy=64.723060 loss=1.405985 lr=0.008378 Epoch[026] Batch [1499]/[3759] Speed: 122.094107 samples/sec accuracy=64.748958 loss=1.404789 lr=0.008376 Epoch[026] Batch [1549]/[3759] Speed: 116.247024 samples/sec accuracy=64.715726 loss=1.405305 lr=0.008375 Epoch[026] Batch [1599]/[3759] Speed: 132.054423 samples/sec accuracy=64.669922 loss=1.406912 lr=0.008373 Epoch[026] Batch [1649]/[3759] Speed: 115.704350 samples/sec accuracy=64.663826 loss=1.406831 lr=0.008372 Epoch[026] Batch [1699]/[3759] Speed: 125.376986 samples/sec accuracy=64.613971 loss=1.408620 lr=0.008370 Epoch[026] Batch [1749]/[3759] Speed: 114.528599 samples/sec accuracy=64.573214 loss=1.409589 lr=0.008369 Epoch[026] Batch [1799]/[3759] Speed: 130.272825 samples/sec accuracy=64.564236 loss=1.410023 lr=0.008367 Epoch[026] Batch [1849]/[3759] Speed: 112.210811 samples/sec accuracy=64.559122 loss=1.410181 lr=0.008365 Epoch[026] Batch [1899]/[3759] Speed: 132.143719 samples/sec accuracy=64.574013 loss=1.409219 lr=0.008364 Epoch[026] Batch [1949]/[3759] Speed: 115.319764 samples/sec accuracy=64.564103 loss=1.409729 lr=0.008362 Epoch[026] Batch [1999]/[3759] Speed: 130.656315 samples/sec accuracy=64.530469 loss=1.411529 lr=0.008361 Epoch[026] Batch [2049]/[3759] Speed: 113.198429 samples/sec accuracy=64.512957 loss=1.412708 lr=0.008359 Epoch[026] Batch [2099]/[3759] Speed: 129.531527 samples/sec accuracy=64.446429 loss=1.414811 lr=0.008358 Epoch[026] Batch [2149]/[3759] Speed: 118.275271 samples/sec accuracy=64.413517 loss=1.416489 lr=0.008356 Epoch[026] Batch [2199]/[3759] Speed: 122.985267 samples/sec accuracy=64.410511 loss=1.416896 lr=0.008355 Epoch[026] Batch [2249]/[3759] Speed: 119.956467 samples/sec accuracy=64.392361 loss=1.417772 lr=0.008353 Epoch[026] Batch [2299]/[3759] Speed: 123.928375 samples/sec accuracy=64.371603 loss=1.419301 lr=0.008352 Epoch[026] Batch [2349]/[3759] Speed: 124.123357 samples/sec accuracy=64.355053 loss=1.420333 lr=0.008350 Epoch[026] Batch [2399]/[3759] Speed: 116.225830 samples/sec accuracy=64.369141 loss=1.419635 lr=0.008348 Epoch[026] Batch [2449]/[3759] Speed: 126.901349 samples/sec accuracy=64.377551 loss=1.419878 lr=0.008347 Epoch[026] Batch [2499]/[3759] Speed: 118.835084 samples/sec accuracy=64.386250 loss=1.420325 lr=0.008345 Epoch[026] Batch [2549]/[3759] Speed: 122.863197 samples/sec accuracy=64.408701 loss=1.419252 lr=0.008344 Epoch[026] Batch [2599]/[3759] Speed: 120.451043 samples/sec accuracy=64.398438 loss=1.420226 lr=0.008342 Epoch[026] Batch [2649]/[3759] Speed: 123.303686 samples/sec accuracy=64.364387 loss=1.421688 lr=0.008341 Epoch[026] Batch [2699]/[3759] Speed: 117.824547 samples/sec accuracy=64.384259 loss=1.421188 lr=0.008339 Epoch[026] Batch [2749]/[3759] Speed: 123.655373 samples/sec accuracy=64.403409 loss=1.421014 lr=0.008338 Epoch[026] Batch [2799]/[3759] Speed: 120.995856 samples/sec accuracy=64.386719 loss=1.421335 lr=0.008336 Epoch[026] Batch [2849]/[3759] Speed: 125.318581 samples/sec accuracy=64.389254 loss=1.421292 lr=0.008334 Epoch[026] Batch [2899]/[3759] Speed: 117.948672 samples/sec accuracy=64.413254 loss=1.420282 lr=0.008333 Epoch[026] Batch [2949]/[3759] Speed: 120.265352 samples/sec accuracy=64.407839 loss=1.420811 lr=0.008331 Epoch[026] Batch [2999]/[3759] Speed: 119.127238 samples/sec accuracy=64.404167 loss=1.421647 lr=0.008330 Epoch[026] Batch [3049]/[3759] Speed: 127.558708 samples/sec accuracy=64.380123 loss=1.422647 lr=0.008328 Epoch[026] Batch [3099]/[3759] Speed: 124.074088 samples/sec accuracy=64.376008 loss=1.423188 lr=0.008327 Epoch[026] Batch [3149]/[3759] Speed: 117.239856 samples/sec accuracy=64.353175 loss=1.423662 lr=0.008325 Epoch[026] Batch [3199]/[3759] Speed: 126.994808 samples/sec accuracy=64.351074 loss=1.423704 lr=0.008324 Epoch[026] Batch [3249]/[3759] Speed: 117.465220 samples/sec accuracy=64.338462 loss=1.424864 lr=0.008322 Epoch[026] Batch [3299]/[3759] Speed: 128.325690 samples/sec accuracy=64.339489 loss=1.425041 lr=0.008320 Epoch[026] Batch [3349]/[3759] Speed: 117.295695 samples/sec accuracy=64.335821 loss=1.425246 lr=0.008319 Epoch[026] Batch [3399]/[3759] Speed: 127.953930 samples/sec accuracy=64.325827 loss=1.425525 lr=0.008317 Epoch[026] Batch [3449]/[3759] Speed: 120.522798 samples/sec accuracy=64.315670 loss=1.425700 lr=0.008316 Epoch[026] Batch [3499]/[3759] Speed: 122.664086 samples/sec accuracy=64.309821 loss=1.426040 lr=0.008314 Epoch[026] Batch [3549]/[3759] Speed: 122.693549 samples/sec accuracy=64.318662 loss=1.425334 lr=0.008313 Epoch[026] Batch [3599]/[3759] Speed: 118.994592 samples/sec accuracy=64.284288 loss=1.426109 lr=0.008311 Epoch[026] Batch [3649]/[3759] Speed: 126.543371 samples/sec accuracy=64.264983 loss=1.427382 lr=0.008309 Epoch[026] Batch [3699]/[3759] Speed: 121.641995 samples/sec accuracy=64.235642 loss=1.428708 lr=0.008308 Epoch[026] Batch [3749]/[3759] Speed: 140.354585 samples/sec accuracy=64.247083 loss=1.428850 lr=0.008306 Batch [0049]/[0303]: acc-top1=58.687500 acc-top5=82.406250 Batch [0099]/[0303]: acc-top1=59.281250 acc-top5=82.593750 Batch [0149]/[0303]: acc-top1=59.479167 acc-top5=82.489583 Batch [0199]/[0303]: acc-top1=58.789062 acc-top5=81.851562 Batch [0249]/[0303]: acc-top1=58.700000 acc-top5=81.768750 Batch [0299]/[0303]: acc-top1=58.828125 acc-top5=81.796875 [Epoch 026] training: accuracy=64.242485 loss=1.429212 [Epoch 026] speed: 121 samples/sec time cost: 2171.963601 [Epoch 026] validation: acc-top1=58.843853 acc-top5=81.843028 loss=2.020295 Epoch[027] Batch [0049]/[3760] Speed: 91.307611 samples/sec accuracy=66.843750 loss=1.361631 lr=0.008304 Epoch[027] Batch [0099]/[3760] Speed: 116.536192 samples/sec accuracy=66.359375 loss=1.361707 lr=0.008303 Epoch[027] Batch [0149]/[3760] Speed: 126.275267 samples/sec accuracy=66.635417 loss=1.352226 lr=0.008301 Epoch[027] Batch [0199]/[3760] Speed: 112.689003 samples/sec accuracy=66.234375 loss=1.358189 lr=0.008300 Epoch[027] Batch [0249]/[3760] Speed: 135.047634 samples/sec accuracy=65.862500 loss=1.369119 lr=0.008298 Epoch[027] Batch [0299]/[3760] Speed: 112.605309 samples/sec accuracy=65.776042 loss=1.365566 lr=0.008297 Epoch[027] Batch [0349]/[3760] Speed: 133.091531 samples/sec accuracy=65.687500 loss=1.371090 lr=0.008295 Epoch[027] Batch [0399]/[3760] Speed: 114.069735 samples/sec accuracy=65.746094 loss=1.372823 lr=0.008293 Epoch[027] Batch [0449]/[3760] Speed: 129.775323 samples/sec accuracy=65.861111 loss=1.368747 lr=0.008292 Epoch[027] Batch [0499]/[3760] Speed: 121.823090 samples/sec accuracy=65.746875 loss=1.370486 lr=0.008290 Epoch[027] Batch [0549]/[3760] Speed: 119.392423 samples/sec accuracy=65.815341 loss=1.368428 lr=0.008289 Epoch[027] Batch [0599]/[3760] Speed: 113.740015 samples/sec accuracy=65.830729 loss=1.367194 lr=0.008287 Epoch[027] Batch [0649]/[3760] Speed: 131.466158 samples/sec accuracy=65.781250 loss=1.369624 lr=0.008286 Epoch[027] Batch [0699]/[3760] Speed: 114.724376 samples/sec accuracy=65.578125 loss=1.374066 lr=0.008284 Epoch[027] Batch [0749]/[3760] Speed: 127.774829 samples/sec accuracy=65.481250 loss=1.379382 lr=0.008282 Epoch[027] Batch [0799]/[3760] Speed: 116.072655 samples/sec accuracy=65.486328 loss=1.381507 lr=0.008281 Epoch[027] Batch [0849]/[3760] Speed: 123.815267 samples/sec accuracy=65.551471 loss=1.378703 lr=0.008279 Epoch[027] Batch [0899]/[3760] Speed: 123.776591 samples/sec accuracy=65.600694 loss=1.376494 lr=0.008278 Epoch[027] Batch [0949]/[3760] Speed: 126.276368 samples/sec accuracy=65.562500 loss=1.378716 lr=0.008276 Epoch[027] Batch [0999]/[3760] Speed: 115.168431 samples/sec accuracy=65.546875 loss=1.380711 lr=0.008275 Epoch[027] Batch [1049]/[3760] Speed: 129.783956 samples/sec accuracy=65.489583 loss=1.382360 lr=0.008273 Epoch[027] Batch [1099]/[3760] Speed: 116.256185 samples/sec accuracy=65.458807 loss=1.383911 lr=0.008271 Epoch[027] Batch [1149]/[3760] Speed: 127.670205 samples/sec accuracy=65.470109 loss=1.384073 lr=0.008270 Epoch[027] Batch [1199]/[3760] Speed: 120.153341 samples/sec accuracy=65.466146 loss=1.384416 lr=0.008268 Epoch[027] Batch [1249]/[3760] Speed: 121.930338 samples/sec accuracy=65.438750 loss=1.385412 lr=0.008267 Epoch[027] Batch [1299]/[3760] Speed: 123.330250 samples/sec accuracy=65.393029 loss=1.385604 lr=0.008265 Epoch[027] Batch [1349]/[3760] Speed: 116.668964 samples/sec accuracy=65.393519 loss=1.385552 lr=0.008263 Epoch[027] Batch [1399]/[3760] Speed: 130.055711 samples/sec accuracy=65.376116 loss=1.385747 lr=0.008262 Epoch[027] Batch [1449]/[3760] Speed: 118.133465 samples/sec accuracy=65.349138 loss=1.386730 lr=0.008260 Epoch[027] Batch [1499]/[3760] Speed: 121.581990 samples/sec accuracy=65.379167 loss=1.385209 lr=0.008259 Epoch[027] Batch [1549]/[3760] Speed: 120.307811 samples/sec accuracy=65.384073 loss=1.385497 lr=0.008257 Epoch[027] Batch [1599]/[3760] Speed: 119.025814 samples/sec accuracy=65.360352 loss=1.388546 lr=0.008256 Epoch[027] Batch [1649]/[3760] Speed: 130.339122 samples/sec accuracy=65.324811 loss=1.389683 lr=0.008254 Epoch[027] Batch [1699]/[3760] Speed: 116.616707 samples/sec accuracy=65.301471 loss=1.390637 lr=0.008252 Epoch[027] Batch [1749]/[3760] Speed: 127.860902 samples/sec accuracy=65.256250 loss=1.391673 lr=0.008251 Epoch[027] Batch [1799]/[3760] Speed: 119.257570 samples/sec accuracy=65.236111 loss=1.392471 lr=0.008249 Epoch[027] Batch [1849]/[3760] Speed: 122.521289 samples/sec accuracy=65.217905 loss=1.393145 lr=0.008248 Epoch[027] Batch [1899]/[3760] Speed: 119.187868 samples/sec accuracy=65.214638 loss=1.392436 lr=0.008246 Epoch[027] Batch [1949]/[3760] Speed: 125.810056 samples/sec accuracy=65.185897 loss=1.393739 lr=0.008244 Epoch[027] Batch [1999]/[3760] Speed: 119.424645 samples/sec accuracy=65.161719 loss=1.394044 lr=0.008243 Epoch[027] Batch [2049]/[3760] Speed: 123.250305 samples/sec accuracy=65.132622 loss=1.395381 lr=0.008241 Epoch[027] Batch [2099]/[3760] Speed: 117.634954 samples/sec accuracy=65.107143 loss=1.395943 lr=0.008240 Epoch[027] Batch [2149]/[3760] Speed: 134.954356 samples/sec accuracy=65.076308 loss=1.397405 lr=0.008238 Epoch[027] Batch [2199]/[3760] Speed: 113.056087 samples/sec accuracy=65.053977 loss=1.398767 lr=0.008236 Epoch[027] Batch [2249]/[3760] Speed: 129.760617 samples/sec accuracy=65.066667 loss=1.398021 lr=0.008235 Epoch[027] Batch [2299]/[3760] Speed: 115.740021 samples/sec accuracy=65.046196 loss=1.398148 lr=0.008233 Epoch[027] Batch [2349]/[3760] Speed: 126.506888 samples/sec accuracy=65.034574 loss=1.398429 lr=0.008232 Epoch[027] Batch [2399]/[3760] Speed: 114.518550 samples/sec accuracy=65.014323 loss=1.399739 lr=0.008230 Epoch[027] Batch [2449]/[3760] Speed: 127.493403 samples/sec accuracy=64.970026 loss=1.401601 lr=0.008229 Epoch[027] Batch [2499]/[3760] Speed: 121.279901 samples/sec accuracy=64.935000 loss=1.402940 lr=0.008227 Epoch[027] Batch [2549]/[3760] Speed: 117.415328 samples/sec accuracy=64.926471 loss=1.403165 lr=0.008225 Epoch[027] Batch [2599]/[3760] Speed: 125.520792 samples/sec accuracy=64.894832 loss=1.403515 lr=0.008224 Epoch[027] Batch [2649]/[3760] Speed: 112.763020 samples/sec accuracy=64.906250 loss=1.402946 lr=0.008222 Epoch[027] Batch [2699]/[3760] Speed: 131.929289 samples/sec accuracy=64.890046 loss=1.403652 lr=0.008221 Epoch[027] Batch [2749]/[3760] Speed: 115.759983 samples/sec accuracy=64.879545 loss=1.403996 lr=0.008219 Epoch[027] Batch [2799]/[3760] Speed: 126.668655 samples/sec accuracy=64.880022 loss=1.404215 lr=0.008217 Epoch[027] Batch [2849]/[3760] Speed: 117.968824 samples/sec accuracy=64.851974 loss=1.404546 lr=0.008216 Epoch[027] Batch [2899]/[3760] Speed: 124.279411 samples/sec accuracy=64.808190 loss=1.406099 lr=0.008214 Epoch[027] Batch [2949]/[3760] Speed: 123.189449 samples/sec accuracy=64.792903 loss=1.406726 lr=0.008213 Epoch[027] Batch [2999]/[3760] Speed: 122.067178 samples/sec accuracy=64.775000 loss=1.407082 lr=0.008211 Epoch[027] Batch [3049]/[3760] Speed: 120.288032 samples/sec accuracy=64.733607 loss=1.408609 lr=0.008209 Epoch[027] Batch [3099]/[3760] Speed: 123.356795 samples/sec accuracy=64.713710 loss=1.409764 lr=0.008208 Epoch[027] Batch [3149]/[3760] Speed: 124.528465 samples/sec accuracy=64.711310 loss=1.409848 lr=0.008206 Epoch[027] Batch [3199]/[3760] Speed: 116.153872 samples/sec accuracy=64.722656 loss=1.410363 lr=0.008205 Epoch[027] Batch [3249]/[3760] Speed: 125.901687 samples/sec accuracy=64.716346 loss=1.410597 lr=0.008203 Epoch[027] Batch [3299]/[3760] Speed: 120.050726 samples/sec accuracy=64.715436 loss=1.410448 lr=0.008201 Epoch[027] Batch [3349]/[3760] Speed: 123.346968 samples/sec accuracy=64.700560 loss=1.412057 lr=0.008200 Epoch[027] Batch [3399]/[3760] Speed: 119.991976 samples/sec accuracy=64.699908 loss=1.412229 lr=0.008198 Epoch[027] Batch [3449]/[3760] Speed: 127.410392 samples/sec accuracy=64.676630 loss=1.412967 lr=0.008197 Epoch[027] Batch [3499]/[3760] Speed: 118.223573 samples/sec accuracy=64.681696 loss=1.412832 lr=0.008195 Epoch[027] Batch [3549]/[3760] Speed: 123.249072 samples/sec accuracy=64.684859 loss=1.412547 lr=0.008193 Epoch[027] Batch [3599]/[3760] Speed: 126.733853 samples/sec accuracy=64.652344 loss=1.413503 lr=0.008192 Epoch[027] Batch [3649]/[3760] Speed: 119.936475 samples/sec accuracy=64.646404 loss=1.413677 lr=0.008190 Epoch[027] Batch [3699]/[3760] Speed: 123.822617 samples/sec accuracy=64.626689 loss=1.414651 lr=0.008188 Epoch[027] Batch [3749]/[3760] Speed: 137.403304 samples/sec accuracy=64.600833 loss=1.415649 lr=0.008187 Batch [0049]/[0303]: acc-top1=59.593750 acc-top5=81.781250 Batch [0099]/[0303]: acc-top1=59.484375 acc-top5=82.437500 Batch [0149]/[0303]: acc-top1=59.406250 acc-top5=82.322917 Batch [0199]/[0303]: acc-top1=58.921875 acc-top5=81.750000 Batch [0249]/[0303]: acc-top1=59.112500 acc-top5=81.693750 Batch [0299]/[0303]: acc-top1=59.177083 acc-top5=81.604167 [Epoch 027] training: accuracy=64.598570 loss=1.415884 [Epoch 027] speed: 121 samples/sec time cost: 2171.503670 [Epoch 027] validation: acc-top1=59.194513 acc-top5=81.605817 loss=2.022021 Epoch[028] Batch [0049]/[3760] Speed: 92.328518 samples/sec accuracy=65.843750 loss=1.338119 lr=0.008185 Epoch[028] Batch [0099]/[3760] Speed: 116.005341 samples/sec accuracy=66.781250 loss=1.308923 lr=0.008183 Epoch[028] Batch [0149]/[3760] Speed: 123.071682 samples/sec accuracy=66.458333 loss=1.326351 lr=0.008182 Epoch[028] Batch [0199]/[3760] Speed: 123.282828 samples/sec accuracy=66.546875 loss=1.335794 lr=0.008180 Epoch[028] Batch [0249]/[3760] Speed: 126.806810 samples/sec accuracy=66.062500 loss=1.351570 lr=0.008178 Epoch[028] Batch [0299]/[3760] Speed: 119.291394 samples/sec accuracy=65.921875 loss=1.349875 lr=0.008177 Epoch[028] Batch [0349]/[3760] Speed: 120.350953 samples/sec accuracy=65.754464 loss=1.355461 lr=0.008175 Epoch[028] Batch [0399]/[3760] Speed: 125.206128 samples/sec accuracy=65.855469 loss=1.352869 lr=0.008174 Epoch[028] Batch [0449]/[3760] Speed: 120.880054 samples/sec accuracy=65.940972 loss=1.353412 lr=0.008172 Epoch[028] Batch [0499]/[3760] Speed: 125.498472 samples/sec accuracy=65.834375 loss=1.354791 lr=0.008170 Epoch[028] Batch [0549]/[3760] Speed: 117.041541 samples/sec accuracy=65.857955 loss=1.355365 lr=0.008169 Epoch[028] Batch [0599]/[3760] Speed: 127.339214 samples/sec accuracy=65.747396 loss=1.359678 lr=0.008167 Epoch[028] Batch [0649]/[3760] Speed: 115.728012 samples/sec accuracy=65.709135 loss=1.359734 lr=0.008166 Epoch[028] Batch [0699]/[3760] Speed: 125.893923 samples/sec accuracy=65.680804 loss=1.362877 lr=0.008164 Epoch[028] Batch [0749]/[3760] Speed: 124.850162 samples/sec accuracy=65.722917 loss=1.359583 lr=0.008162 Epoch[028] Batch [0799]/[3760] Speed: 118.119077 samples/sec accuracy=65.753906 loss=1.358513 lr=0.008161 Epoch[028] Batch [0849]/[3760] Speed: 126.136670 samples/sec accuracy=65.681985 loss=1.358473 lr=0.008159 Epoch[028] Batch [0899]/[3760] Speed: 124.076099 samples/sec accuracy=65.645833 loss=1.361927 lr=0.008157 Epoch[028] Batch [0949]/[3760] Speed: 125.083499 samples/sec accuracy=65.577303 loss=1.364034 lr=0.008156 Epoch[028] Batch [0999]/[3760] Speed: 115.060331 samples/sec accuracy=65.551563 loss=1.367365 lr=0.008154 Epoch[028] Batch [1049]/[3760] Speed: 117.873695 samples/sec accuracy=65.630952 loss=1.365369 lr=0.008153 Epoch[028] Batch [1099]/[3760] Speed: 121.755840 samples/sec accuracy=65.639205 loss=1.364280 lr=0.008151 Epoch[028] Batch [1149]/[3760] Speed: 137.363506 samples/sec accuracy=65.652174 loss=1.363954 lr=0.008149 Epoch[028] Batch [1199]/[3760] Speed: 108.624625 samples/sec accuracy=65.641927 loss=1.363915 lr=0.008148 Epoch[028] Batch [1249]/[3760] Speed: 133.404355 samples/sec accuracy=65.630000 loss=1.364435 lr=0.008146 Epoch[028] Batch [1299]/[3760] Speed: 115.572115 samples/sec accuracy=65.625000 loss=1.364910 lr=0.008144 Epoch[028] Batch [1349]/[3760] Speed: 132.783901 samples/sec accuracy=65.627315 loss=1.365047 lr=0.008143 Epoch[028] Batch [1399]/[3760] Speed: 114.425454 samples/sec accuracy=65.584821 loss=1.366915 lr=0.008141 Epoch[028] Batch [1449]/[3760] Speed: 125.474290 samples/sec accuracy=65.574353 loss=1.367720 lr=0.008140 Epoch[028] Batch [1499]/[3760] Speed: 115.728047 samples/sec accuracy=65.552083 loss=1.370383 lr=0.008138 Epoch[028] Batch [1549]/[3760] Speed: 128.032106 samples/sec accuracy=65.562500 loss=1.371615 lr=0.008136 Epoch[028] Batch [1599]/[3760] Speed: 118.565990 samples/sec accuracy=65.544922 loss=1.371698 lr=0.008135 Epoch[028] Batch [1649]/[3760] Speed: 127.562671 samples/sec accuracy=65.520833 loss=1.372627 lr=0.008133 Epoch[028] Batch [1699]/[3760] Speed: 115.856614 samples/sec accuracy=65.482537 loss=1.374635 lr=0.008131 Epoch[028] Batch [1749]/[3760] Speed: 130.815525 samples/sec accuracy=65.513393 loss=1.373854 lr=0.008130 Epoch[028] Batch [1799]/[3760] Speed: 112.689916 samples/sec accuracy=65.486979 loss=1.374942 lr=0.008128 Epoch[028] Batch [1849]/[3760] Speed: 126.779066 samples/sec accuracy=65.483953 loss=1.375656 lr=0.008127 Epoch[028] Batch [1899]/[3760] Speed: 120.250790 samples/sec accuracy=65.458882 loss=1.377080 lr=0.008125 Epoch[028] Batch [1949]/[3760] Speed: 121.573184 samples/sec accuracy=65.448718 loss=1.377033 lr=0.008123 Epoch[028] Batch [1999]/[3760] Speed: 124.186011 samples/sec accuracy=65.414844 loss=1.378200 lr=0.008122 Epoch[028] Batch [2049]/[3760] Speed: 120.603115 samples/sec accuracy=65.410061 loss=1.378449 lr=0.008120 Epoch[028] Batch [2099]/[3760] Speed: 125.947390 samples/sec accuracy=65.385417 loss=1.379545 lr=0.008118 Epoch[028] Batch [2149]/[3760] Speed: 120.032539 samples/sec accuracy=65.382267 loss=1.379345 lr=0.008117 Epoch[028] Batch [2199]/[3760] Speed: 119.654233 samples/sec accuracy=65.360795 loss=1.380381 lr=0.008115 Epoch[028] Batch [2249]/[3760] Speed: 130.064358 samples/sec accuracy=65.335417 loss=1.382060 lr=0.008114 Epoch[028] Batch [2299]/[3760] Speed: 114.834144 samples/sec accuracy=65.271060 loss=1.383629 lr=0.008112 Epoch[028] Batch [2349]/[3760] Speed: 125.329343 samples/sec accuracy=65.228059 loss=1.385902 lr=0.008110 Epoch[028] Batch [2399]/[3760] Speed: 116.384260 samples/sec accuracy=65.224609 loss=1.386495 lr=0.008109 Epoch[028] Batch [2449]/[3760] Speed: 133.826694 samples/sec accuracy=65.213010 loss=1.387121 lr=0.008107 Epoch[028] Batch [2499]/[3760] Speed: 110.821801 samples/sec accuracy=65.203125 loss=1.387656 lr=0.008105 Epoch[028] Batch [2549]/[3760] Speed: 137.467388 samples/sec accuracy=65.193627 loss=1.388777 lr=0.008104 Epoch[028] Batch [2599]/[3760] Speed: 112.417211 samples/sec accuracy=65.185697 loss=1.388750 lr=0.008102 Epoch[028] Batch [2649]/[3760] Speed: 125.415794 samples/sec accuracy=65.170401 loss=1.389192 lr=0.008100 Epoch[028] Batch [2699]/[3760] Speed: 124.117976 samples/sec accuracy=65.134838 loss=1.390619 lr=0.008099 Epoch[028] Batch [2749]/[3760] Speed: 123.240859 samples/sec accuracy=65.126705 loss=1.391056 lr=0.008097 Epoch[028] Batch [2799]/[3760] Speed: 119.381245 samples/sec accuracy=65.103795 loss=1.391392 lr=0.008096 Epoch[028] Batch [2849]/[3760] Speed: 126.851910 samples/sec accuracy=65.073465 loss=1.392186 lr=0.008094 Epoch[028] Batch [2899]/[3760] Speed: 113.690960 samples/sec accuracy=65.067888 loss=1.392794 lr=0.008092 Epoch[028] Batch [2949]/[3760] Speed: 125.822645 samples/sec accuracy=65.041843 loss=1.393170 lr=0.008091 Epoch[028] Batch [2999]/[3760] Speed: 122.110830 samples/sec accuracy=65.065625 loss=1.392938 lr=0.008089 Epoch[028] Batch [3049]/[3760] Speed: 120.842998 samples/sec accuracy=65.034324 loss=1.394176 lr=0.008087 Epoch[028] Batch [3099]/[3760] Speed: 124.599017 samples/sec accuracy=65.015121 loss=1.394390 lr=0.008086 Epoch[028] Batch [3149]/[3760] Speed: 120.407454 samples/sec accuracy=65.011409 loss=1.395236 lr=0.008084 Epoch[028] Batch [3199]/[3760] Speed: 117.394994 samples/sec accuracy=64.988770 loss=1.396462 lr=0.008082 Epoch[028] Batch [3249]/[3760] Speed: 127.364029 samples/sec accuracy=64.985577 loss=1.397453 lr=0.008081 Epoch[028] Batch [3299]/[3760] Speed: 118.198797 samples/sec accuracy=64.986269 loss=1.397985 lr=0.008079 Epoch[028] Batch [3349]/[3760] Speed: 126.861476 samples/sec accuracy=64.969683 loss=1.398506 lr=0.008077 Epoch[028] Batch [3399]/[3760] Speed: 119.925053 samples/sec accuracy=64.954044 loss=1.399630 lr=0.008076 Epoch[028] Batch [3449]/[3760] Speed: 117.919169 samples/sec accuracy=64.934330 loss=1.400026 lr=0.008074 Epoch[028] Batch [3499]/[3760] Speed: 126.973869 samples/sec accuracy=64.905357 loss=1.400975 lr=0.008072 Epoch[028] Batch [3549]/[3760] Speed: 119.791098 samples/sec accuracy=64.900528 loss=1.400871 lr=0.008071 Epoch[028] Batch [3599]/[3760] Speed: 129.106792 samples/sec accuracy=64.901042 loss=1.401501 lr=0.008069 Epoch[028] Batch [3649]/[3760] Speed: 113.117083 samples/sec accuracy=64.903682 loss=1.402020 lr=0.008068 Epoch[028] Batch [3699]/[3760] Speed: 132.302157 samples/sec accuracy=64.892736 loss=1.402647 lr=0.008066 Epoch[028] Batch [3749]/[3760] Speed: 133.495784 samples/sec accuracy=64.862917 loss=1.403840 lr=0.008064 Batch [0049]/[0303]: acc-top1=58.750000 acc-top5=81.718750 Batch [0099]/[0303]: acc-top1=59.687500 acc-top5=82.093750 Batch [0149]/[0303]: acc-top1=59.510417 acc-top5=82.177083 Batch [0199]/[0303]: acc-top1=58.828125 acc-top5=81.742188 Batch [0249]/[0303]: acc-top1=58.906250 acc-top5=81.668750 Batch [0299]/[0303]: acc-top1=58.942708 acc-top5=81.828125 [Epoch 028] training: accuracy=64.859541 loss=1.403847 [Epoch 028] speed: 121 samples/sec time cost: 2168.949350 [Epoch 028] validation: acc-top1=58.941832 acc-top5=81.858498 loss=2.077352 Epoch[029] Batch [0049]/[3759] Speed: 89.690633 samples/sec accuracy=65.906250 loss=1.350548 lr=0.008062 Epoch[029] Batch [0099]/[3759] Speed: 119.150641 samples/sec accuracy=66.234375 loss=1.327311 lr=0.008061 Epoch[029] Batch [0149]/[3759] Speed: 123.715633 samples/sec accuracy=66.260417 loss=1.321257 lr=0.008059 Epoch[029] Batch [0199]/[3759] Speed: 125.981275 samples/sec accuracy=66.382812 loss=1.324144 lr=0.008057 Epoch[029] Batch [0249]/[3759] Speed: 116.687075 samples/sec accuracy=66.412500 loss=1.328751 lr=0.008056 Epoch[029] Batch [0299]/[3759] Speed: 136.250259 samples/sec accuracy=66.281250 loss=1.332242 lr=0.008054 Epoch[029] Batch [0349]/[3759] Speed: 109.565898 samples/sec accuracy=66.464286 loss=1.326287 lr=0.008052 Epoch[029] Batch [0399]/[3759] Speed: 134.367468 samples/sec accuracy=66.195312 loss=1.338889 lr=0.008051 Epoch[029] Batch [0449]/[3759] Speed: 115.662919 samples/sec accuracy=66.114583 loss=1.338787 lr=0.008049 Epoch[029] Batch [0499]/[3759] Speed: 122.683854 samples/sec accuracy=66.118750 loss=1.339465 lr=0.008047 Epoch[029] Batch [0549]/[3759] Speed: 116.116120 samples/sec accuracy=66.076705 loss=1.338171 lr=0.008046 Epoch[029] Batch [0599]/[3759] Speed: 133.460066 samples/sec accuracy=66.067708 loss=1.337161 lr=0.008044 Epoch[029] Batch [0649]/[3759] Speed: 116.326088 samples/sec accuracy=65.975962 loss=1.338927 lr=0.008042 Epoch[029] Batch [0699]/[3759] Speed: 126.499596 samples/sec accuracy=65.933036 loss=1.339872 lr=0.008041 Epoch[029] Batch [0749]/[3759] Speed: 113.518025 samples/sec accuracy=65.783333 loss=1.346202 lr=0.008039 Epoch[029] Batch [0799]/[3759] Speed: 131.086012 samples/sec accuracy=65.822266 loss=1.346141 lr=0.008037 Epoch[029] Batch [0849]/[3759] Speed: 118.820772 samples/sec accuracy=65.841912 loss=1.344957 lr=0.008036 Epoch[029] Batch [0899]/[3759] Speed: 120.895966 samples/sec accuracy=65.796875 loss=1.343953 lr=0.008034 Epoch[029] Batch [0949]/[3759] Speed: 121.201654 samples/sec accuracy=65.809211 loss=1.343812 lr=0.008032 Epoch[029] Batch [0999]/[3759] Speed: 129.345165 samples/sec accuracy=65.834375 loss=1.345245 lr=0.008031 Epoch[029] Batch [1049]/[3759] Speed: 116.201925 samples/sec accuracy=65.836310 loss=1.345099 lr=0.008029 Epoch[029] Batch [1099]/[3759] Speed: 130.526915 samples/sec accuracy=65.791193 loss=1.347101 lr=0.008027 Epoch[029] Batch [1149]/[3759] Speed: 119.320613 samples/sec accuracy=65.743207 loss=1.351164 lr=0.008026 Epoch[029] Batch [1199]/[3759] Speed: 118.701117 samples/sec accuracy=65.756510 loss=1.351971 lr=0.008024 Epoch[029] Batch [1249]/[3759] Speed: 123.300957 samples/sec accuracy=65.738750 loss=1.352609 lr=0.008022 Epoch[029] Batch [1299]/[3759] Speed: 120.608098 samples/sec accuracy=65.704327 loss=1.356762 lr=0.008021 Epoch[029] Batch [1349]/[3759] Speed: 125.306712 samples/sec accuracy=65.655093 loss=1.358325 lr=0.008019 Epoch[029] Batch [1399]/[3759] Speed: 117.794139 samples/sec accuracy=65.672991 loss=1.357344 lr=0.008017 Epoch[029] Batch [1449]/[3759] Speed: 125.034203 samples/sec accuracy=65.650862 loss=1.358560 lr=0.008016 Epoch[029] Batch [1499]/[3759] Speed: 120.335223 samples/sec accuracy=65.610417 loss=1.358753 lr=0.008014 Epoch[029] Batch [1549]/[3759] Speed: 128.136840 samples/sec accuracy=65.558468 loss=1.360658 lr=0.008012 Epoch[029] Batch [1599]/[3759] Speed: 116.204848 samples/sec accuracy=65.532227 loss=1.361166 lr=0.008011 Epoch[029] Batch [1649]/[3759] Speed: 125.606350 samples/sec accuracy=65.528409 loss=1.360666 lr=0.008009 Epoch[029] Batch [1699]/[3759] Speed: 119.575545 samples/sec accuracy=65.491728 loss=1.362887 lr=0.008007 Epoch[029] Batch [1749]/[3759] Speed: 123.735184 samples/sec accuracy=65.498214 loss=1.362936 lr=0.008006 Epoch[029] Batch [1799]/[3759] Speed: 117.584312 samples/sec accuracy=65.430556 loss=1.365338 lr=0.008004 Epoch[029] Batch [1849]/[3759] Speed: 123.362792 samples/sec accuracy=65.394426 loss=1.366979 lr=0.008002 Epoch[029] Batch [1899]/[3759] Speed: 122.501801 samples/sec accuracy=65.400493 loss=1.367175 lr=0.008001 Epoch[029] Batch [1949]/[3759] Speed: 124.991987 samples/sec accuracy=65.414263 loss=1.367518 lr=0.007999 Epoch[029] Batch [1999]/[3759] Speed: 122.719057 samples/sec accuracy=65.399219 loss=1.368313 lr=0.007997 Epoch[029] Batch [2049]/[3759] Speed: 119.127417 samples/sec accuracy=65.416921 loss=1.368313 lr=0.007996 Epoch[029] Batch [2099]/[3759] Speed: 121.540050 samples/sec accuracy=65.416667 loss=1.368604 lr=0.007994 Epoch[029] Batch [2149]/[3759] Speed: 126.216140 samples/sec accuracy=65.407703 loss=1.368679 lr=0.007992 Epoch[029] Batch [2199]/[3759] Speed: 114.072363 samples/sec accuracy=65.409801 loss=1.368600 lr=0.007991 Epoch[029] Batch [2249]/[3759] Speed: 131.529741 samples/sec accuracy=65.424306 loss=1.368104 lr=0.007989 Epoch[029] Batch [2299]/[3759] Speed: 113.368744 samples/sec accuracy=65.406929 loss=1.367875 lr=0.007987 Epoch[029] Batch [2349]/[3759] Speed: 128.776177 samples/sec accuracy=65.386968 loss=1.368809 lr=0.007986 Epoch[029] Batch [2399]/[3759] Speed: 113.769346 samples/sec accuracy=65.361328 loss=1.369845 lr=0.007984 Epoch[029] Batch [2449]/[3759] Speed: 135.138676 samples/sec accuracy=65.360969 loss=1.370492 lr=0.007982 Epoch[029] Batch [2499]/[3759] Speed: 112.735446 samples/sec accuracy=65.324375 loss=1.372337 lr=0.007981 Epoch[029] Batch [2549]/[3759] Speed: 130.176874 samples/sec accuracy=65.318015 loss=1.373772 lr=0.007979 Epoch[029] Batch [2599]/[3759] Speed: 115.023051 samples/sec accuracy=65.299279 loss=1.375275 lr=0.007977 Epoch[029] Batch [2649]/[3759] Speed: 133.912509 samples/sec accuracy=65.281840 loss=1.376459 lr=0.007976 Epoch[029] Batch [2699]/[3759] Speed: 117.208829 samples/sec accuracy=65.277199 loss=1.377004 lr=0.007974 Epoch[029] Batch [2749]/[3759] Speed: 124.872726 samples/sec accuracy=65.283523 loss=1.377327 lr=0.007972 Epoch[029] Batch [2799]/[3759] Speed: 118.419536 samples/sec accuracy=65.284598 loss=1.377101 lr=0.007971 Epoch[029] Batch [2849]/[3759] Speed: 115.326995 samples/sec accuracy=65.261513 loss=1.378296 lr=0.007969 Epoch[029] Batch [2899]/[3759] Speed: 124.389190 samples/sec accuracy=65.259159 loss=1.378673 lr=0.007967 Epoch[029] Batch [2949]/[3759] Speed: 121.927557 samples/sec accuracy=65.269068 loss=1.377926 lr=0.007966 Epoch[029] Batch [2999]/[3759] Speed: 123.149393 samples/sec accuracy=65.273438 loss=1.377989 lr=0.007964 Epoch[029] Batch [3049]/[3759] Speed: 118.159552 samples/sec accuracy=65.254098 loss=1.378420 lr=0.007962 Epoch[029] Batch [3099]/[3759] Speed: 127.857518 samples/sec accuracy=65.233871 loss=1.379365 lr=0.007961 Epoch[029] Batch [3149]/[3759] Speed: 117.720342 samples/sec accuracy=65.216270 loss=1.380332 lr=0.007959 Epoch[029] Batch [3199]/[3759] Speed: 119.296814 samples/sec accuracy=65.204590 loss=1.380656 lr=0.007957 Epoch[029] Batch [3249]/[3759] Speed: 120.520500 samples/sec accuracy=65.217308 loss=1.380013 lr=0.007955 Epoch[029] Batch [3299]/[3759] Speed: 128.343446 samples/sec accuracy=65.200284 loss=1.380642 lr=0.007954 Epoch[029] Batch [3349]/[3759] Speed: 116.543920 samples/sec accuracy=65.197761 loss=1.380814 lr=0.007952 Epoch[029] Batch [3399]/[3759] Speed: 131.413502 samples/sec accuracy=65.192555 loss=1.380988 lr=0.007950 Epoch[029] Batch [3449]/[3759] Speed: 114.830307 samples/sec accuracy=65.172554 loss=1.381508 lr=0.007949 Epoch[029] Batch [3499]/[3759] Speed: 123.731895 samples/sec accuracy=65.161161 loss=1.381913 lr=0.007947 Epoch[029] Batch [3549]/[3759] Speed: 125.174203 samples/sec accuracy=65.144366 loss=1.382936 lr=0.007945 Epoch[029] Batch [3599]/[3759] Speed: 119.625440 samples/sec accuracy=65.123264 loss=1.384383 lr=0.007944 Epoch[029] Batch [3649]/[3759] Speed: 122.994670 samples/sec accuracy=65.132277 loss=1.384453 lr=0.007942 Epoch[029] Batch [3699]/[3759] Speed: 121.865800 samples/sec accuracy=65.112753 loss=1.385174 lr=0.007940 Epoch[029] Batch [3749]/[3759] Speed: 136.134687 samples/sec accuracy=65.104583 loss=1.385454 lr=0.007939 Batch [0049]/[0303]: acc-top1=59.437500 acc-top5=82.375000 Batch [0099]/[0303]: acc-top1=59.593750 acc-top5=82.578125 Batch [0149]/[0303]: acc-top1=59.437500 acc-top5=82.458333 Batch [0199]/[0303]: acc-top1=58.726562 acc-top5=81.921875 Batch [0249]/[0303]: acc-top1=58.912500 acc-top5=81.887500 Batch [0299]/[0303]: acc-top1=58.947917 acc-top5=81.916667 [Epoch 029] training: accuracy=65.088371 loss=1.385915 [Epoch 029] speed: 121 samples/sec time cost: 2170.031683 [Epoch 029] validation: acc-top1=58.962459 acc-top5=81.941007 loss=2.006508 Epoch[030] Batch [0049]/[3760] Speed: 90.419963 samples/sec accuracy=66.406250 loss=1.325782 lr=0.007937 Epoch[030] Batch [0099]/[3760] Speed: 121.139080 samples/sec accuracy=67.406250 loss=1.302369 lr=0.007935 Epoch[030] Batch [0149]/[3760] Speed: 123.965500 samples/sec accuracy=67.395833 loss=1.292369 lr=0.007933 Epoch[030] Batch [0199]/[3760] Speed: 126.164937 samples/sec accuracy=67.531250 loss=1.294646 lr=0.007932 Epoch[030] Batch [0249]/[3760] Speed: 112.774198 samples/sec accuracy=67.562500 loss=1.298591 lr=0.007930 Epoch[030] Batch [0299]/[3760] Speed: 129.955778 samples/sec accuracy=67.453125 loss=1.303398 lr=0.007928 Epoch[030] Batch [0349]/[3760] Speed: 115.004419 samples/sec accuracy=67.343750 loss=1.308184 lr=0.007926 Epoch[030] Batch [0399]/[3760] Speed: 130.844351 samples/sec accuracy=67.390625 loss=1.305926 lr=0.007925 Epoch[030] Batch [0449]/[3760] Speed: 114.564037 samples/sec accuracy=67.340278 loss=1.306572 lr=0.007923 Epoch[030] Batch [0499]/[3760] Speed: 130.962923 samples/sec accuracy=67.140625 loss=1.311392 lr=0.007921 Epoch[030] Batch [0549]/[3760] Speed: 115.084124 samples/sec accuracy=67.045455 loss=1.314896 lr=0.007920 Epoch[030] Batch [0599]/[3760] Speed: 125.514819 samples/sec accuracy=66.916667 loss=1.316464 lr=0.007918 Epoch[030] Batch [0649]/[3760] Speed: 118.749098 samples/sec accuracy=66.913462 loss=1.317591 lr=0.007916 Epoch[030] Batch [0699]/[3760] Speed: 120.998577 samples/sec accuracy=66.825893 loss=1.318983 lr=0.007915 Epoch[030] Batch [0749]/[3760] Speed: 120.673488 samples/sec accuracy=66.902083 loss=1.317451 lr=0.007913 Epoch[030] Batch [0799]/[3760] Speed: 125.083242 samples/sec accuracy=66.929688 loss=1.314840 lr=0.007911 Epoch[030] Batch [0849]/[3760] Speed: 112.682922 samples/sec accuracy=66.933824 loss=1.316507 lr=0.007909 Epoch[030] Batch [0899]/[3760] Speed: 129.857327 samples/sec accuracy=66.871528 loss=1.319700 lr=0.007908 Epoch[030] Batch [0949]/[3760] Speed: 117.596983 samples/sec accuracy=66.870066 loss=1.321290 lr=0.007906 Epoch[030] Batch [0999]/[3760] Speed: 123.496148 samples/sec accuracy=66.796875 loss=1.323896 lr=0.007904 Epoch[030] Batch [1049]/[3760] Speed: 118.362530 samples/sec accuracy=66.757440 loss=1.325359 lr=0.007903 Epoch[030] Batch [1099]/[3760] Speed: 128.678116 samples/sec accuracy=66.669034 loss=1.327494 lr=0.007901 Epoch[030] Batch [1149]/[3760] Speed: 116.338604 samples/sec accuracy=66.589674 loss=1.329510 lr=0.007899 Epoch[030] Batch [1199]/[3760] Speed: 124.670829 samples/sec accuracy=66.511719 loss=1.331818 lr=0.007898 Epoch[030] Batch [1249]/[3760] Speed: 113.826571 samples/sec accuracy=66.456250 loss=1.333398 lr=0.007896 Epoch[030] Batch [1299]/[3760] Speed: 135.145125 samples/sec accuracy=66.426683 loss=1.334152 lr=0.007894 Epoch[030] Batch [1349]/[3760] Speed: 117.253456 samples/sec accuracy=66.414352 loss=1.335338 lr=0.007892 Epoch[030] Batch [1399]/[3760] Speed: 126.912652 samples/sec accuracy=66.375000 loss=1.336587 lr=0.007891 Epoch[030] Batch [1449]/[3760] Speed: 119.713115 samples/sec accuracy=66.369612 loss=1.335603 lr=0.007889 Epoch[030] Batch [1499]/[3760] Speed: 123.095401 samples/sec accuracy=66.314583 loss=1.337887 lr=0.007887 Epoch[030] Batch [1549]/[3760] Speed: 111.517288 samples/sec accuracy=66.302419 loss=1.338419 lr=0.007886 Epoch[030] Batch [1599]/[3760] Speed: 137.282770 samples/sec accuracy=66.260742 loss=1.340462 lr=0.007884 Epoch[030] Batch [1649]/[3760] Speed: 111.637376 samples/sec accuracy=66.226326 loss=1.341815 lr=0.007882 Epoch[030] Batch [1699]/[3760] Speed: 135.016093 samples/sec accuracy=66.278493 loss=1.341182 lr=0.007881 Epoch[030] Batch [1749]/[3760] Speed: 113.375940 samples/sec accuracy=66.267857 loss=1.341557 lr=0.007879 Epoch[030] Batch [1799]/[3760] Speed: 131.832372 samples/sec accuracy=66.242188 loss=1.341709 lr=0.007877 Epoch[030] Batch [1849]/[3760] Speed: 114.560453 samples/sec accuracy=66.222128 loss=1.342144 lr=0.007875 Epoch[030] Batch [1899]/[3760] Speed: 124.055656 samples/sec accuracy=66.188322 loss=1.343089 lr=0.007874 Epoch[030] Batch [1949]/[3760] Speed: 119.269998 samples/sec accuracy=66.150641 loss=1.344406 lr=0.007872 Epoch[030] Batch [1999]/[3760] Speed: 120.405945 samples/sec accuracy=66.172656 loss=1.343927 lr=0.007870 Epoch[030] Batch [2049]/[3760] Speed: 127.399658 samples/sec accuracy=66.144817 loss=1.344995 lr=0.007869 Epoch[030] Batch [2099]/[3760] Speed: 114.945402 samples/sec accuracy=66.119792 loss=1.346064 lr=0.007867 Epoch[030] Batch [2149]/[3760] Speed: 130.655883 samples/sec accuracy=66.145349 loss=1.345682 lr=0.007865 Epoch[030] Batch [2199]/[3760] Speed: 109.295096 samples/sec accuracy=66.122159 loss=1.346221 lr=0.007863 Epoch[030] Batch [2249]/[3760] Speed: 133.199995 samples/sec accuracy=66.084028 loss=1.347868 lr=0.007862 Epoch[030] Batch [2299]/[3760] Speed: 117.492680 samples/sec accuracy=66.078125 loss=1.348298 lr=0.007860 Epoch[030] Batch [2349]/[3760] Speed: 125.676464 samples/sec accuracy=66.037899 loss=1.349678 lr=0.007858 Epoch[030] Batch [2399]/[3760] Speed: 112.415054 samples/sec accuracy=66.005208 loss=1.351000 lr=0.007857 Epoch[030] Batch [2449]/[3760] Speed: 137.450983 samples/sec accuracy=66.008291 loss=1.351481 lr=0.007855 Epoch[030] Batch [2499]/[3760] Speed: 113.035125 samples/sec accuracy=66.001875 loss=1.351764 lr=0.007853 Epoch[030] Batch [2549]/[3760] Speed: 124.572299 samples/sec accuracy=66.005515 loss=1.351319 lr=0.007851 Epoch[030] Batch [2599]/[3760] Speed: 119.924706 samples/sec accuracy=65.983173 loss=1.352215 lr=0.007850 Epoch[030] Batch [2649]/[3760] Speed: 121.455172 samples/sec accuracy=65.965802 loss=1.352354 lr=0.007848 Epoch[030] Batch [2699]/[3760] Speed: 121.926101 samples/sec accuracy=65.930556 loss=1.353625 lr=0.007846 Epoch[030] Batch [2749]/[3760] Speed: 119.655001 samples/sec accuracy=65.923295 loss=1.354055 lr=0.007845 Epoch[030] Batch [2799]/[3760] Speed: 127.294109 samples/sec accuracy=65.943638 loss=1.354009 lr=0.007843 Epoch[030] Batch [2849]/[3760] Speed: 119.083510 samples/sec accuracy=65.910088 loss=1.355820 lr=0.007841 Epoch[030] Batch [2899]/[3760] Speed: 124.397572 samples/sec accuracy=65.894397 loss=1.356368 lr=0.007839 Epoch[030] Batch [2949]/[3760] Speed: 119.870396 samples/sec accuracy=65.889831 loss=1.356932 lr=0.007838 Epoch[030] Batch [2999]/[3760] Speed: 124.923780 samples/sec accuracy=65.877604 loss=1.357628 lr=0.007836 Epoch[030] Batch [3049]/[3760] Speed: 115.387680 samples/sec accuracy=65.865779 loss=1.357969 lr=0.007834 Epoch[030] Batch [3099]/[3760] Speed: 125.668893 samples/sec accuracy=65.856855 loss=1.358808 lr=0.007832 Epoch[030] Batch [3149]/[3760] Speed: 115.605211 samples/sec accuracy=65.860119 loss=1.358593 lr=0.007831 Epoch[030] Batch [3199]/[3760] Speed: 130.037219 samples/sec accuracy=65.861816 loss=1.358310 lr=0.007829 Epoch[030] Batch [3249]/[3760] Speed: 112.460845 samples/sec accuracy=65.832692 loss=1.360148 lr=0.007827 Epoch[030] Batch [3299]/[3760] Speed: 131.705768 samples/sec accuracy=65.814867 loss=1.360905 lr=0.007826 Epoch[030] Batch [3349]/[3760] Speed: 111.481818 samples/sec accuracy=65.787780 loss=1.362130 lr=0.007824 Epoch[030] Batch [3399]/[3760] Speed: 136.149120 samples/sec accuracy=65.777574 loss=1.362408 lr=0.007822 Epoch[030] Batch [3449]/[3760] Speed: 114.898286 samples/sec accuracy=65.763134 loss=1.362943 lr=0.007820 Epoch[030] Batch [3499]/[3760] Speed: 120.531517 samples/sec accuracy=65.736607 loss=1.363850 lr=0.007819 Epoch[030] Batch [3549]/[3760] Speed: 125.149014 samples/sec accuracy=65.694542 loss=1.365188 lr=0.007817 Epoch[030] Batch [3599]/[3760] Speed: 121.263812 samples/sec accuracy=65.680556 loss=1.365588 lr=0.007815 Epoch[030] Batch [3649]/[3760] Speed: 124.990942 samples/sec accuracy=65.675942 loss=1.365418 lr=0.007814 Epoch[030] Batch [3699]/[3760] Speed: 118.658364 samples/sec accuracy=65.658361 loss=1.366192 lr=0.007812 Epoch[030] Batch [3749]/[3760] Speed: 138.896136 samples/sec accuracy=65.659583 loss=1.366405 lr=0.007810 Batch [0049]/[0303]: acc-top1=59.218750 acc-top5=81.687500 Batch [0099]/[0303]: acc-top1=59.828125 acc-top5=82.484375 Batch [0149]/[0303]: acc-top1=59.562500 acc-top5=82.552083 Batch [0199]/[0303]: acc-top1=59.023438 acc-top5=82.226562 Batch [0249]/[0303]: acc-top1=59.200000 acc-top5=82.156250 Batch [0299]/[0303]: acc-top1=59.260417 acc-top5=82.057292 [Epoch 030] training: accuracy=65.655751 loss=1.366594 [Epoch 030] speed: 121 samples/sec time cost: 2177.455721 [Epoch 030] validation: acc-top1=59.271865 acc-top5=82.080239 loss=2.031994 Epoch[031] Batch [0049]/[3760] Speed: 89.605078 samples/sec accuracy=66.781250 loss=1.305864 lr=0.007808 Epoch[031] Batch [0099]/[3760] Speed: 119.801356 samples/sec accuracy=67.171875 loss=1.312314 lr=0.007806 Epoch[031] Batch [0149]/[3760] Speed: 120.449520 samples/sec accuracy=66.562500 loss=1.337936 lr=0.007805 Epoch[031] Batch [0199]/[3760] Speed: 124.072068 samples/sec accuracy=66.765625 loss=1.320901 lr=0.007803 Epoch[031] Batch [0249]/[3760] Speed: 120.053520 samples/sec accuracy=66.737500 loss=1.322949 lr=0.007801 Epoch[031] Batch [0299]/[3760] Speed: 120.703696 samples/sec accuracy=66.786458 loss=1.320207 lr=0.007799 Epoch[031] Batch [0349]/[3760] Speed: 122.800014 samples/sec accuracy=66.754464 loss=1.316976 lr=0.007798 Epoch[031] Batch [0399]/[3760] Speed: 115.367068 samples/sec accuracy=66.679688 loss=1.318770 lr=0.007796 Epoch[031] Batch [0449]/[3760] Speed: 132.261218 samples/sec accuracy=66.586806 loss=1.323392 lr=0.007794 Epoch[031] Batch [0499]/[3760] Speed: 120.466111 samples/sec accuracy=66.575000 loss=1.320940 lr=0.007792 Epoch[031] Batch [0549]/[3760] Speed: 122.998349 samples/sec accuracy=66.730114 loss=1.320161 lr=0.007791 Epoch[031] Batch [0599]/[3760] Speed: 120.927027 samples/sec accuracy=66.588542 loss=1.324379 lr=0.007789 Epoch[031] Batch [0649]/[3760] Speed: 118.761587 samples/sec accuracy=66.567308 loss=1.324690 lr=0.007787 Epoch[031] Batch [0699]/[3760] Speed: 128.192900 samples/sec accuracy=66.555804 loss=1.325557 lr=0.007785 Epoch[031] Batch [0749]/[3760] Speed: 120.267434 samples/sec accuracy=66.575000 loss=1.324995 lr=0.007784 Epoch[031] Batch [0799]/[3760] Speed: 117.413595 samples/sec accuracy=66.597656 loss=1.324584 lr=0.007782 Epoch[031] Batch [0849]/[3760] Speed: 128.932993 samples/sec accuracy=66.580882 loss=1.324379 lr=0.007780 Epoch[031] Batch [0899]/[3760] Speed: 114.079717 samples/sec accuracy=66.607639 loss=1.323385 lr=0.007779 Epoch[031] Batch [0949]/[3760] Speed: 127.167069 samples/sec accuracy=66.623355 loss=1.322211 lr=0.007777 Epoch[031] Batch [0999]/[3760] Speed: 117.863319 samples/sec accuracy=66.678125 loss=1.319224 lr=0.007775 Epoch[031] Batch [1049]/[3760] Speed: 127.421409 samples/sec accuracy=66.641369 loss=1.320310 lr=0.007773 Epoch[031] Batch [1099]/[3760] Speed: 113.521825 samples/sec accuracy=66.650568 loss=1.321786 lr=0.007772 Epoch[031] Batch [1149]/[3760] Speed: 131.516615 samples/sec accuracy=66.661685 loss=1.321920 lr=0.007770 Epoch[031] Batch [1199]/[3760] Speed: 115.846731 samples/sec accuracy=66.703125 loss=1.321228 lr=0.007768 Epoch[031] Batch [1249]/[3760] Speed: 128.597976 samples/sec accuracy=66.637500 loss=1.323384 lr=0.007766 Epoch[031] Batch [1299]/[3760] Speed: 114.778325 samples/sec accuracy=66.634615 loss=1.323830 lr=0.007765 Epoch[031] Batch [1349]/[3760] Speed: 133.435666 samples/sec accuracy=66.592593 loss=1.325523 lr=0.007763 Epoch[031] Batch [1399]/[3760] Speed: 115.114888 samples/sec accuracy=66.520089 loss=1.329127 lr=0.007761 Epoch[031] Batch [1449]/[3760] Speed: 126.351970 samples/sec accuracy=66.506466 loss=1.330369 lr=0.007759 Epoch[031] Batch [1499]/[3760] Speed: 116.402388 samples/sec accuracy=66.523958 loss=1.330417 lr=0.007758 Epoch[031] Batch [1549]/[3760] Speed: 126.041079 samples/sec accuracy=66.494960 loss=1.331550 lr=0.007756 Epoch[031] Batch [1599]/[3760] Speed: 119.808370 samples/sec accuracy=66.465820 loss=1.332706 lr=0.007754 Epoch[031] Batch [1649]/[3760] Speed: 122.295621 samples/sec accuracy=66.473485 loss=1.333273 lr=0.007752 Epoch[031] Batch [1699]/[3760] Speed: 118.485738 samples/sec accuracy=66.465074 loss=1.333231 lr=0.007751 Epoch[031] Batch [1749]/[3760] Speed: 133.937753 samples/sec accuracy=66.458036 loss=1.333282 lr=0.007749 Epoch[031] Batch [1799]/[3760] Speed: 116.422508 samples/sec accuracy=66.398438 loss=1.334894 lr=0.007747 Epoch[031] Batch [1849]/[3760] Speed: 124.424742 samples/sec accuracy=66.436655 loss=1.333898 lr=0.007745 Epoch[031] Batch [1899]/[3760] Speed: 119.844025 samples/sec accuracy=66.405428 loss=1.334376 lr=0.007744 Epoch[031] Batch [1949]/[3760] Speed: 125.011442 samples/sec accuracy=66.377404 loss=1.335458 lr=0.007742 Epoch[031] Batch [1999]/[3760] Speed: 116.739678 samples/sec accuracy=66.347656 loss=1.336499 lr=0.007740 Epoch[031] Batch [2049]/[3760] Speed: 129.503293 samples/sec accuracy=66.301829 loss=1.337413 lr=0.007738 Epoch[031] Batch [2099]/[3760] Speed: 112.539781 samples/sec accuracy=66.269345 loss=1.338606 lr=0.007737 Epoch[031] Batch [2149]/[3760] Speed: 127.631853 samples/sec accuracy=66.247820 loss=1.339482 lr=0.007735 Epoch[031] Batch [2199]/[3760] Speed: 121.153594 samples/sec accuracy=66.246449 loss=1.339474 lr=0.007733 Epoch[031] Batch [2249]/[3760] Speed: 126.041832 samples/sec accuracy=66.229861 loss=1.339459 lr=0.007731 Epoch[031] Batch [2299]/[3760] Speed: 122.899449 samples/sec accuracy=66.207201 loss=1.340321 lr=0.007730 Epoch[031] Batch [2349]/[3760] Speed: 123.226871 samples/sec accuracy=66.182846 loss=1.342043 lr=0.007728 Epoch[031] Batch [2399]/[3760] Speed: 118.512704 samples/sec accuracy=66.164714 loss=1.343362 lr=0.007726 Epoch[031] Batch [2449]/[3760] Speed: 121.425436 samples/sec accuracy=66.156888 loss=1.344423 lr=0.007724 Epoch[031] Batch [2499]/[3760] Speed: 125.004750 samples/sec accuracy=66.141250 loss=1.345449 lr=0.007723 Epoch[031] Batch [2549]/[3760] Speed: 119.825712 samples/sec accuracy=66.113358 loss=1.346943 lr=0.007721 Epoch[031] Batch [2599]/[3760] Speed: 124.194803 samples/sec accuracy=66.063702 loss=1.348011 lr=0.007719 Epoch[031] Batch [2649]/[3760] Speed: 120.469513 samples/sec accuracy=66.058962 loss=1.349002 lr=0.007717 Epoch[031] Batch [2699]/[3760] Speed: 124.820831 samples/sec accuracy=66.032986 loss=1.349962 lr=0.007716 Epoch[031] Batch [2749]/[3760] Speed: 124.823361 samples/sec accuracy=66.022159 loss=1.350224 lr=0.007714 Epoch[031] Batch [2799]/[3760] Speed: 119.334496 samples/sec accuracy=66.025112 loss=1.350770 lr=0.007712 Epoch[031] Batch [2849]/[3760] Speed: 128.596708 samples/sec accuracy=65.986842 loss=1.351922 lr=0.007710 Epoch[031] Batch [2899]/[3760] Speed: 116.634215 samples/sec accuracy=65.975216 loss=1.351831 lr=0.007709 Epoch[031] Batch [2949]/[3760] Speed: 127.222637 samples/sec accuracy=65.969809 loss=1.352078 lr=0.007707 Epoch[031] Batch [2999]/[3760] Speed: 117.318470 samples/sec accuracy=65.960938 loss=1.352883 lr=0.007705 Epoch[031] Batch [3049]/[3760] Speed: 125.814226 samples/sec accuracy=65.952357 loss=1.353235 lr=0.007703 Epoch[031] Batch [3099]/[3760] Speed: 117.667250 samples/sec accuracy=65.944556 loss=1.353717 lr=0.007702 Epoch[031] Batch [3149]/[3760] Speed: 128.148626 samples/sec accuracy=65.935516 loss=1.353900 lr=0.007700 Epoch[031] Batch [3199]/[3760] Speed: 123.984913 samples/sec accuracy=65.929199 loss=1.354290 lr=0.007698 Epoch[031] Batch [3249]/[3760] Speed: 117.471249 samples/sec accuracy=65.905288 loss=1.355255 lr=0.007696 Epoch[031] Batch [3299]/[3760] Speed: 125.702540 samples/sec accuracy=65.892519 loss=1.355715 lr=0.007695 Epoch[031] Batch [3349]/[3760] Speed: 122.839972 samples/sec accuracy=65.875466 loss=1.356589 lr=0.007693 Epoch[031] Batch [3399]/[3760] Speed: 120.779646 samples/sec accuracy=65.876379 loss=1.356547 lr=0.007691 Epoch[031] Batch [3449]/[3760] Speed: 121.687826 samples/sec accuracy=65.891304 loss=1.355881 lr=0.007689 Epoch[031] Batch [3499]/[3760] Speed: 124.084949 samples/sec accuracy=65.851339 loss=1.357104 lr=0.007688 Epoch[031] Batch [3549]/[3760] Speed: 122.512583 samples/sec accuracy=65.850792 loss=1.356787 lr=0.007686 Epoch[031] Batch [3599]/[3760] Speed: 118.951327 samples/sec accuracy=65.838542 loss=1.357377 lr=0.007684 Epoch[031] Batch [3649]/[3760] Speed: 124.640492 samples/sec accuracy=65.863442 loss=1.357091 lr=0.007682 Epoch[031] Batch [3699]/[3760] Speed: 115.564196 samples/sec accuracy=65.864865 loss=1.357111 lr=0.007680 Epoch[031] Batch [3749]/[3760] Speed: 146.983630 samples/sec accuracy=65.862500 loss=1.357129 lr=0.007679 Batch [0049]/[0303]: acc-top1=57.843750 acc-top5=82.093750 Batch [0099]/[0303]: acc-top1=58.843750 acc-top5=82.375000 Batch [0149]/[0303]: acc-top1=59.312500 acc-top5=82.531250 Batch [0199]/[0303]: acc-top1=59.085938 acc-top5=82.242188 Batch [0249]/[0303]: acc-top1=59.106250 acc-top5=82.093750 Batch [0299]/[0303]: acc-top1=59.104167 acc-top5=82.083333 [Epoch 031] training: accuracy=65.858959 loss=1.357352 [Epoch 031] speed: 121 samples/sec time cost: 2168.939532 [Epoch 031] validation: acc-top1=59.158416 acc-top5=82.121493 loss=2.035700 Epoch[032] Batch [0049]/[3759] Speed: 88.516141 samples/sec accuracy=68.031250 loss=1.282313 lr=0.007677 Epoch[032] Batch [0099]/[3759] Speed: 123.788605 samples/sec accuracy=67.406250 loss=1.286662 lr=0.007675 Epoch[032] Batch [0149]/[3759] Speed: 122.440264 samples/sec accuracy=67.958333 loss=1.265259 lr=0.007673 Epoch[032] Batch [0199]/[3759] Speed: 127.238097 samples/sec accuracy=68.046875 loss=1.271051 lr=0.007671 Epoch[032] Batch [0249]/[3759] Speed: 116.263776 samples/sec accuracy=68.200000 loss=1.263789 lr=0.007670 Epoch[032] Batch [0299]/[3759] Speed: 125.498243 samples/sec accuracy=67.984375 loss=1.265433 lr=0.007668 Epoch[032] Batch [0349]/[3759] Speed: 121.322137 samples/sec accuracy=67.883929 loss=1.272033 lr=0.007666 Epoch[032] Batch [0399]/[3759] Speed: 120.844965 samples/sec accuracy=67.691406 loss=1.275596 lr=0.007664 Epoch[032] Batch [0449]/[3759] Speed: 122.326928 samples/sec accuracy=67.725694 loss=1.279091 lr=0.007662 Epoch[032] Batch [0499]/[3759] Speed: 121.421743 samples/sec accuracy=67.693750 loss=1.279457 lr=0.007661 Epoch[032] Batch [0549]/[3759] Speed: 120.993918 samples/sec accuracy=67.678977 loss=1.281605 lr=0.007659 Epoch[032] Batch [0599]/[3759] Speed: 117.382464 samples/sec accuracy=67.739583 loss=1.280929 lr=0.007657 Epoch[032] Batch [0649]/[3759] Speed: 134.771531 samples/sec accuracy=67.762019 loss=1.282153 lr=0.007655 Epoch[032] Batch [0699]/[3759] Speed: 112.135811 samples/sec accuracy=67.808036 loss=1.281549 lr=0.007654 Epoch[032] Batch [0749]/[3759] Speed: 131.497574 samples/sec accuracy=67.722917 loss=1.284719 lr=0.007652 Epoch[032] Batch [0799]/[3759] Speed: 110.269018 samples/sec accuracy=67.662109 loss=1.284712 lr=0.007650 Epoch[032] Batch [0849]/[3759] Speed: 139.269298 samples/sec accuracy=67.556985 loss=1.287757 lr=0.007648 Epoch[032] Batch [0899]/[3759] Speed: 112.277566 samples/sec accuracy=67.522569 loss=1.288226 lr=0.007647 Epoch[032] Batch [0949]/[3759] Speed: 122.589847 samples/sec accuracy=67.462171 loss=1.291439 lr=0.007645 Epoch[032] Batch [0999]/[3759] Speed: 118.991118 samples/sec accuracy=67.406250 loss=1.293315 lr=0.007643 Epoch[032] Batch [1049]/[3759] Speed: 130.002845 samples/sec accuracy=67.441964 loss=1.292000 lr=0.007641 Epoch[032] Batch [1099]/[3759] Speed: 119.188059 samples/sec accuracy=67.359375 loss=1.297221 lr=0.007639 Epoch[032] Batch [1149]/[3759] Speed: 129.840686 samples/sec accuracy=67.292120 loss=1.298992 lr=0.007638 Epoch[032] Batch [1199]/[3759] Speed: 112.941606 samples/sec accuracy=67.251302 loss=1.299885 lr=0.007636 Epoch[032] Batch [1249]/[3759] Speed: 129.893020 samples/sec accuracy=67.225000 loss=1.301690 lr=0.007634 Epoch[032] Batch [1299]/[3759] Speed: 116.640089 samples/sec accuracy=67.149038 loss=1.303697 lr=0.007632 Epoch[032] Batch [1349]/[3759] Speed: 123.874872 samples/sec accuracy=67.125000 loss=1.303724 lr=0.007631 Epoch[032] Batch [1399]/[3759] Speed: 111.600934 samples/sec accuracy=67.137277 loss=1.303828 lr=0.007629 Epoch[032] Batch [1449]/[3759] Speed: 126.399968 samples/sec accuracy=67.151940 loss=1.303721 lr=0.007627 Epoch[032] Batch [1499]/[3759] Speed: 126.774496 samples/sec accuracy=67.135417 loss=1.305782 lr=0.007625 Epoch[032] Batch [1549]/[3759] Speed: 116.311833 samples/sec accuracy=67.077621 loss=1.307576 lr=0.007623 Epoch[032] Batch [1599]/[3759] Speed: 131.893555 samples/sec accuracy=67.077148 loss=1.307380 lr=0.007622 Epoch[032] Batch [1649]/[3759] Speed: 115.758803 samples/sec accuracy=67.069129 loss=1.307720 lr=0.007620 Epoch[032] Batch [1699]/[3759] Speed: 127.153137 samples/sec accuracy=67.065257 loss=1.307690 lr=0.007618 Epoch[032] Batch [1749]/[3759] Speed: 122.963190 samples/sec accuracy=67.024107 loss=1.309566 lr=0.007616 Epoch[032] Batch [1799]/[3759] Speed: 116.310151 samples/sec accuracy=67.040799 loss=1.309028 lr=0.007615 Epoch[032] Batch [1849]/[3759] Speed: 122.042060 samples/sec accuracy=67.058277 loss=1.308041 lr=0.007613 Epoch[032] Batch [1899]/[3759] Speed: 124.712296 samples/sec accuracy=67.051809 loss=1.308825 lr=0.007611 Epoch[032] Batch [1949]/[3759] Speed: 119.782328 samples/sec accuracy=67.008814 loss=1.310652 lr=0.007609 Epoch[032] Batch [1999]/[3759] Speed: 127.044763 samples/sec accuracy=66.992969 loss=1.310972 lr=0.007607 Epoch[032] Batch [2049]/[3759] Speed: 116.778137 samples/sec accuracy=66.979421 loss=1.312009 lr=0.007606 Epoch[032] Batch [2099]/[3759] Speed: 124.684973 samples/sec accuracy=66.959821 loss=1.312582 lr=0.007604 Epoch[032] Batch [2149]/[3759] Speed: 120.650296 samples/sec accuracy=66.937500 loss=1.313401 lr=0.007602 Epoch[032] Batch [2199]/[3759] Speed: 119.184222 samples/sec accuracy=66.931818 loss=1.314037 lr=0.007600 Epoch[032] Batch [2249]/[3759] Speed: 123.952352 samples/sec accuracy=66.895139 loss=1.314683 lr=0.007599 Epoch[032] Batch [2299]/[3759] Speed: 122.017682 samples/sec accuracy=66.895380 loss=1.314779 lr=0.007597 Epoch[032] Batch [2349]/[3759] Speed: 123.842442 samples/sec accuracy=66.853059 loss=1.315510 lr=0.007595 Epoch[032] Batch [2399]/[3759] Speed: 117.499488 samples/sec accuracy=66.815755 loss=1.316793 lr=0.007593 Epoch[032] Batch [2449]/[3759] Speed: 125.821408 samples/sec accuracy=66.774235 loss=1.317781 lr=0.007591 Epoch[032] Batch [2499]/[3759] Speed: 116.635147 samples/sec accuracy=66.787500 loss=1.318014 lr=0.007590 Epoch[032] Batch [2549]/[3759] Speed: 131.191779 samples/sec accuracy=66.738358 loss=1.319261 lr=0.007588 Epoch[032] Batch [2599]/[3759] Speed: 114.115956 samples/sec accuracy=66.718750 loss=1.320136 lr=0.007586 Epoch[032] Batch [2649]/[3759] Speed: 130.128903 samples/sec accuracy=66.718750 loss=1.320281 lr=0.007584 Epoch[032] Batch [2699]/[3759] Speed: 113.550197 samples/sec accuracy=66.714699 loss=1.319885 lr=0.007582 Epoch[032] Batch [2749]/[3759] Speed: 134.418516 samples/sec accuracy=66.734659 loss=1.319092 lr=0.007581 Epoch[032] Batch [2799]/[3759] Speed: 109.926035 samples/sec accuracy=66.717634 loss=1.319769 lr=0.007579 Epoch[032] Batch [2849]/[3759] Speed: 138.938792 samples/sec accuracy=66.715461 loss=1.319889 lr=0.007577 Epoch[032] Batch [2899]/[3759] Speed: 114.884000 samples/sec accuracy=66.697737 loss=1.320972 lr=0.007575 Epoch[032] Batch [2949]/[3759] Speed: 127.850221 samples/sec accuracy=66.673199 loss=1.321933 lr=0.007573 Epoch[032] Batch [2999]/[3759] Speed: 117.282549 samples/sec accuracy=66.636458 loss=1.322929 lr=0.007572 Epoch[032] Batch [3049]/[3759] Speed: 127.083603 samples/sec accuracy=66.601947 loss=1.324835 lr=0.007570 Epoch[032] Batch [3099]/[3759] Speed: 118.098431 samples/sec accuracy=66.578125 loss=1.325713 lr=0.007568 Epoch[032] Batch [3149]/[3759] Speed: 123.002817 samples/sec accuracy=66.568452 loss=1.326181 lr=0.007566 Epoch[032] Batch [3199]/[3759] Speed: 122.772212 samples/sec accuracy=66.554199 loss=1.326773 lr=0.007565 Epoch[032] Batch [3249]/[3759] Speed: 120.118874 samples/sec accuracy=66.522596 loss=1.327554 lr=0.007563 Epoch[032] Batch [3299]/[3759] Speed: 120.951148 samples/sec accuracy=66.511364 loss=1.327866 lr=0.007561 Epoch[032] Batch [3349]/[3759] Speed: 123.676694 samples/sec accuracy=66.502799 loss=1.328273 lr=0.007559 Epoch[032] Batch [3399]/[3759] Speed: 121.964006 samples/sec accuracy=66.465533 loss=1.329626 lr=0.007557 Epoch[032] Batch [3449]/[3759] Speed: 118.686618 samples/sec accuracy=66.454257 loss=1.330073 lr=0.007556 Epoch[032] Batch [3499]/[3759] Speed: 128.276358 samples/sec accuracy=66.443750 loss=1.330969 lr=0.007554 Epoch[032] Batch [3549]/[3759] Speed: 111.194758 samples/sec accuracy=66.436180 loss=1.331899 lr=0.007552 Epoch[032] Batch [3599]/[3759] Speed: 134.496527 samples/sec accuracy=66.419705 loss=1.332533 lr=0.007550 Epoch[032] Batch [3649]/[3759] Speed: 113.445609 samples/sec accuracy=66.390839 loss=1.334048 lr=0.007548 Epoch[032] Batch [3699]/[3759] Speed: 131.537534 samples/sec accuracy=66.384291 loss=1.334622 lr=0.007547 Epoch[032] Batch [3749]/[3759] Speed: 132.446004 samples/sec accuracy=66.382500 loss=1.334984 lr=0.007545 Batch [0049]/[0303]: acc-top1=59.375000 acc-top5=82.156250 Batch [0099]/[0303]: acc-top1=60.281250 acc-top5=82.968750 Batch [0149]/[0303]: acc-top1=60.010417 acc-top5=83.083333 Batch [0199]/[0303]: acc-top1=59.710938 acc-top5=82.648438 Batch [0249]/[0303]: acc-top1=59.743750 acc-top5=82.506250 Batch [0299]/[0303]: acc-top1=59.822917 acc-top5=82.401042 [Epoch 032] training: accuracy=66.372373 loss=1.335161 [Epoch 032] speed: 121 samples/sec time cost: 2171.095572 [Epoch 032] validation: acc-top1=59.875206 acc-top5=82.441213 loss=1.991264 Epoch[033] Batch [0049]/[3760] Speed: 89.925923 samples/sec accuracy=65.250000 loss=1.375688 lr=0.007543 Epoch[033] Batch [0099]/[3760] Speed: 118.738835 samples/sec accuracy=66.453125 loss=1.313233 lr=0.007541 Epoch[033] Batch [0149]/[3760] Speed: 122.662250 samples/sec accuracy=67.145833 loss=1.289718 lr=0.007539 Epoch[033] Batch [0199]/[3760] Speed: 119.089346 samples/sec accuracy=67.054688 loss=1.289186 lr=0.007537 Epoch[033] Batch [0249]/[3760] Speed: 125.096368 samples/sec accuracy=67.362500 loss=1.274892 lr=0.007535 Epoch[033] Batch [0299]/[3760] Speed: 122.398825 samples/sec accuracy=67.557292 loss=1.269290 lr=0.007534 Epoch[033] Batch [0349]/[3760] Speed: 121.589473 samples/sec accuracy=67.696429 loss=1.262672 lr=0.007532 Epoch[033] Batch [0399]/[3760] Speed: 114.733775 samples/sec accuracy=67.621094 loss=1.267373 lr=0.007530 Epoch[033] Batch [0449]/[3760] Speed: 132.515269 samples/sec accuracy=67.638889 loss=1.267891 lr=0.007528 Epoch[033] Batch [0499]/[3760] Speed: 112.606236 samples/sec accuracy=67.553125 loss=1.269635 lr=0.007526 Epoch[033] Batch [0549]/[3760] Speed: 131.293689 samples/sec accuracy=67.619318 loss=1.269718 lr=0.007525 Epoch[033] Batch [0599]/[3760] Speed: 111.872173 samples/sec accuracy=67.518229 loss=1.271161 lr=0.007523 Epoch[033] Batch [0649]/[3760] Speed: 133.248799 samples/sec accuracy=67.526442 loss=1.273694 lr=0.007521 Epoch[033] Batch [0699]/[3760] Speed: 111.707934 samples/sec accuracy=67.457589 loss=1.276875 lr=0.007519 Epoch[033] Batch [0749]/[3760] Speed: 130.764587 samples/sec accuracy=67.385417 loss=1.281593 lr=0.007517 Epoch[033] Batch [0799]/[3760] Speed: 116.855745 samples/sec accuracy=67.291016 loss=1.284574 lr=0.007516 Epoch[033] Batch [0849]/[3760] Speed: 125.833785 samples/sec accuracy=67.329044 loss=1.282917 lr=0.007514 Epoch[033] Batch [0899]/[3760] Speed: 114.920148 samples/sec accuracy=67.303819 loss=1.284191 lr=0.007512 Epoch[033] Batch [0949]/[3760] Speed: 127.097689 samples/sec accuracy=67.319079 loss=1.282401 lr=0.007510 Epoch[033] Batch [0999]/[3760] Speed: 124.810291 samples/sec accuracy=67.264062 loss=1.285565 lr=0.007508 Epoch[033] Batch [1049]/[3760] Speed: 113.681925 samples/sec accuracy=67.190476 loss=1.288570 lr=0.007507 Epoch[033] Batch [1099]/[3760] Speed: 134.336437 samples/sec accuracy=67.140625 loss=1.289275 lr=0.007505 Epoch[033] Batch [1149]/[3760] Speed: 113.450604 samples/sec accuracy=67.042120 loss=1.291895 lr=0.007503 Epoch[033] Batch [1199]/[3760] Speed: 135.347774 samples/sec accuracy=66.977865 loss=1.296018 lr=0.007501 Epoch[033] Batch [1249]/[3760] Speed: 111.371077 samples/sec accuracy=66.971250 loss=1.297188 lr=0.007499 Epoch[033] Batch [1299]/[3760] Speed: 132.972603 samples/sec accuracy=66.984375 loss=1.296232 lr=0.007498 Epoch[033] Batch [1349]/[3760] Speed: 116.375262 samples/sec accuracy=66.943287 loss=1.297306 lr=0.007496 Epoch[033] Batch [1399]/[3760] Speed: 119.102331 samples/sec accuracy=66.905134 loss=1.298480 lr=0.007494 Epoch[033] Batch [1449]/[3760] Speed: 126.097848 samples/sec accuracy=66.879310 loss=1.299551 lr=0.007492 Epoch[033] Batch [1499]/[3760] Speed: 116.879809 samples/sec accuracy=66.862500 loss=1.300514 lr=0.007490 Epoch[033] Batch [1549]/[3760] Speed: 127.641541 samples/sec accuracy=66.828629 loss=1.301969 lr=0.007488 Epoch[033] Batch [1599]/[3760] Speed: 119.155212 samples/sec accuracy=66.822266 loss=1.302600 lr=0.007487 Epoch[033] Batch [1649]/[3760] Speed: 128.328032 samples/sec accuracy=66.830492 loss=1.302873 lr=0.007485 Epoch[033] Batch [1699]/[3760] Speed: 116.472964 samples/sec accuracy=66.852941 loss=1.301720 lr=0.007483 Epoch[033] Batch [1749]/[3760] Speed: 127.625450 samples/sec accuracy=66.875000 loss=1.302749 lr=0.007481 Epoch[033] Batch [1799]/[3760] Speed: 116.574195 samples/sec accuracy=66.882812 loss=1.302133 lr=0.007479 Epoch[033] Batch [1849]/[3760] Speed: 129.814784 samples/sec accuracy=66.873311 loss=1.303064 lr=0.007478 Epoch[033] Batch [1899]/[3760] Speed: 105.684326 samples/sec accuracy=66.869243 loss=1.303732 lr=0.007476 Epoch[033] Batch [1949]/[3760] Speed: 134.987035 samples/sec accuracy=66.888622 loss=1.303349 lr=0.007474 Epoch[033] Batch [1999]/[3760] Speed: 123.052621 samples/sec accuracy=66.892188 loss=1.304199 lr=0.007472 Epoch[033] Batch [2049]/[3760] Speed: 120.645718 samples/sec accuracy=66.894817 loss=1.304394 lr=0.007470 Epoch[033] Batch [2099]/[3760] Speed: 123.464509 samples/sec accuracy=66.872768 loss=1.306191 lr=0.007469 Epoch[033] Batch [2149]/[3760] Speed: 111.444998 samples/sec accuracy=66.848837 loss=1.306383 lr=0.007467 Epoch[033] Batch [2199]/[3760] Speed: 135.407808 samples/sec accuracy=66.852983 loss=1.305786 lr=0.007465 Epoch[033] Batch [2249]/[3760] Speed: 110.649303 samples/sec accuracy=66.850694 loss=1.305525 lr=0.007463 Epoch[033] Batch [2299]/[3760] Speed: 137.296538 samples/sec accuracy=66.817935 loss=1.306635 lr=0.007461 Epoch[033] Batch [2349]/[3760] Speed: 113.070619 samples/sec accuracy=66.795213 loss=1.307793 lr=0.007459 Epoch[033] Batch [2399]/[3760] Speed: 129.232009 samples/sec accuracy=66.774089 loss=1.308799 lr=0.007458 Epoch[033] Batch [2449]/[3760] Speed: 120.497381 samples/sec accuracy=66.768495 loss=1.309168 lr=0.007456 Epoch[033] Batch [2499]/[3760] Speed: 121.639954 samples/sec accuracy=66.775625 loss=1.309590 lr=0.007454 Epoch[033] Batch [2549]/[3760] Speed: 122.319956 samples/sec accuracy=66.775735 loss=1.309501 lr=0.007452 Epoch[033] Batch [2599]/[3760] Speed: 117.106038 samples/sec accuracy=66.798077 loss=1.309603 lr=0.007450 Epoch[033] Batch [2649]/[3760] Speed: 120.688943 samples/sec accuracy=66.784788 loss=1.310451 lr=0.007448 Epoch[033] Batch [2699]/[3760] Speed: 122.446730 samples/sec accuracy=66.788773 loss=1.309930 lr=0.007447 Epoch[033] Batch [2749]/[3760] Speed: 124.690067 samples/sec accuracy=66.756818 loss=1.311009 lr=0.007445 Epoch[033] Batch [2799]/[3760] Speed: 128.085747 samples/sec accuracy=66.742188 loss=1.311979 lr=0.007443 Epoch[033] Batch [2849]/[3760] Speed: 111.274617 samples/sec accuracy=66.734101 loss=1.312562 lr=0.007441 Epoch[033] Batch [2899]/[3760] Speed: 131.466273 samples/sec accuracy=66.728448 loss=1.312731 lr=0.007439 Epoch[033] Batch [2949]/[3760] Speed: 116.939826 samples/sec accuracy=66.722458 loss=1.313420 lr=0.007438 Epoch[033] Batch [2999]/[3760] Speed: 125.882820 samples/sec accuracy=66.711458 loss=1.313903 lr=0.007436 Epoch[033] Batch [3049]/[3760] Speed: 117.139666 samples/sec accuracy=66.695184 loss=1.314304 lr=0.007434 Epoch[033] Batch [3099]/[3760] Speed: 121.895937 samples/sec accuracy=66.705645 loss=1.313461 lr=0.007432 Epoch[033] Batch [3149]/[3760] Speed: 123.782377 samples/sec accuracy=66.699901 loss=1.314090 lr=0.007430 Epoch[033] Batch [3199]/[3760] Speed: 120.044013 samples/sec accuracy=66.670898 loss=1.315690 lr=0.007428 Epoch[033] Batch [3249]/[3760] Speed: 126.919284 samples/sec accuracy=66.667308 loss=1.316250 lr=0.007427 Epoch[033] Batch [3299]/[3760] Speed: 115.409515 samples/sec accuracy=66.640152 loss=1.317548 lr=0.007425 Epoch[033] Batch [3349]/[3760] Speed: 123.623439 samples/sec accuracy=66.638993 loss=1.317919 lr=0.007423 Epoch[033] Batch [3399]/[3760] Speed: 120.827149 samples/sec accuracy=66.654412 loss=1.317782 lr=0.007421 Epoch[033] Batch [3449]/[3760] Speed: 121.323554 samples/sec accuracy=66.656703 loss=1.317785 lr=0.007419 Epoch[033] Batch [3499]/[3760] Speed: 122.365992 samples/sec accuracy=66.670982 loss=1.317473 lr=0.007417 Epoch[033] Batch [3549]/[3760] Speed: 117.948411 samples/sec accuracy=66.659331 loss=1.318022 lr=0.007416 Epoch[033] Batch [3599]/[3760] Speed: 130.172226 samples/sec accuracy=66.637153 loss=1.318978 lr=0.007414 Epoch[033] Batch [3649]/[3760] Speed: 111.997002 samples/sec accuracy=66.619007 loss=1.319233 lr=0.007412 Epoch[033] Batch [3699]/[3760] Speed: 134.698474 samples/sec accuracy=66.621199 loss=1.319548 lr=0.007410 Epoch[033] Batch [3749]/[3760] Speed: 131.146515 samples/sec accuracy=66.614583 loss=1.319982 lr=0.007408 Batch [0049]/[0303]: acc-top1=60.593750 acc-top5=82.687500 Batch [0099]/[0303]: acc-top1=60.359375 acc-top5=82.953125 Batch [0149]/[0303]: acc-top1=60.531250 acc-top5=83.104167 Batch [0199]/[0303]: acc-top1=60.000000 acc-top5=82.710938 Batch [0249]/[0303]: acc-top1=59.937500 acc-top5=82.468750 Batch [0299]/[0303]: acc-top1=60.109375 acc-top5=82.630208 [Epoch 033] training: accuracy=66.612367 loss=1.319984 [Epoch 033] speed: 121 samples/sec time cost: 2175.476047 [Epoch 033] validation: acc-top1=60.133045 acc-top5=82.673267 loss=1.983265 Epoch[034] Batch [0049]/[3759] Speed: 90.180136 samples/sec accuracy=68.500000 loss=1.252695 lr=0.007406 Epoch[034] Batch [0099]/[3759] Speed: 120.380260 samples/sec accuracy=67.750000 loss=1.265513 lr=0.007404 Epoch[034] Batch [0149]/[3759] Speed: 127.005448 samples/sec accuracy=67.989583 loss=1.255289 lr=0.007402 Epoch[034] Batch [0199]/[3759] Speed: 115.755796 samples/sec accuracy=67.968750 loss=1.265899 lr=0.007401 Epoch[034] Batch [0249]/[3759] Speed: 122.038788 samples/sec accuracy=67.931250 loss=1.267838 lr=0.007399 Epoch[034] Batch [0299]/[3759] Speed: 124.747862 samples/sec accuracy=67.901042 loss=1.266902 lr=0.007397 Epoch[034] Batch [0349]/[3759] Speed: 117.304057 samples/sec accuracy=67.736607 loss=1.269221 lr=0.007395 Epoch[034] Batch [0399]/[3759] Speed: 126.736294 samples/sec accuracy=67.746094 loss=1.267631 lr=0.007393 Epoch[034] Batch [0449]/[3759] Speed: 119.564953 samples/sec accuracy=67.812500 loss=1.264806 lr=0.007391 Epoch[034] Batch [0499]/[3759] Speed: 117.852281 samples/sec accuracy=67.828125 loss=1.263766 lr=0.007390 Epoch[034] Batch [0549]/[3759] Speed: 126.141936 samples/sec accuracy=67.786932 loss=1.264008 lr=0.007388 Epoch[034] Batch [0599]/[3759] Speed: 119.305012 samples/sec accuracy=67.604167 loss=1.267368 lr=0.007386 Epoch[034] Batch [0649]/[3759] Speed: 128.837288 samples/sec accuracy=67.742788 loss=1.262807 lr=0.007384 Epoch[034] Batch [0699]/[3759] Speed: 120.141568 samples/sec accuracy=67.745536 loss=1.262909 lr=0.007382 Epoch[034] Batch [0749]/[3759] Speed: 123.576929 samples/sec accuracy=67.762500 loss=1.262805 lr=0.007380 Epoch[034] Batch [0799]/[3759] Speed: 112.998179 samples/sec accuracy=67.771484 loss=1.264036 lr=0.007379 Epoch[034] Batch [0849]/[3759] Speed: 129.711042 samples/sec accuracy=67.683824 loss=1.267619 lr=0.007377 Epoch[034] Batch [0899]/[3759] Speed: 120.034902 samples/sec accuracy=67.637153 loss=1.268743 lr=0.007375 Epoch[034] Batch [0949]/[3759] Speed: 128.461041 samples/sec accuracy=67.636513 loss=1.267868 lr=0.007373 Epoch[034] Batch [0999]/[3759] Speed: 118.714258 samples/sec accuracy=67.557812 loss=1.271678 lr=0.007371 Epoch[034] Batch [1049]/[3759] Speed: 123.624246 samples/sec accuracy=67.547619 loss=1.273916 lr=0.007369 Epoch[034] Batch [1099]/[3759] Speed: 118.562421 samples/sec accuracy=67.609375 loss=1.272778 lr=0.007368 Epoch[034] Batch [1149]/[3759] Speed: 127.703642 samples/sec accuracy=67.576087 loss=1.273346 lr=0.007366 Epoch[034] Batch [1199]/[3759] Speed: 115.843722 samples/sec accuracy=67.579427 loss=1.273161 lr=0.007364 Epoch[034] Batch [1249]/[3759] Speed: 126.289702 samples/sec accuracy=67.545000 loss=1.275222 lr=0.007362 Epoch[034] Batch [1299]/[3759] Speed: 120.468712 samples/sec accuracy=67.454327 loss=1.277963 lr=0.007360 Epoch[034] Batch [1349]/[3759] Speed: 130.205706 samples/sec accuracy=67.407407 loss=1.279250 lr=0.007358 Epoch[034] Batch [1399]/[3759] Speed: 110.031351 samples/sec accuracy=67.381696 loss=1.281018 lr=0.007357 Epoch[034] Batch [1449]/[3759] Speed: 133.017773 samples/sec accuracy=67.276940 loss=1.283898 lr=0.007355 Epoch[034] Batch [1499]/[3759] Speed: 112.093872 samples/sec accuracy=67.284375 loss=1.284183 lr=0.007353 Epoch[034] Batch [1549]/[3759] Speed: 130.378568 samples/sec accuracy=67.295363 loss=1.283905 lr=0.007351 Epoch[034] Batch [1599]/[3759] Speed: 116.784631 samples/sec accuracy=67.269531 loss=1.285308 lr=0.007349 Epoch[034] Batch [1649]/[3759] Speed: 118.403253 samples/sec accuracy=67.232008 loss=1.286743 lr=0.007347 Epoch[034] Batch [1699]/[3759] Speed: 124.924186 samples/sec accuracy=67.204044 loss=1.288257 lr=0.007345 Epoch[034] Batch [1749]/[3759] Speed: 122.254073 samples/sec accuracy=67.196429 loss=1.288611 lr=0.007344 Epoch[034] Batch [1799]/[3759] Speed: 122.518552 samples/sec accuracy=67.170139 loss=1.290542 lr=0.007342 Epoch[034] Batch [1849]/[3759] Speed: 122.035077 samples/sec accuracy=67.181588 loss=1.290473 lr=0.007340 Epoch[034] Batch [1899]/[3759] Speed: 121.213747 samples/sec accuracy=67.181743 loss=1.290057 lr=0.007338 Epoch[034] Batch [1949]/[3759] Speed: 118.826130 samples/sec accuracy=67.145032 loss=1.290662 lr=0.007336 Epoch[034] Batch [1999]/[3759] Speed: 126.101857 samples/sec accuracy=67.127344 loss=1.291001 lr=0.007334 Epoch[034] Batch [2049]/[3759] Speed: 116.844732 samples/sec accuracy=67.137195 loss=1.290938 lr=0.007333 Epoch[034] Batch [2099]/[3759] Speed: 124.544536 samples/sec accuracy=67.154018 loss=1.291442 lr=0.007331 Epoch[034] Batch [2149]/[3759] Speed: 122.898862 samples/sec accuracy=67.125727 loss=1.292343 lr=0.007329 Epoch[034] Batch [2199]/[3759] Speed: 117.737555 samples/sec accuracy=67.107244 loss=1.292016 lr=0.007327 Epoch[034] Batch [2249]/[3759] Speed: 127.578601 samples/sec accuracy=67.088889 loss=1.292775 lr=0.007325 Epoch[034] Batch [2299]/[3759] Speed: 119.723986 samples/sec accuracy=67.085598 loss=1.293457 lr=0.007323 Epoch[034] Batch [2349]/[3759] Speed: 123.834556 samples/sec accuracy=67.073803 loss=1.293392 lr=0.007321 Epoch[034] Batch [2399]/[3759] Speed: 124.811649 samples/sec accuracy=67.042969 loss=1.294262 lr=0.007320 Epoch[034] Batch [2449]/[3759] Speed: 115.099102 samples/sec accuracy=67.029974 loss=1.294857 lr=0.007318 Epoch[034] Batch [2499]/[3759] Speed: 128.773297 samples/sec accuracy=66.973750 loss=1.296364 lr=0.007316 Epoch[034] Batch [2549]/[3759] Speed: 115.751871 samples/sec accuracy=66.962623 loss=1.297171 lr=0.007314 Epoch[034] Batch [2599]/[3759] Speed: 129.966912 samples/sec accuracy=66.993990 loss=1.296826 lr=0.007312 Epoch[034] Batch [2649]/[3759] Speed: 113.650938 samples/sec accuracy=66.991745 loss=1.297363 lr=0.007310 Epoch[034] Batch [2699]/[3759] Speed: 127.934651 samples/sec accuracy=66.963542 loss=1.298727 lr=0.007308 Epoch[034] Batch [2749]/[3759] Speed: 119.860753 samples/sec accuracy=66.969318 loss=1.298359 lr=0.007307 Epoch[034] Batch [2799]/[3759] Speed: 126.675564 samples/sec accuracy=66.976004 loss=1.298120 lr=0.007305 Epoch[034] Batch [2849]/[3759] Speed: 112.188036 samples/sec accuracy=66.971491 loss=1.298396 lr=0.007303 Epoch[034] Batch [2899]/[3759] Speed: 141.172853 samples/sec accuracy=66.956897 loss=1.299713 lr=0.007301 Epoch[034] Batch [2949]/[3759] Speed: 109.737403 samples/sec accuracy=66.940148 loss=1.300501 lr=0.007299 Epoch[034] Batch [2999]/[3759] Speed: 134.220936 samples/sec accuracy=66.908854 loss=1.301788 lr=0.007297 Epoch[034] Batch [3049]/[3759] Speed: 111.901449 samples/sec accuracy=66.896516 loss=1.302100 lr=0.007295 Epoch[034] Batch [3099]/[3759] Speed: 130.102556 samples/sec accuracy=66.883065 loss=1.302810 lr=0.007294 Epoch[034] Batch [3149]/[3759] Speed: 115.777724 samples/sec accuracy=66.897817 loss=1.302120 lr=0.007292 Epoch[034] Batch [3199]/[3759] Speed: 129.779427 samples/sec accuracy=66.885742 loss=1.302573 lr=0.007290 Epoch[034] Batch [3249]/[3759] Speed: 119.194406 samples/sec accuracy=66.857692 loss=1.303329 lr=0.007288 Epoch[034] Batch [3299]/[3759] Speed: 124.665652 samples/sec accuracy=66.853220 loss=1.303887 lr=0.007286 Epoch[034] Batch [3349]/[3759] Speed: 121.863851 samples/sec accuracy=66.863806 loss=1.304506 lr=0.007284 Epoch[034] Batch [3399]/[3759] Speed: 116.496963 samples/sec accuracy=66.880515 loss=1.304198 lr=0.007282 Epoch[034] Batch [3449]/[3759] Speed: 130.977536 samples/sec accuracy=66.876812 loss=1.304505 lr=0.007281 Epoch[034] Batch [3499]/[3759] Speed: 111.116378 samples/sec accuracy=66.858929 loss=1.305206 lr=0.007279 Epoch[034] Batch [3549]/[3759] Speed: 132.267987 samples/sec accuracy=66.848592 loss=1.305534 lr=0.007277 Epoch[034] Batch [3599]/[3759] Speed: 110.963277 samples/sec accuracy=66.845920 loss=1.305953 lr=0.007275 Epoch[034] Batch [3649]/[3759] Speed: 136.071171 samples/sec accuracy=66.861729 loss=1.305578 lr=0.007273 Epoch[034] Batch [3699]/[3759] Speed: 113.593475 samples/sec accuracy=66.852618 loss=1.306458 lr=0.007271 Epoch[034] Batch [3749]/[3759] Speed: 143.352889 samples/sec accuracy=66.832083 loss=1.307411 lr=0.007269 Batch [0049]/[0303]: acc-top1=58.843750 acc-top5=82.125000 Batch [0099]/[0303]: acc-top1=59.656250 acc-top5=82.875000 Batch [0149]/[0303]: acc-top1=59.781250 acc-top5=83.020833 Batch [0199]/[0303]: acc-top1=59.289062 acc-top5=82.359375 Batch [0249]/[0303]: acc-top1=59.187500 acc-top5=82.268750 Batch [0299]/[0303]: acc-top1=59.036458 acc-top5=82.223958 [Epoch 034] training: accuracy=66.832519 loss=1.307483 [Epoch 034] speed: 121 samples/sec time cost: 2171.762079 [Epoch 034] validation: acc-top1=59.065594 acc-top5=82.271040 loss=2.011150 Epoch[035] Batch [0049]/[3760] Speed: 90.834608 samples/sec accuracy=68.343750 loss=1.266219 lr=0.007267 Epoch[035] Batch [0099]/[3760] Speed: 123.345952 samples/sec accuracy=68.765625 loss=1.225211 lr=0.007265 Epoch[035] Batch [0149]/[3760] Speed: 117.534983 samples/sec accuracy=69.010417 loss=1.216267 lr=0.007264 Epoch[035] Batch [0199]/[3760] Speed: 133.187179 samples/sec accuracy=69.039062 loss=1.220390 lr=0.007262 Epoch[035] Batch [0249]/[3760] Speed: 112.818898 samples/sec accuracy=68.881250 loss=1.225282 lr=0.007260 Epoch[035] Batch [0299]/[3760] Speed: 127.303141 samples/sec accuracy=68.932292 loss=1.226942 lr=0.007258 Epoch[035] Batch [0349]/[3760] Speed: 115.175508 samples/sec accuracy=68.892857 loss=1.226453 lr=0.007256 Epoch[035] Batch [0399]/[3760] Speed: 128.164951 samples/sec accuracy=68.687500 loss=1.234213 lr=0.007254 Epoch[035] Batch [0449]/[3760] Speed: 111.389412 samples/sec accuracy=68.663194 loss=1.233477 lr=0.007252 Epoch[035] Batch [0499]/[3760] Speed: 132.927599 samples/sec accuracy=68.646875 loss=1.233033 lr=0.007250 Epoch[035] Batch [0549]/[3760] Speed: 111.530799 samples/sec accuracy=68.539773 loss=1.234848 lr=0.007249 Epoch[035] Batch [0599]/[3760] Speed: 134.565641 samples/sec accuracy=68.567708 loss=1.233663 lr=0.007247 Epoch[035] Batch [0649]/[3760] Speed: 110.926639 samples/sec accuracy=68.360577 loss=1.239487 lr=0.007245 Epoch[035] Batch [0699]/[3760] Speed: 130.467365 samples/sec accuracy=68.332589 loss=1.239296 lr=0.007243 Epoch[035] Batch [0749]/[3760] Speed: 115.388015 samples/sec accuracy=68.358333 loss=1.239795 lr=0.007241 Epoch[035] Batch [0799]/[3760] Speed: 130.501662 samples/sec accuracy=68.289062 loss=1.243262 lr=0.007239 Epoch[035] Batch [0849]/[3760] Speed: 117.072285 samples/sec accuracy=68.178309 loss=1.247424 lr=0.007237 Epoch[035] Batch [0899]/[3760] Speed: 121.367244 samples/sec accuracy=68.201389 loss=1.246932 lr=0.007236 Epoch[035] Batch [0949]/[3760] Speed: 124.075053 samples/sec accuracy=68.123355 loss=1.250186 lr=0.007234 Epoch[035] Batch [0999]/[3760] Speed: 117.969574 samples/sec accuracy=68.092187 loss=1.251588 lr=0.007232 Epoch[035] Batch [1049]/[3760] Speed: 128.156818 samples/sec accuracy=68.046131 loss=1.252931 lr=0.007230 Epoch[035] Batch [1099]/[3760] Speed: 109.747939 samples/sec accuracy=68.036932 loss=1.254456 lr=0.007228 Epoch[035] Batch [1149]/[3760] Speed: 130.831594 samples/sec accuracy=67.959239 loss=1.257161 lr=0.007226 Epoch[035] Batch [1199]/[3760] Speed: 115.229854 samples/sec accuracy=67.977865 loss=1.256007 lr=0.007224 Epoch[035] Batch [1249]/[3760] Speed: 132.468097 samples/sec accuracy=67.960000 loss=1.256535 lr=0.007222 Epoch[035] Batch [1299]/[3760] Speed: 110.376572 samples/sec accuracy=67.947115 loss=1.256856 lr=0.007221 Epoch[035] Batch [1349]/[3760] Speed: 132.752973 samples/sec accuracy=67.886574 loss=1.259362 lr=0.007219 Epoch[035] Batch [1399]/[3760] Speed: 118.801367 samples/sec accuracy=67.824777 loss=1.262467 lr=0.007217 Epoch[035] Batch [1449]/[3760] Speed: 121.920552 samples/sec accuracy=67.826509 loss=1.262625 lr=0.007215 Epoch[035] Batch [1499]/[3760] Speed: 123.924835 samples/sec accuracy=67.795833 loss=1.264231 lr=0.007213 Epoch[035] Batch [1549]/[3760] Speed: 114.846108 samples/sec accuracy=67.798387 loss=1.264597 lr=0.007211 Epoch[035] Batch [1599]/[3760] Speed: 126.410911 samples/sec accuracy=67.765625 loss=1.265722 lr=0.007209 Epoch[035] Batch [1649]/[3760] Speed: 119.892228 samples/sec accuracy=67.743371 loss=1.266939 lr=0.007207 Epoch[035] Batch [1699]/[3760] Speed: 116.797314 samples/sec accuracy=67.708640 loss=1.268579 lr=0.007206 Epoch[035] Batch [1749]/[3760] Speed: 123.410154 samples/sec accuracy=67.691964 loss=1.269293 lr=0.007204 Epoch[035] Batch [1799]/[3760] Speed: 125.868284 samples/sec accuracy=67.675347 loss=1.270432 lr=0.007202 Epoch[035] Batch [1849]/[3760] Speed: 122.610679 samples/sec accuracy=67.656250 loss=1.271248 lr=0.007200 Epoch[035] Batch [1899]/[3760] Speed: 124.293972 samples/sec accuracy=67.625822 loss=1.271884 lr=0.007198 Epoch[035] Batch [1949]/[3760] Speed: 115.580438 samples/sec accuracy=67.666667 loss=1.271325 lr=0.007196 Epoch[035] Batch [1999]/[3760] Speed: 132.040335 samples/sec accuracy=67.637500 loss=1.271651 lr=0.007194 Epoch[035] Batch [2049]/[3760] Speed: 116.729784 samples/sec accuracy=67.641006 loss=1.271435 lr=0.007192 Epoch[035] Batch [2099]/[3760] Speed: 124.050003 samples/sec accuracy=67.634673 loss=1.271949 lr=0.007191 Epoch[035] Batch [2149]/[3760] Speed: 118.053557 samples/sec accuracy=67.617006 loss=1.273104 lr=0.007189 Epoch[035] Batch [2199]/[3760] Speed: 119.583764 samples/sec accuracy=67.606534 loss=1.273365 lr=0.007187 Epoch[035] Batch [2249]/[3760] Speed: 125.577337 samples/sec accuracy=67.579861 loss=1.274631 lr=0.007185 Epoch[035] Batch [2299]/[3760] Speed: 118.238871 samples/sec accuracy=67.588995 loss=1.274248 lr=0.007183 Epoch[035] Batch [2349]/[3760] Speed: 121.125735 samples/sec accuracy=67.551197 loss=1.274940 lr=0.007181 Epoch[035] Batch [2399]/[3760] Speed: 121.631803 samples/sec accuracy=67.548828 loss=1.275252 lr=0.007179 Epoch[035] Batch [2449]/[3760] Speed: 125.118021 samples/sec accuracy=67.517857 loss=1.276415 lr=0.007177 Epoch[035] Batch [2499]/[3760] Speed: 125.468961 samples/sec accuracy=67.526250 loss=1.276315 lr=0.007176 Epoch[035] Batch [2549]/[3760] Speed: 116.843208 samples/sec accuracy=67.500000 loss=1.277489 lr=0.007174 Epoch[035] Batch [2599]/[3760] Speed: 129.871082 samples/sec accuracy=67.462139 loss=1.278948 lr=0.007172 Epoch[035] Batch [2649]/[3760] Speed: 112.689829 samples/sec accuracy=67.406250 loss=1.280544 lr=0.007170 Epoch[035] Batch [2699]/[3760] Speed: 132.283124 samples/sec accuracy=67.408565 loss=1.280766 lr=0.007168 Epoch[035] Batch [2749]/[3760] Speed: 108.358226 samples/sec accuracy=67.411364 loss=1.280767 lr=0.007166 Epoch[035] Batch [2799]/[3760] Speed: 137.543849 samples/sec accuracy=67.392857 loss=1.281577 lr=0.007164 Epoch[035] Batch [2849]/[3760] Speed: 113.905237 samples/sec accuracy=67.382127 loss=1.282169 lr=0.007162 Epoch[035] Batch [2899]/[3760] Speed: 130.438025 samples/sec accuracy=67.340517 loss=1.283598 lr=0.007160 Epoch[035] Batch [2949]/[3760] Speed: 113.405183 samples/sec accuracy=67.319915 loss=1.284451 lr=0.007159 Epoch[035] Batch [2999]/[3760] Speed: 125.752685 samples/sec accuracy=67.307292 loss=1.284847 lr=0.007157 Epoch[035] Batch [3049]/[3760] Speed: 121.972615 samples/sec accuracy=67.308402 loss=1.285102 lr=0.007155 Epoch[035] Batch [3099]/[3760] Speed: 123.280142 samples/sec accuracy=67.301411 loss=1.285834 lr=0.007153 Epoch[035] Batch [3149]/[3760] Speed: 122.143972 samples/sec accuracy=67.288194 loss=1.286503 lr=0.007151 Epoch[035] Batch [3199]/[3760] Speed: 127.402194 samples/sec accuracy=67.276367 loss=1.286701 lr=0.007149 Epoch[035] Batch [3249]/[3760] Speed: 114.024258 samples/sec accuracy=67.259615 loss=1.287860 lr=0.007147 Epoch[035] Batch [3299]/[3760] Speed: 129.362923 samples/sec accuracy=67.239110 loss=1.288792 lr=0.007145 Epoch[035] Batch [3349]/[3760] Speed: 116.937786 samples/sec accuracy=67.214086 loss=1.289485 lr=0.007144 Epoch[035] Batch [3399]/[3760] Speed: 129.330048 samples/sec accuracy=67.206801 loss=1.290356 lr=0.007142 Epoch[035] Batch [3449]/[3760] Speed: 118.719019 samples/sec accuracy=67.208786 loss=1.290482 lr=0.007140 Epoch[035] Batch [3499]/[3760] Speed: 117.227026 samples/sec accuracy=67.216964 loss=1.290201 lr=0.007138 Epoch[035] Batch [3549]/[3760] Speed: 127.244422 samples/sec accuracy=67.212148 loss=1.290557 lr=0.007136 Epoch[035] Batch [3599]/[3760] Speed: 117.434225 samples/sec accuracy=67.225694 loss=1.290181 lr=0.007134 Epoch[035] Batch [3649]/[3760] Speed: 124.988256 samples/sec accuracy=67.227740 loss=1.290802 lr=0.007132 Epoch[035] Batch [3699]/[3760] Speed: 119.220197 samples/sec accuracy=67.217905 loss=1.290966 lr=0.007130 Epoch[035] Batch [3749]/[3760] Speed: 141.258455 samples/sec accuracy=67.219167 loss=1.291275 lr=0.007128 Batch [0049]/[0303]: acc-top1=58.781250 acc-top5=83.062500 Batch [0099]/[0303]: acc-top1=59.968750 acc-top5=83.281250 Batch [0149]/[0303]: acc-top1=60.052083 acc-top5=83.197917 Batch [0199]/[0303]: acc-top1=59.695312 acc-top5=82.656250 Batch [0249]/[0303]: acc-top1=59.706250 acc-top5=82.437500 Batch [0299]/[0303]: acc-top1=59.848958 acc-top5=82.385417 [Epoch 035] training: accuracy=67.214927 loss=1.291469 [Epoch 035] speed: 121 samples/sec time cost: 2175.468847 [Epoch 035] validation: acc-top1=59.849422 acc-top5=82.399959 loss=2.035142 Epoch[036] Batch [0049]/[3760] Speed: 90.009344 samples/sec accuracy=71.156250 loss=1.155231 lr=0.007126 Epoch[036] Batch [0099]/[3760] Speed: 117.623582 samples/sec accuracy=69.546875 loss=1.210625 lr=0.007124 Epoch[036] Batch [0149]/[3760] Speed: 122.416293 samples/sec accuracy=69.218750 loss=1.215927 lr=0.007122 Epoch[036] Batch [0199]/[3760] Speed: 124.803700 samples/sec accuracy=69.101562 loss=1.214174 lr=0.007120 Epoch[036] Batch [0249]/[3760] Speed: 119.234447 samples/sec accuracy=68.931250 loss=1.216273 lr=0.007119 Epoch[036] Batch [0299]/[3760] Speed: 123.891641 samples/sec accuracy=68.890625 loss=1.213153 lr=0.007117 Epoch[036] Batch [0349]/[3760] Speed: 125.375069 samples/sec accuracy=68.732143 loss=1.225855 lr=0.007115 Epoch[036] Batch [0399]/[3760] Speed: 121.638507 samples/sec accuracy=68.585938 loss=1.224508 lr=0.007113 Epoch[036] Batch [0449]/[3760] Speed: 118.642897 samples/sec accuracy=68.458333 loss=1.227987 lr=0.007111 Epoch[036] Batch [0499]/[3760] Speed: 124.163202 samples/sec accuracy=68.328125 loss=1.231369 lr=0.007109 Epoch[036] Batch [0549]/[3760] Speed: 120.461160 samples/sec accuracy=68.275568 loss=1.236359 lr=0.007107 Epoch[036] Batch [0599]/[3760] Speed: 122.250065 samples/sec accuracy=68.291667 loss=1.240119 lr=0.007105 Epoch[036] Batch [0649]/[3760] Speed: 118.398306 samples/sec accuracy=68.396635 loss=1.238730 lr=0.007103 Epoch[036] Batch [0699]/[3760] Speed: 127.411679 samples/sec accuracy=68.448661 loss=1.235604 lr=0.007102 Epoch[036] Batch [0749]/[3760] Speed: 115.685045 samples/sec accuracy=68.481250 loss=1.233841 lr=0.007100 Epoch[036] Batch [0799]/[3760] Speed: 128.562812 samples/sec accuracy=68.480469 loss=1.235126 lr=0.007098 Epoch[036] Batch [0849]/[3760] Speed: 114.527359 samples/sec accuracy=68.479779 loss=1.235415 lr=0.007096 Epoch[036] Batch [0899]/[3760] Speed: 124.879226 samples/sec accuracy=68.526042 loss=1.233627 lr=0.007094 Epoch[036] Batch [0949]/[3760] Speed: 121.799967 samples/sec accuracy=68.585526 loss=1.232096 lr=0.007092 Epoch[036] Batch [0999]/[3760] Speed: 124.080430 samples/sec accuracy=68.512500 loss=1.234047 lr=0.007090 Epoch[036] Batch [1049]/[3760] Speed: 125.290447 samples/sec accuracy=68.444940 loss=1.236114 lr=0.007088 Epoch[036] Batch [1099]/[3760] Speed: 114.126468 samples/sec accuracy=68.356534 loss=1.239953 lr=0.007086 Epoch[036] Batch [1149]/[3760] Speed: 124.705695 samples/sec accuracy=68.358696 loss=1.240885 lr=0.007084 Epoch[036] Batch [1199]/[3760] Speed: 120.767678 samples/sec accuracy=68.342448 loss=1.242535 lr=0.007083 Epoch[036] Batch [1249]/[3760] Speed: 117.476148 samples/sec accuracy=68.335000 loss=1.242795 lr=0.007081 Epoch[036] Batch [1299]/[3760] Speed: 135.844457 samples/sec accuracy=68.239183 loss=1.247923 lr=0.007079 Epoch[036] Batch [1349]/[3760] Speed: 113.176091 samples/sec accuracy=68.182870 loss=1.250602 lr=0.007077 Epoch[036] Batch [1399]/[3760] Speed: 131.558164 samples/sec accuracy=68.220982 loss=1.248510 lr=0.007075 Epoch[036] Batch [1449]/[3760] Speed: 115.022087 samples/sec accuracy=68.184267 loss=1.250028 lr=0.007073 Epoch[036] Batch [1499]/[3760] Speed: 126.311463 samples/sec accuracy=68.144792 loss=1.251100 lr=0.007071 Epoch[036] Batch [1549]/[3760] Speed: 118.960168 samples/sec accuracy=68.089718 loss=1.251505 lr=0.007069 Epoch[036] Batch [1599]/[3760] Speed: 123.368813 samples/sec accuracy=68.132812 loss=1.250440 lr=0.007067 Epoch[036] Batch [1649]/[3760] Speed: 124.424365 samples/sec accuracy=68.124053 loss=1.250427 lr=0.007065 Epoch[036] Batch [1699]/[3760] Speed: 117.038675 samples/sec accuracy=68.098346 loss=1.252096 lr=0.007064 Epoch[036] Batch [1749]/[3760] Speed: 129.582863 samples/sec accuracy=68.097321 loss=1.252258 lr=0.007062 Epoch[036] Batch [1799]/[3760] Speed: 113.983802 samples/sec accuracy=68.098090 loss=1.251502 lr=0.007060 Epoch[036] Batch [1849]/[3760] Speed: 129.669051 samples/sec accuracy=68.060811 loss=1.253345 lr=0.007058 Epoch[036] Batch [1899]/[3760] Speed: 111.450740 samples/sec accuracy=68.036184 loss=1.254617 lr=0.007056 Epoch[036] Batch [1949]/[3760] Speed: 131.734064 samples/sec accuracy=68.023237 loss=1.255249 lr=0.007054 Epoch[036] Batch [1999]/[3760] Speed: 117.018849 samples/sec accuracy=68.021094 loss=1.255524 lr=0.007052 Epoch[036] Batch [2049]/[3760] Speed: 127.442699 samples/sec accuracy=67.991616 loss=1.256291 lr=0.007050 Epoch[036] Batch [2099]/[3760] Speed: 110.176799 samples/sec accuracy=67.990327 loss=1.256095 lr=0.007048 Epoch[036] Batch [2149]/[3760] Speed: 140.823626 samples/sec accuracy=67.962209 loss=1.256333 lr=0.007046 Epoch[036] Batch [2199]/[3760] Speed: 108.936195 samples/sec accuracy=67.929688 loss=1.257990 lr=0.007044 Epoch[036] Batch [2249]/[3760] Speed: 131.608584 samples/sec accuracy=67.942361 loss=1.258256 lr=0.007043 Epoch[036] Batch [2299]/[3760] Speed: 115.337677 samples/sec accuracy=67.924592 loss=1.258823 lr=0.007041 Epoch[036] Batch [2349]/[3760] Speed: 131.554477 samples/sec accuracy=67.929521 loss=1.258767 lr=0.007039 Epoch[036] Batch [2399]/[3760] Speed: 114.069584 samples/sec accuracy=67.928385 loss=1.258610 lr=0.007037 Epoch[036] Batch [2449]/[3760] Speed: 132.660495 samples/sec accuracy=67.937500 loss=1.259161 lr=0.007035 Epoch[036] Batch [2499]/[3760] Speed: 115.980660 samples/sec accuracy=67.921875 loss=1.259711 lr=0.007033 Epoch[036] Batch [2549]/[3760] Speed: 129.174178 samples/sec accuracy=67.940564 loss=1.259670 lr=0.007031 Epoch[036] Batch [2599]/[3760] Speed: 119.172843 samples/sec accuracy=67.922476 loss=1.260707 lr=0.007029 Epoch[036] Batch [2649]/[3760] Speed: 121.810677 samples/sec accuracy=67.899764 loss=1.261060 lr=0.007027 Epoch[036] Batch [2699]/[3760] Speed: 117.919591 samples/sec accuracy=67.881944 loss=1.262727 lr=0.007025 Epoch[036] Batch [2749]/[3760] Speed: 119.766988 samples/sec accuracy=67.859659 loss=1.263466 lr=0.007023 Epoch[036] Batch [2799]/[3760] Speed: 123.694347 samples/sec accuracy=67.824219 loss=1.264648 lr=0.007022 Epoch[036] Batch [2849]/[3760] Speed: 115.344473 samples/sec accuracy=67.794408 loss=1.266210 lr=0.007020 Epoch[036] Batch [2899]/[3760] Speed: 127.501205 samples/sec accuracy=67.781250 loss=1.266881 lr=0.007018 Epoch[036] Batch [2949]/[3760] Speed: 121.730385 samples/sec accuracy=67.766949 loss=1.268049 lr=0.007016 Epoch[036] Batch [2999]/[3760] Speed: 118.359073 samples/sec accuracy=67.721354 loss=1.269333 lr=0.007014 Epoch[036] Batch [3049]/[3760] Speed: 123.642656 samples/sec accuracy=67.695184 loss=1.270600 lr=0.007012 Epoch[036] Batch [3099]/[3760] Speed: 125.108981 samples/sec accuracy=67.659274 loss=1.271824 lr=0.007010 Epoch[036] Batch [3149]/[3760] Speed: 118.904754 samples/sec accuracy=67.644841 loss=1.272629 lr=0.007008 Epoch[036] Batch [3199]/[3760] Speed: 128.480251 samples/sec accuracy=67.606934 loss=1.273953 lr=0.007006 Epoch[036] Batch [3249]/[3760] Speed: 115.691703 samples/sec accuracy=67.589423 loss=1.274938 lr=0.007004 Epoch[036] Batch [3299]/[3760] Speed: 125.782155 samples/sec accuracy=67.570549 loss=1.275409 lr=0.007002 Epoch[036] Batch [3349]/[3760] Speed: 118.277450 samples/sec accuracy=67.551772 loss=1.276252 lr=0.007001 Epoch[036] Batch [3399]/[3760] Speed: 126.954608 samples/sec accuracy=67.550092 loss=1.276937 lr=0.006999 Epoch[036] Batch [3449]/[3760] Speed: 124.980369 samples/sec accuracy=67.547554 loss=1.277298 lr=0.006997 Epoch[036] Batch [3499]/[3760] Speed: 121.907505 samples/sec accuracy=67.540179 loss=1.277544 lr=0.006995 Epoch[036] Batch [3549]/[3760] Speed: 121.482462 samples/sec accuracy=67.540933 loss=1.277808 lr=0.006993 Epoch[036] Batch [3599]/[3760] Speed: 123.543597 samples/sec accuracy=67.521267 loss=1.278688 lr=0.006991 Epoch[036] Batch [3649]/[3760] Speed: 120.952659 samples/sec accuracy=67.519264 loss=1.279418 lr=0.006989 Epoch[036] Batch [3699]/[3760] Speed: 121.547818 samples/sec accuracy=67.518159 loss=1.280204 lr=0.006987 Epoch[036] Batch [3749]/[3760] Speed: 139.514869 samples/sec accuracy=67.507083 loss=1.280600 lr=0.006985 Batch [0049]/[0303]: acc-top1=60.031250 acc-top5=82.812500 Batch [0099]/[0303]: acc-top1=60.390625 acc-top5=83.062500 Batch [0149]/[0303]: acc-top1=60.385417 acc-top5=83.260417 Batch [0199]/[0303]: acc-top1=60.171875 acc-top5=82.882812 Batch [0249]/[0303]: acc-top1=60.218750 acc-top5=82.700000 Batch [0299]/[0303]: acc-top1=60.328125 acc-top5=82.708333 [Epoch 036] training: accuracy=67.503740 loss=1.280646 [Epoch 036] speed: 121 samples/sec time cost: 2172.986594 [Epoch 036] validation: acc-top1=60.385726 acc-top5=82.724835 loss=1.969968 Epoch[037] Batch [0049]/[3759] Speed: 87.621152 samples/sec accuracy=69.625000 loss=1.191324 lr=0.006983 Epoch[037] Batch [0099]/[3759] Speed: 123.242352 samples/sec accuracy=70.062500 loss=1.188192 lr=0.006981 Epoch[037] Batch [0149]/[3759] Speed: 122.517875 samples/sec accuracy=69.781250 loss=1.195207 lr=0.006979 Epoch[037] Batch [0199]/[3759] Speed: 121.831753 samples/sec accuracy=69.125000 loss=1.210918 lr=0.006977 Epoch[037] Batch [0249]/[3759] Speed: 122.706538 samples/sec accuracy=69.012500 loss=1.222209 lr=0.006975 Epoch[037] Batch [0299]/[3759] Speed: 119.815844 samples/sec accuracy=69.135417 loss=1.217978 lr=0.006973 Epoch[037] Batch [0349]/[3759] Speed: 121.412334 samples/sec accuracy=69.428571 loss=1.211761 lr=0.006971 Epoch[037] Batch [0399]/[3759] Speed: 124.674121 samples/sec accuracy=69.085938 loss=1.217919 lr=0.006969 Epoch[037] Batch [0449]/[3759] Speed: 121.646141 samples/sec accuracy=68.972222 loss=1.217756 lr=0.006968 Epoch[037] Batch [0499]/[3759] Speed: 125.226961 samples/sec accuracy=68.962500 loss=1.218247 lr=0.006966 Epoch[037] Batch [0549]/[3759] Speed: 118.690079 samples/sec accuracy=68.977273 loss=1.220533 lr=0.006964 Epoch[037] Batch [0599]/[3759] Speed: 123.474801 samples/sec accuracy=69.065104 loss=1.214684 lr=0.006962 Epoch[037] Batch [0649]/[3759] Speed: 117.111179 samples/sec accuracy=68.971154 loss=1.216289 lr=0.006960 Epoch[037] Batch [0699]/[3759] Speed: 129.360020 samples/sec accuracy=68.904018 loss=1.218039 lr=0.006958 Epoch[037] Batch [0749]/[3759] Speed: 118.583159 samples/sec accuracy=68.877083 loss=1.220953 lr=0.006956 Epoch[037] Batch [0799]/[3759] Speed: 119.500498 samples/sec accuracy=68.884766 loss=1.219744 lr=0.006954 Epoch[037] Batch [0849]/[3759] Speed: 126.504039 samples/sec accuracy=68.825368 loss=1.222744 lr=0.006952 Epoch[037] Batch [0899]/[3759] Speed: 115.658468 samples/sec accuracy=68.720486 loss=1.226150 lr=0.006950 Epoch[037] Batch [0949]/[3759] Speed: 123.602602 samples/sec accuracy=68.685855 loss=1.226714 lr=0.006948 Epoch[037] Batch [0999]/[3759] Speed: 123.035385 samples/sec accuracy=68.670312 loss=1.227638 lr=0.006946 Epoch[037] Batch [1049]/[3759] Speed: 119.320204 samples/sec accuracy=68.635417 loss=1.230065 lr=0.006944 Epoch[037] Batch [1099]/[3759] Speed: 123.466957 samples/sec accuracy=68.620739 loss=1.230879 lr=0.006943 Epoch[037] Batch [1149]/[3759] Speed: 118.146290 samples/sec accuracy=68.645380 loss=1.231015 lr=0.006941 Epoch[037] Batch [1199]/[3759] Speed: 124.317550 samples/sec accuracy=68.643229 loss=1.231194 lr=0.006939 Epoch[037] Batch [1249]/[3759] Speed: 123.577734 samples/sec accuracy=68.593750 loss=1.232851 lr=0.006937 Epoch[037] Batch [1299]/[3759] Speed: 115.660008 samples/sec accuracy=68.544471 loss=1.234744 lr=0.006935 Epoch[037] Batch [1349]/[3759] Speed: 129.009661 samples/sec accuracy=68.503472 loss=1.235364 lr=0.006933 Epoch[037] Batch [1399]/[3759] Speed: 111.167327 samples/sec accuracy=68.464286 loss=1.236198 lr=0.006931 Epoch[037] Batch [1449]/[3759] Speed: 133.686875 samples/sec accuracy=68.466595 loss=1.236468 lr=0.006929 Epoch[037] Batch [1499]/[3759] Speed: 114.262094 samples/sec accuracy=68.438542 loss=1.237486 lr=0.006927 Epoch[037] Batch [1549]/[3759] Speed: 128.563128 samples/sec accuracy=68.452621 loss=1.236872 lr=0.006925 Epoch[037] Batch [1599]/[3759] Speed: 118.267968 samples/sec accuracy=68.381836 loss=1.239322 lr=0.006923 Epoch[037] Batch [1649]/[3759] Speed: 121.777355 samples/sec accuracy=68.377841 loss=1.239291 lr=0.006921 Epoch[037] Batch [1699]/[3759] Speed: 122.416255 samples/sec accuracy=68.384191 loss=1.239034 lr=0.006919 Epoch[037] Batch [1749]/[3759] Speed: 127.317326 samples/sec accuracy=68.373214 loss=1.239579 lr=0.006917 Epoch[037] Batch [1799]/[3759] Speed: 112.903446 samples/sec accuracy=68.363715 loss=1.239948 lr=0.006916 Epoch[037] Batch [1849]/[3759] Speed: 124.999658 samples/sec accuracy=68.359797 loss=1.240182 lr=0.006914 Epoch[037] Batch [1899]/[3759] Speed: 117.455602 samples/sec accuracy=68.336349 loss=1.241164 lr=0.006912 Epoch[037] Batch [1949]/[3759] Speed: 128.378001 samples/sec accuracy=68.313301 loss=1.242981 lr=0.006910 Epoch[037] Batch [1999]/[3759] Speed: 115.846558 samples/sec accuracy=68.303906 loss=1.243812 lr=0.006908 Epoch[037] Batch [2049]/[3759] Speed: 119.273626 samples/sec accuracy=68.321646 loss=1.243177 lr=0.006906 Epoch[037] Batch [2099]/[3759] Speed: 127.918193 samples/sec accuracy=68.284970 loss=1.244787 lr=0.006904 Epoch[037] Batch [2149]/[3759] Speed: 114.898771 samples/sec accuracy=68.292151 loss=1.244539 lr=0.006902 Epoch[037] Batch [2199]/[3759] Speed: 132.234211 samples/sec accuracy=68.290483 loss=1.244997 lr=0.006900 Epoch[037] Batch [2249]/[3759] Speed: 116.585814 samples/sec accuracy=68.281944 loss=1.245819 lr=0.006898 Epoch[037] Batch [2299]/[3759] Speed: 127.114594 samples/sec accuracy=68.252038 loss=1.247433 lr=0.006896 Epoch[037] Batch [2349]/[3759] Speed: 124.254169 samples/sec accuracy=68.242686 loss=1.247178 lr=0.006894 Epoch[037] Batch [2399]/[3759] Speed: 125.206504 samples/sec accuracy=68.212891 loss=1.248650 lr=0.006892 Epoch[037] Batch [2449]/[3759] Speed: 121.024198 samples/sec accuracy=68.202806 loss=1.248987 lr=0.006890 Epoch[037] Batch [2499]/[3759] Speed: 119.439569 samples/sec accuracy=68.173750 loss=1.250024 lr=0.006888 Epoch[037] Batch [2549]/[3759] Speed: 125.992940 samples/sec accuracy=68.188113 loss=1.249662 lr=0.006887 Epoch[037] Batch [2599]/[3759] Speed: 120.156892 samples/sec accuracy=68.179688 loss=1.249881 lr=0.006885 Epoch[037] Batch [2649]/[3759] Speed: 123.607890 samples/sec accuracy=68.154481 loss=1.250792 lr=0.006883 Epoch[037] Batch [2699]/[3759] Speed: 120.408844 samples/sec accuracy=68.116319 loss=1.252532 lr=0.006881 Epoch[037] Batch [2749]/[3759] Speed: 121.293221 samples/sec accuracy=68.081818 loss=1.253996 lr=0.006879 Epoch[037] Batch [2799]/[3759] Speed: 122.273585 samples/sec accuracy=68.067522 loss=1.254807 lr=0.006877 Epoch[037] Batch [2849]/[3759] Speed: 122.834120 samples/sec accuracy=68.041118 loss=1.256136 lr=0.006875 Epoch[037] Batch [2899]/[3759] Speed: 116.964980 samples/sec accuracy=68.015625 loss=1.257040 lr=0.006873 Epoch[037] Batch [2949]/[3759] Speed: 119.264896 samples/sec accuracy=67.984640 loss=1.258052 lr=0.006871 Epoch[037] Batch [2999]/[3759] Speed: 122.238919 samples/sec accuracy=67.982812 loss=1.257600 lr=0.006869 Epoch[037] Batch [3049]/[3759] Speed: 127.137877 samples/sec accuracy=67.970799 loss=1.258456 lr=0.006867 Epoch[037] Batch [3099]/[3759] Speed: 120.170766 samples/sec accuracy=67.968750 loss=1.258618 lr=0.006865 Epoch[037] Batch [3149]/[3759] Speed: 124.179492 samples/sec accuracy=67.967262 loss=1.258599 lr=0.006863 Epoch[037] Batch [3199]/[3759] Speed: 114.501800 samples/sec accuracy=67.957031 loss=1.259347 lr=0.006861 Epoch[037] Batch [3249]/[3759] Speed: 134.669643 samples/sec accuracy=67.963462 loss=1.259154 lr=0.006859 Epoch[037] Batch [3299]/[3759] Speed: 113.761630 samples/sec accuracy=67.975379 loss=1.258985 lr=0.006857 Epoch[037] Batch [3349]/[3759] Speed: 133.085632 samples/sec accuracy=67.943563 loss=1.260185 lr=0.006856 Epoch[037] Batch [3399]/[3759] Speed: 111.005619 samples/sec accuracy=67.939798 loss=1.260486 lr=0.006854 Epoch[037] Batch [3449]/[3759] Speed: 134.956736 samples/sec accuracy=67.953804 loss=1.260110 lr=0.006852 Epoch[037] Batch [3499]/[3759] Speed: 113.489544 samples/sec accuracy=67.939732 loss=1.260719 lr=0.006850 Epoch[037] Batch [3549]/[3759] Speed: 127.346925 samples/sec accuracy=67.934419 loss=1.261025 lr=0.006848 Epoch[037] Batch [3599]/[3759] Speed: 116.377013 samples/sec accuracy=67.918403 loss=1.261555 lr=0.006846 Epoch[037] Batch [3649]/[3759] Speed: 126.696168 samples/sec accuracy=67.910959 loss=1.262208 lr=0.006844 Epoch[037] Batch [3699]/[3759] Speed: 113.041689 samples/sec accuracy=67.901182 loss=1.262310 lr=0.006842 Epoch[037] Batch [3749]/[3759] Speed: 148.051497 samples/sec accuracy=67.906667 loss=1.261980 lr=0.006840 Batch [0049]/[0303]: acc-top1=59.250000 acc-top5=82.562500 Batch [0099]/[0303]: acc-top1=60.109375 acc-top5=82.609375 Batch [0149]/[0303]: acc-top1=60.250000 acc-top5=82.645833 Batch [0199]/[0303]: acc-top1=59.804688 acc-top5=82.406250 Batch [0249]/[0303]: acc-top1=59.975000 acc-top5=82.325000 Batch [0299]/[0303]: acc-top1=60.026042 acc-top5=82.401042 [Epoch 037] training: accuracy=67.903282 loss=1.262114 [Epoch 037] speed: 121 samples/sec time cost: 2172.917514 [Epoch 037] validation: acc-top1=60.060850 acc-top5=82.410272 loss=2.004579 Epoch[038] Batch [0049]/[3760] Speed: 89.433089 samples/sec accuracy=69.125000 loss=1.202296 lr=0.006838 Epoch[038] Batch [0099]/[3760] Speed: 117.262352 samples/sec accuracy=69.031250 loss=1.193315 lr=0.006836 Epoch[038] Batch [0149]/[3760] Speed: 126.714395 samples/sec accuracy=69.218750 loss=1.181145 lr=0.006834 Epoch[038] Batch [0199]/[3760] Speed: 124.699373 samples/sec accuracy=69.015625 loss=1.199308 lr=0.006832 Epoch[038] Batch [0249]/[3760] Speed: 118.376759 samples/sec accuracy=69.237500 loss=1.193427 lr=0.006830 Epoch[038] Batch [0299]/[3760] Speed: 127.597731 samples/sec accuracy=69.151042 loss=1.201081 lr=0.006828 Epoch[038] Batch [0349]/[3760] Speed: 118.271489 samples/sec accuracy=69.276786 loss=1.204129 lr=0.006826 Epoch[038] Batch [0399]/[3760] Speed: 127.177796 samples/sec accuracy=69.136719 loss=1.207160 lr=0.006824 Epoch[038] Batch [0449]/[3760] Speed: 115.919480 samples/sec accuracy=69.107639 loss=1.206677 lr=0.006822 Epoch[038] Batch [0499]/[3760] Speed: 127.343922 samples/sec accuracy=69.046875 loss=1.211981 lr=0.006820 Epoch[038] Batch [0549]/[3760] Speed: 117.656217 samples/sec accuracy=69.045455 loss=1.210001 lr=0.006818 Epoch[038] Batch [0599]/[3760] Speed: 130.181126 samples/sec accuracy=68.929688 loss=1.214494 lr=0.006816 Epoch[038] Batch [0649]/[3760] Speed: 115.555642 samples/sec accuracy=68.978365 loss=1.214903 lr=0.006814 Epoch[038] Batch [0699]/[3760] Speed: 130.774487 samples/sec accuracy=68.993304 loss=1.213477 lr=0.006812 Epoch[038] Batch [0749]/[3760] Speed: 116.683212 samples/sec accuracy=68.922917 loss=1.216201 lr=0.006810 Epoch[038] Batch [0799]/[3760] Speed: 124.961236 samples/sec accuracy=68.962891 loss=1.214929 lr=0.006809 Epoch[038] Batch [0849]/[3760] Speed: 116.612078 samples/sec accuracy=68.926471 loss=1.215821 lr=0.006807 Epoch[038] Batch [0899]/[3760] Speed: 127.766789 samples/sec accuracy=68.826389 loss=1.217298 lr=0.006805 Epoch[038] Batch [0949]/[3760] Speed: 115.439363 samples/sec accuracy=68.856908 loss=1.216060 lr=0.006803 Epoch[038] Batch [0999]/[3760] Speed: 130.197298 samples/sec accuracy=68.862500 loss=1.216401 lr=0.006801 Epoch[038] Batch [1049]/[3760] Speed: 113.243306 samples/sec accuracy=68.875000 loss=1.215954 lr=0.006799 Epoch[038] Batch [1099]/[3760] Speed: 122.781738 samples/sec accuracy=68.859375 loss=1.217131 lr=0.006797 Epoch[038] Batch [1149]/[3760] Speed: 118.936300 samples/sec accuracy=68.847826 loss=1.217721 lr=0.006795 Epoch[038] Batch [1199]/[3760] Speed: 120.165886 samples/sec accuracy=68.847656 loss=1.217871 lr=0.006793 Epoch[038] Batch [1249]/[3760] Speed: 122.229760 samples/sec accuracy=68.872500 loss=1.217541 lr=0.006791 Epoch[038] Batch [1299]/[3760] Speed: 122.550864 samples/sec accuracy=68.899038 loss=1.216750 lr=0.006789 Epoch[038] Batch [1349]/[3760] Speed: 118.014308 samples/sec accuracy=68.931713 loss=1.214683 lr=0.006787 Epoch[038] Batch [1399]/[3760] Speed: 128.047734 samples/sec accuracy=68.915179 loss=1.214787 lr=0.006785 Epoch[038] Batch [1449]/[3760] Speed: 116.948924 samples/sec accuracy=68.862069 loss=1.217208 lr=0.006783 Epoch[038] Batch [1499]/[3760] Speed: 123.969326 samples/sec accuracy=68.854167 loss=1.216818 lr=0.006781 Epoch[038] Batch [1549]/[3760] Speed: 116.629539 samples/sec accuracy=68.846774 loss=1.216688 lr=0.006779 Epoch[038] Batch [1599]/[3760] Speed: 126.687195 samples/sec accuracy=68.842773 loss=1.217385 lr=0.006777 Epoch[038] Batch [1649]/[3760] Speed: 119.354924 samples/sec accuracy=68.860795 loss=1.217563 lr=0.006775 Epoch[038] Batch [1699]/[3760] Speed: 127.089382 samples/sec accuracy=68.820772 loss=1.219087 lr=0.006773 Epoch[038] Batch [1749]/[3760] Speed: 118.005562 samples/sec accuracy=68.809821 loss=1.219916 lr=0.006771 Epoch[038] Batch [1799]/[3760] Speed: 122.597112 samples/sec accuracy=68.775174 loss=1.221222 lr=0.006770 Epoch[038] Batch [1849]/[3760] Speed: 120.125794 samples/sec accuracy=68.730574 loss=1.222426 lr=0.006768 Epoch[038] Batch [1899]/[3760] Speed: 125.880038 samples/sec accuracy=68.701480 loss=1.224121 lr=0.006766 Epoch[038] Batch [1949]/[3760] Speed: 120.072812 samples/sec accuracy=68.742788 loss=1.223000 lr=0.006764 Epoch[038] Batch [1999]/[3760] Speed: 121.808476 samples/sec accuracy=68.746094 loss=1.223389 lr=0.006762 Epoch[038] Batch [2049]/[3760] Speed: 123.308209 samples/sec accuracy=68.772866 loss=1.223386 lr=0.006760 Epoch[038] Batch [2099]/[3760] Speed: 117.613044 samples/sec accuracy=68.757440 loss=1.224461 lr=0.006758 Epoch[038] Batch [2149]/[3760] Speed: 129.132533 samples/sec accuracy=68.754360 loss=1.224217 lr=0.006756 Epoch[038] Batch [2199]/[3760] Speed: 119.526987 samples/sec accuracy=68.732955 loss=1.225542 lr=0.006754 Epoch[038] Batch [2249]/[3760] Speed: 122.525096 samples/sec accuracy=68.708333 loss=1.226065 lr=0.006752 Epoch[038] Batch [2299]/[3760] Speed: 121.461372 samples/sec accuracy=68.675951 loss=1.226949 lr=0.006750 Epoch[038] Batch [2349]/[3760] Speed: 130.898160 samples/sec accuracy=68.646277 loss=1.227496 lr=0.006748 Epoch[038] Batch [2399]/[3760] Speed: 115.434627 samples/sec accuracy=68.601562 loss=1.229268 lr=0.006746 Epoch[038] Batch [2449]/[3760] Speed: 121.114406 samples/sec accuracy=68.591837 loss=1.230172 lr=0.006744 Epoch[038] Batch [2499]/[3760] Speed: 123.876858 samples/sec accuracy=68.575000 loss=1.230598 lr=0.006742 Epoch[038] Batch [2549]/[3760] Speed: 121.035472 samples/sec accuracy=68.535539 loss=1.231976 lr=0.006740 Epoch[038] Batch [2599]/[3760] Speed: 125.344741 samples/sec accuracy=68.523438 loss=1.233355 lr=0.006738 Epoch[038] Batch [2649]/[3760] Speed: 117.541421 samples/sec accuracy=68.514741 loss=1.233280 lr=0.006736 Epoch[038] Batch [2699]/[3760] Speed: 123.944629 samples/sec accuracy=68.482639 loss=1.233891 lr=0.006734 Epoch[038] Batch [2749]/[3760] Speed: 120.790549 samples/sec accuracy=68.491477 loss=1.233646 lr=0.006732 Epoch[038] Batch [2799]/[3760] Speed: 122.820154 samples/sec accuracy=68.452009 loss=1.234869 lr=0.006730 Epoch[038] Batch [2849]/[3760] Speed: 124.283894 samples/sec accuracy=68.399123 loss=1.236500 lr=0.006728 Epoch[038] Batch [2899]/[3760] Speed: 122.308597 samples/sec accuracy=68.392241 loss=1.237031 lr=0.006726 Epoch[038] Batch [2949]/[3760] Speed: 118.045696 samples/sec accuracy=68.381356 loss=1.237341 lr=0.006725 Epoch[038] Batch [2999]/[3760] Speed: 123.246245 samples/sec accuracy=68.389583 loss=1.237154 lr=0.006723 Epoch[038] Batch [3049]/[3760] Speed: 119.597169 samples/sec accuracy=68.359631 loss=1.239193 lr=0.006721 Epoch[038] Batch [3099]/[3760] Speed: 125.360250 samples/sec accuracy=68.365423 loss=1.239329 lr=0.006719 Epoch[038] Batch [3149]/[3760] Speed: 123.435038 samples/sec accuracy=68.329861 loss=1.240782 lr=0.006717 Epoch[038] Batch [3199]/[3760] Speed: 123.043172 samples/sec accuracy=68.291016 loss=1.242515 lr=0.006715 Epoch[038] Batch [3249]/[3760] Speed: 113.150776 samples/sec accuracy=68.269231 loss=1.243530 lr=0.006713 Epoch[038] Batch [3299]/[3760] Speed: 132.239352 samples/sec accuracy=68.282670 loss=1.243446 lr=0.006711 Epoch[038] Batch [3349]/[3760] Speed: 120.170166 samples/sec accuracy=68.277519 loss=1.243511 lr=0.006709 Epoch[038] Batch [3399]/[3760] Speed: 125.192323 samples/sec accuracy=68.255974 loss=1.244192 lr=0.006707 Epoch[038] Batch [3449]/[3760] Speed: 124.996125 samples/sec accuracy=68.225543 loss=1.245211 lr=0.006705 Epoch[038] Batch [3499]/[3760] Speed: 115.717932 samples/sec accuracy=68.202679 loss=1.246057 lr=0.006703 Epoch[038] Batch [3549]/[3760] Speed: 127.525105 samples/sec accuracy=68.186620 loss=1.247195 lr=0.006701 Epoch[038] Batch [3599]/[3760] Speed: 118.199601 samples/sec accuracy=68.187934 loss=1.247234 lr=0.006699 Epoch[038] Batch [3649]/[3760] Speed: 125.355936 samples/sec accuracy=68.176370 loss=1.248255 lr=0.006697 Epoch[038] Batch [3699]/[3760] Speed: 119.765327 samples/sec accuracy=68.176943 loss=1.248513 lr=0.006695 Epoch[038] Batch [3749]/[3760] Speed: 142.596930 samples/sec accuracy=68.178333 loss=1.248550 lr=0.006693 Batch [0049]/[0303]: acc-top1=59.437500 acc-top5=82.687500 Batch [0099]/[0303]: acc-top1=60.015625 acc-top5=82.984375 Batch [0149]/[0303]: acc-top1=60.322917 acc-top5=82.968750 Batch [0199]/[0303]: acc-top1=60.164063 acc-top5=82.671875 Batch [0249]/[0303]: acc-top1=60.412500 acc-top5=82.700000 Batch [0299]/[0303]: acc-top1=60.510417 acc-top5=82.661458 [Epoch 038] training: accuracy=68.181100 loss=1.248579 [Epoch 038] speed: 121 samples/sec time cost: 2169.832037 [Epoch 038] validation: acc-top1=60.530116 acc-top5=82.683581 loss=1.974694 Epoch[039] Batch [0049]/[3760] Speed: 87.362148 samples/sec accuracy=69.875000 loss=1.196706 lr=0.006691 Epoch[039] Batch [0099]/[3760] Speed: 124.471337 samples/sec accuracy=70.906250 loss=1.152791 lr=0.006689 Epoch[039] Batch [0149]/[3760] Speed: 117.949977 samples/sec accuracy=70.468750 loss=1.170547 lr=0.006687 Epoch[039] Batch [0199]/[3760] Speed: 131.757472 samples/sec accuracy=70.296875 loss=1.180114 lr=0.006685 Epoch[039] Batch [0249]/[3760] Speed: 116.104357 samples/sec accuracy=70.256250 loss=1.179998 lr=0.006683 Epoch[039] Batch [0299]/[3760] Speed: 125.840137 samples/sec accuracy=70.213542 loss=1.179734 lr=0.006681 Epoch[039] Batch [0349]/[3760] Speed: 111.704269 samples/sec accuracy=70.191964 loss=1.175886 lr=0.006679 Epoch[039] Batch [0399]/[3760] Speed: 135.007739 samples/sec accuracy=70.187500 loss=1.174723 lr=0.006677 Epoch[039] Batch [0449]/[3760] Speed: 116.656121 samples/sec accuracy=70.215278 loss=1.174733 lr=0.006675 Epoch[039] Batch [0499]/[3760] Speed: 125.460888 samples/sec accuracy=70.137500 loss=1.175800 lr=0.006673 Epoch[039] Batch [0549]/[3760] Speed: 120.400581 samples/sec accuracy=70.210227 loss=1.176394 lr=0.006671 Epoch[039] Batch [0599]/[3760] Speed: 119.734490 samples/sec accuracy=70.255208 loss=1.177204 lr=0.006669 Epoch[039] Batch [0649]/[3760] Speed: 123.211525 samples/sec accuracy=70.137019 loss=1.179844 lr=0.006667 Epoch[039] Batch [0699]/[3760] Speed: 118.584829 samples/sec accuracy=70.040179 loss=1.183859 lr=0.006665 Epoch[039] Batch [0749]/[3760] Speed: 128.000592 samples/sec accuracy=69.937500 loss=1.187698 lr=0.006663 Epoch[039] Batch [0799]/[3760] Speed: 116.665969 samples/sec accuracy=70.009766 loss=1.183303 lr=0.006661 Epoch[039] Batch [0849]/[3760] Speed: 127.729512 samples/sec accuracy=70.005515 loss=1.183504 lr=0.006659 Epoch[039] Batch [0899]/[3760] Speed: 118.478429 samples/sec accuracy=69.968750 loss=1.184000 lr=0.006657 Epoch[039] Batch [0949]/[3760] Speed: 126.568959 samples/sec accuracy=69.919408 loss=1.185159 lr=0.006655 Epoch[039] Batch [0999]/[3760] Speed: 116.155469 samples/sec accuracy=69.900000 loss=1.185576 lr=0.006653 Epoch[039] Batch [1049]/[3760] Speed: 126.378563 samples/sec accuracy=69.889881 loss=1.185866 lr=0.006651 Epoch[039] Batch [1099]/[3760] Speed: 119.600589 samples/sec accuracy=69.806818 loss=1.187034 lr=0.006649 Epoch[039] Batch [1149]/[3760] Speed: 126.705000 samples/sec accuracy=69.805707 loss=1.187213 lr=0.006647 Epoch[039] Batch [1199]/[3760] Speed: 117.445726 samples/sec accuracy=69.804688 loss=1.186673 lr=0.006645 Epoch[039] Batch [1249]/[3760] Speed: 124.227296 samples/sec accuracy=69.836250 loss=1.186158 lr=0.006643 Epoch[039] Batch [1299]/[3760] Speed: 125.798674 samples/sec accuracy=69.808894 loss=1.187043 lr=0.006641 Epoch[039] Batch [1349]/[3760] Speed: 115.535449 samples/sec accuracy=69.796296 loss=1.187200 lr=0.006640 Epoch[039] Batch [1399]/[3760] Speed: 124.065531 samples/sec accuracy=69.758929 loss=1.188906 lr=0.006638 Epoch[039] Batch [1449]/[3760] Speed: 122.574037 samples/sec accuracy=69.718750 loss=1.189787 lr=0.006636 Epoch[039] Batch [1499]/[3760] Speed: 119.994781 samples/sec accuracy=69.692708 loss=1.190617 lr=0.006634 Epoch[039] Batch [1549]/[3760] Speed: 120.180962 samples/sec accuracy=69.622984 loss=1.192413 lr=0.006632 Epoch[039] Batch [1599]/[3760] Speed: 130.509531 samples/sec accuracy=69.600586 loss=1.193723 lr=0.006630 Epoch[039] Batch [1649]/[3760] Speed: 117.384625 samples/sec accuracy=69.569129 loss=1.195314 lr=0.006628 Epoch[039] Batch [1699]/[3760] Speed: 129.591607 samples/sec accuracy=69.534007 loss=1.195696 lr=0.006626 Epoch[039] Batch [1749]/[3760] Speed: 116.911866 samples/sec accuracy=69.492857 loss=1.197138 lr=0.006624 Epoch[039] Batch [1799]/[3760] Speed: 122.827070 samples/sec accuracy=69.470486 loss=1.197888 lr=0.006622 Epoch[039] Batch [1849]/[3760] Speed: 120.034591 samples/sec accuracy=69.443412 loss=1.198225 lr=0.006620 Epoch[039] Batch [1899]/[3760] Speed: 122.482762 samples/sec accuracy=69.419408 loss=1.199649 lr=0.006618 Epoch[039] Batch [1949]/[3760] Speed: 122.841850 samples/sec accuracy=69.357372 loss=1.201729 lr=0.006616 Epoch[039] Batch [1999]/[3760] Speed: 127.288117 samples/sec accuracy=69.314844 loss=1.202320 lr=0.006614 Epoch[039] Batch [2049]/[3760] Speed: 119.123536 samples/sec accuracy=69.328506 loss=1.201450 lr=0.006612 Epoch[039] Batch [2099]/[3760] Speed: 131.242234 samples/sec accuracy=69.308036 loss=1.202278 lr=0.006610 Epoch[039] Batch [2149]/[3760] Speed: 113.998804 samples/sec accuracy=69.292151 loss=1.203124 lr=0.006608 Epoch[039] Batch [2199]/[3760] Speed: 127.575154 samples/sec accuracy=69.267756 loss=1.203680 lr=0.006606 Epoch[039] Batch [2249]/[3760] Speed: 118.695901 samples/sec accuracy=69.219444 loss=1.204966 lr=0.006604 Epoch[039] Batch [2299]/[3760] Speed: 125.471728 samples/sec accuracy=69.173913 loss=1.205982 lr=0.006602 Epoch[039] Batch [2349]/[3760] Speed: 119.057672 samples/sec accuracy=69.135638 loss=1.207583 lr=0.006600 Epoch[039] Batch [2399]/[3760] Speed: 125.356206 samples/sec accuracy=69.091797 loss=1.209258 lr=0.006598 Epoch[039] Batch [2449]/[3760] Speed: 118.558122 samples/sec accuracy=69.109694 loss=1.208912 lr=0.006596 Epoch[039] Batch [2499]/[3760] Speed: 126.950278 samples/sec accuracy=69.093125 loss=1.209486 lr=0.006594 Epoch[039] Batch [2549]/[3760] Speed: 119.093253 samples/sec accuracy=69.115196 loss=1.208857 lr=0.006592 Epoch[039] Batch [2599]/[3760] Speed: 122.466736 samples/sec accuracy=69.091346 loss=1.209888 lr=0.006590 Epoch[039] Batch [2649]/[3760] Speed: 120.185684 samples/sec accuracy=69.091981 loss=1.210637 lr=0.006588 Epoch[039] Batch [2699]/[3760] Speed: 127.229654 samples/sec accuracy=69.081597 loss=1.211580 lr=0.006586 Epoch[039] Batch [2749]/[3760] Speed: 115.156689 samples/sec accuracy=69.056818 loss=1.212233 lr=0.006584 Epoch[039] Batch [2799]/[3760] Speed: 128.424714 samples/sec accuracy=69.053571 loss=1.212307 lr=0.006582 Epoch[039] Batch [2849]/[3760] Speed: 118.726929 samples/sec accuracy=69.014803 loss=1.213799 lr=0.006580 Epoch[039] Batch [2899]/[3760] Speed: 129.619831 samples/sec accuracy=68.997306 loss=1.214564 lr=0.006578 Epoch[039] Batch [2949]/[3760] Speed: 111.368465 samples/sec accuracy=68.971928 loss=1.215436 lr=0.006576 Epoch[039] Batch [2999]/[3760] Speed: 133.020840 samples/sec accuracy=68.941146 loss=1.216600 lr=0.006574 Epoch[039] Batch [3049]/[3760] Speed: 112.480413 samples/sec accuracy=68.923668 loss=1.217304 lr=0.006572 Epoch[039] Batch [3099]/[3760] Speed: 133.779702 samples/sec accuracy=68.928931 loss=1.217408 lr=0.006570 Epoch[039] Batch [3149]/[3760] Speed: 114.445786 samples/sec accuracy=68.923115 loss=1.217934 lr=0.006568 Epoch[039] Batch [3199]/[3760] Speed: 131.191385 samples/sec accuracy=68.929199 loss=1.217895 lr=0.006566 Epoch[039] Batch [3249]/[3760] Speed: 117.406156 samples/sec accuracy=68.902404 loss=1.218790 lr=0.006564 Epoch[039] Batch [3299]/[3760] Speed: 127.288466 samples/sec accuracy=68.895360 loss=1.219932 lr=0.006562 Epoch[039] Batch [3349]/[3760] Speed: 121.614590 samples/sec accuracy=68.867537 loss=1.220610 lr=0.006560 Epoch[039] Batch [3399]/[3760] Speed: 121.578665 samples/sec accuracy=68.863971 loss=1.220801 lr=0.006558 Epoch[039] Batch [3449]/[3760] Speed: 116.154513 samples/sec accuracy=68.858243 loss=1.221266 lr=0.006556 Epoch[039] Batch [3499]/[3760] Speed: 135.314091 samples/sec accuracy=68.858929 loss=1.221839 lr=0.006554 Epoch[039] Batch [3549]/[3760] Speed: 113.987264 samples/sec accuracy=68.845070 loss=1.222758 lr=0.006552 Epoch[039] Batch [3599]/[3760] Speed: 128.909217 samples/sec accuracy=68.819444 loss=1.223565 lr=0.006550 Epoch[039] Batch [3649]/[3760] Speed: 117.824687 samples/sec accuracy=68.812072 loss=1.223802 lr=0.006548 Epoch[039] Batch [3699]/[3760] Speed: 126.568097 samples/sec accuracy=68.790541 loss=1.224599 lr=0.006546 Epoch[039] Batch [3749]/[3760] Speed: 135.302575 samples/sec accuracy=68.750833 loss=1.226118 lr=0.006544 Batch [0049]/[0303]: acc-top1=59.250000 acc-top5=82.187500 Batch [0099]/[0303]: acc-top1=60.265625 acc-top5=82.546875 Batch [0149]/[0303]: acc-top1=60.437500 acc-top5=82.947917 Batch [0199]/[0303]: acc-top1=59.921875 acc-top5=82.554688 Batch [0249]/[0303]: acc-top1=60.062500 acc-top5=82.543750 Batch [0299]/[0303]: acc-top1=60.208333 acc-top5=82.635417 [Epoch 039] training: accuracy=68.757896 loss=1.225886 [Epoch 039] speed: 121 samples/sec time cost: 2166.905159 [Epoch 039] validation: acc-top1=60.231023 acc-top5=82.668111 loss=2.002373 Epoch[040] Batch [0049]/[3759] Speed: 89.003454 samples/sec accuracy=70.406250 loss=1.126369 lr=0.006542 Epoch[040] Batch [0099]/[3759] Speed: 126.142549 samples/sec accuracy=70.578125 loss=1.129004 lr=0.006540 Epoch[040] Batch [0149]/[3759] Speed: 117.409275 samples/sec accuracy=70.729167 loss=1.130187 lr=0.006538 Epoch[040] Batch [0199]/[3759] Speed: 129.591867 samples/sec accuracy=70.531250 loss=1.143024 lr=0.006536 Epoch[040] Batch [0249]/[3759] Speed: 116.713282 samples/sec accuracy=70.218750 loss=1.151238 lr=0.006534 Epoch[040] Batch [0299]/[3759] Speed: 130.359762 samples/sec accuracy=70.177083 loss=1.159581 lr=0.006532 Epoch[040] Batch [0349]/[3759] Speed: 115.566922 samples/sec accuracy=70.107143 loss=1.162245 lr=0.006530 Epoch[040] Batch [0399]/[3759] Speed: 121.971947 samples/sec accuracy=70.035156 loss=1.164648 lr=0.006528 Epoch[040] Batch [0449]/[3759] Speed: 122.271434 samples/sec accuracy=70.038194 loss=1.165748 lr=0.006526 Epoch[040] Batch [0499]/[3759] Speed: 124.604520 samples/sec accuracy=69.978125 loss=1.170179 lr=0.006524 Epoch[040] Batch [0549]/[3759] Speed: 115.496749 samples/sec accuracy=70.099432 loss=1.168082 lr=0.006522 Epoch[040] Batch [0599]/[3759] Speed: 134.325493 samples/sec accuracy=70.039062 loss=1.168161 lr=0.006520 Epoch[040] Batch [0649]/[3759] Speed: 108.118646 samples/sec accuracy=70.045673 loss=1.167413 lr=0.006518 Epoch[040] Batch [0699]/[3759] Speed: 134.712311 samples/sec accuracy=69.993304 loss=1.169589 lr=0.006516 Epoch[040] Batch [0749]/[3759] Speed: 116.047573 samples/sec accuracy=70.025000 loss=1.168455 lr=0.006514 Epoch[040] Batch [0799]/[3759] Speed: 130.470961 samples/sec accuracy=69.962891 loss=1.171032 lr=0.006512 Epoch[040] Batch [0849]/[3759] Speed: 112.342476 samples/sec accuracy=69.948529 loss=1.171298 lr=0.006510 Epoch[040] Batch [0899]/[3759] Speed: 121.035958 samples/sec accuracy=69.953125 loss=1.170622 lr=0.006508 Epoch[040] Batch [0949]/[3759] Speed: 120.764616 samples/sec accuracy=69.914474 loss=1.173404 lr=0.006506 Epoch[040] Batch [0999]/[3759] Speed: 124.716084 samples/sec accuracy=69.914062 loss=1.172838 lr=0.006504 Epoch[040] Batch [1049]/[3759] Speed: 123.376759 samples/sec accuracy=69.861607 loss=1.173965 lr=0.006502 Epoch[040] Batch [1099]/[3759] Speed: 119.388220 samples/sec accuracy=69.745739 loss=1.178070 lr=0.006500 Epoch[040] Batch [1149]/[3759] Speed: 123.985350 samples/sec accuracy=69.728261 loss=1.179042 lr=0.006498 Epoch[040] Batch [1199]/[3759] Speed: 121.229496 samples/sec accuracy=69.717448 loss=1.180575 lr=0.006496 Epoch[040] Batch [1249]/[3759] Speed: 125.293496 samples/sec accuracy=69.735000 loss=1.181151 lr=0.006494 Epoch[040] Batch [1299]/[3759] Speed: 117.216265 samples/sec accuracy=69.752404 loss=1.180759 lr=0.006492 Epoch[040] Batch [1349]/[3759] Speed: 124.194490 samples/sec accuracy=69.703704 loss=1.182254 lr=0.006490 Epoch[040] Batch [1399]/[3759] Speed: 119.017714 samples/sec accuracy=69.722098 loss=1.182676 lr=0.006488 Epoch[040] Batch [1449]/[3759] Speed: 127.986352 samples/sec accuracy=69.682112 loss=1.184275 lr=0.006486 Epoch[040] Batch [1499]/[3759] Speed: 113.620677 samples/sec accuracy=69.621875 loss=1.186426 lr=0.006484 Epoch[040] Batch [1549]/[3759] Speed: 127.543682 samples/sec accuracy=69.636089 loss=1.186040 lr=0.006482 Epoch[040] Batch [1599]/[3759] Speed: 115.381559 samples/sec accuracy=69.570312 loss=1.187528 lr=0.006480 Epoch[040] Batch [1649]/[3759] Speed: 131.588623 samples/sec accuracy=69.571970 loss=1.187928 lr=0.006478 Epoch[040] Batch [1699]/[3759] Speed: 114.607435 samples/sec accuracy=69.500919 loss=1.189814 lr=0.006476 Epoch[040] Batch [1749]/[3759] Speed: 130.982935 samples/sec accuracy=69.529464 loss=1.190092 lr=0.006474 Epoch[040] Batch [1799]/[3759] Speed: 111.261755 samples/sec accuracy=69.513889 loss=1.191735 lr=0.006472 Epoch[040] Batch [1849]/[3759] Speed: 138.887780 samples/sec accuracy=69.479730 loss=1.193595 lr=0.006470 Epoch[040] Batch [1899]/[3759] Speed: 113.465880 samples/sec accuracy=69.431743 loss=1.195376 lr=0.006468 Epoch[040] Batch [1949]/[3759] Speed: 124.608505 samples/sec accuracy=69.427083 loss=1.195154 lr=0.006466 Epoch[040] Batch [1999]/[3759] Speed: 117.578266 samples/sec accuracy=69.394531 loss=1.195253 lr=0.006464 Epoch[040] Batch [2049]/[3759] Speed: 131.590995 samples/sec accuracy=69.374238 loss=1.196309 lr=0.006462 Epoch[040] Batch [2099]/[3759] Speed: 114.349501 samples/sec accuracy=69.363095 loss=1.196411 lr=0.006460 Epoch[040] Batch [2149]/[3759] Speed: 123.901231 samples/sec accuracy=69.332849 loss=1.198148 lr=0.006458 Epoch[040] Batch [2199]/[3759] Speed: 120.045112 samples/sec accuracy=69.279119 loss=1.200173 lr=0.006456 Epoch[040] Batch [2249]/[3759] Speed: 123.198986 samples/sec accuracy=69.285417 loss=1.199705 lr=0.006454 Epoch[040] Batch [2299]/[3759] Speed: 121.005992 samples/sec accuracy=69.255435 loss=1.200836 lr=0.006452 Epoch[040] Batch [2349]/[3759] Speed: 123.474444 samples/sec accuracy=69.248670 loss=1.201486 lr=0.006450 Epoch[040] Batch [2399]/[3759] Speed: 125.594547 samples/sec accuracy=69.247396 loss=1.200838 lr=0.006448 Epoch[040] Batch [2449]/[3759] Speed: 118.239081 samples/sec accuracy=69.248087 loss=1.201844 lr=0.006446 Epoch[040] Batch [2499]/[3759] Speed: 128.676964 samples/sec accuracy=69.216250 loss=1.202772 lr=0.006444 Epoch[040] Batch [2549]/[3759] Speed: 117.066735 samples/sec accuracy=69.182598 loss=1.203679 lr=0.006442 Epoch[040] Batch [2599]/[3759] Speed: 124.509360 samples/sec accuracy=69.164663 loss=1.204993 lr=0.006440 Epoch[040] Batch [2649]/[3759] Speed: 117.586400 samples/sec accuracy=69.151533 loss=1.205896 lr=0.006438 Epoch[040] Batch [2699]/[3759] Speed: 130.569932 samples/sec accuracy=69.129630 loss=1.206897 lr=0.006436 Epoch[040] Batch [2749]/[3759] Speed: 122.498513 samples/sec accuracy=69.095455 loss=1.207886 lr=0.006434 Epoch[040] Batch [2799]/[3759] Speed: 121.152183 samples/sec accuracy=69.077009 loss=1.208670 lr=0.006432 Epoch[040] Batch [2849]/[3759] Speed: 122.174429 samples/sec accuracy=69.076754 loss=1.209073 lr=0.006430 Epoch[040] Batch [2899]/[3759] Speed: 125.259227 samples/sec accuracy=69.066272 loss=1.209257 lr=0.006428 Epoch[040] Batch [2949]/[3759] Speed: 120.646586 samples/sec accuracy=69.029661 loss=1.210300 lr=0.006426 Epoch[040] Batch [2999]/[3759] Speed: 116.813436 samples/sec accuracy=69.030208 loss=1.210564 lr=0.006424 Epoch[040] Batch [3049]/[3759] Speed: 129.136233 samples/sec accuracy=69.007172 loss=1.211634 lr=0.006422 Epoch[040] Batch [3099]/[3759] Speed: 110.594588 samples/sec accuracy=68.991431 loss=1.212928 lr=0.006420 Epoch[040] Batch [3149]/[3759] Speed: 135.724671 samples/sec accuracy=69.000992 loss=1.212688 lr=0.006418 Epoch[040] Batch [3199]/[3759] Speed: 115.633884 samples/sec accuracy=68.996094 loss=1.213362 lr=0.006416 Epoch[040] Batch [3249]/[3759] Speed: 123.798751 samples/sec accuracy=68.999519 loss=1.213305 lr=0.006414 Epoch[040] Batch [3299]/[3759] Speed: 115.825681 samples/sec accuracy=69.006155 loss=1.213009 lr=0.006412 Epoch[040] Batch [3349]/[3759] Speed: 129.460615 samples/sec accuracy=68.996735 loss=1.213023 lr=0.006410 Epoch[040] Batch [3399]/[3759] Speed: 118.751520 samples/sec accuracy=68.963235 loss=1.214436 lr=0.006408 Epoch[040] Batch [3449]/[3759] Speed: 131.231485 samples/sec accuracy=68.943388 loss=1.215660 lr=0.006406 Epoch[040] Batch [3499]/[3759] Speed: 115.994178 samples/sec accuracy=68.939732 loss=1.215996 lr=0.006404 Epoch[040] Batch [3549]/[3759] Speed: 127.206005 samples/sec accuracy=68.927377 loss=1.216468 lr=0.006402 Epoch[040] Batch [3599]/[3759] Speed: 117.510513 samples/sec accuracy=68.920139 loss=1.216233 lr=0.006400 Epoch[040] Batch [3649]/[3759] Speed: 129.109939 samples/sec accuracy=68.889555 loss=1.217325 lr=0.006398 Epoch[040] Batch [3699]/[3759] Speed: 117.168821 samples/sec accuracy=68.893159 loss=1.217283 lr=0.006396 Epoch[040] Batch [3749]/[3759] Speed: 147.354432 samples/sec accuracy=68.887083 loss=1.217598 lr=0.006394 Batch [0049]/[0303]: acc-top1=60.500000 acc-top5=83.156250 Batch [0099]/[0303]: acc-top1=60.796875 acc-top5=83.390625 Batch [0149]/[0303]: acc-top1=60.781250 acc-top5=83.354167 Batch [0199]/[0303]: acc-top1=60.632812 acc-top5=82.992188 Batch [0249]/[0303]: acc-top1=60.706250 acc-top5=82.793750 Batch [0299]/[0303]: acc-top1=60.812500 acc-top5=82.765625 [Epoch 040] training: accuracy=68.884677 loss=1.217653 [Epoch 040] speed: 121 samples/sec time cost: 2168.051640 [Epoch 040] validation: acc-top1=60.808581 acc-top5=82.755776 loss=1.995101 Epoch[041] Batch [0049]/[3760] Speed: 89.453217 samples/sec accuracy=70.625000 loss=1.124868 lr=0.006392 Epoch[041] Batch [0099]/[3760] Speed: 121.678117 samples/sec accuracy=70.859375 loss=1.122547 lr=0.006390 Epoch[041] Batch [0149]/[3760] Speed: 122.121042 samples/sec accuracy=70.583333 loss=1.142719 lr=0.006388 Epoch[041] Batch [0199]/[3760] Speed: 124.838881 samples/sec accuracy=70.398438 loss=1.148126 lr=0.006386 Epoch[041] Batch [0249]/[3760] Speed: 117.168088 samples/sec accuracy=70.262500 loss=1.150510 lr=0.006384 Epoch[041] Batch [0299]/[3760] Speed: 136.374083 samples/sec accuracy=70.411458 loss=1.147332 lr=0.006382 Epoch[041] Batch [0349]/[3760] Speed: 112.617341 samples/sec accuracy=70.455357 loss=1.145875 lr=0.006380 Epoch[041] Batch [0399]/[3760] Speed: 134.326569 samples/sec accuracy=70.398438 loss=1.146552 lr=0.006378 Epoch[041] Batch [0449]/[3760] Speed: 108.925701 samples/sec accuracy=70.319444 loss=1.149025 lr=0.006376 Epoch[041] Batch [0499]/[3760] Speed: 133.796798 samples/sec accuracy=70.162500 loss=1.155041 lr=0.006374 Epoch[041] Batch [0549]/[3760] Speed: 115.835307 samples/sec accuracy=70.110795 loss=1.158650 lr=0.006372 Epoch[041] Batch [0599]/[3760] Speed: 125.161311 samples/sec accuracy=70.119792 loss=1.162764 lr=0.006370 Epoch[041] Batch [0649]/[3760] Speed: 124.016703 samples/sec accuracy=70.125000 loss=1.163016 lr=0.006368 Epoch[041] Batch [0699]/[3760] Speed: 118.627367 samples/sec accuracy=70.118304 loss=1.163935 lr=0.006366 Epoch[041] Batch [0749]/[3760] Speed: 121.740177 samples/sec accuracy=70.158333 loss=1.163265 lr=0.006364 Epoch[041] Batch [0799]/[3760] Speed: 124.248533 samples/sec accuracy=70.046875 loss=1.168760 lr=0.006362 Epoch[041] Batch [0849]/[3760] Speed: 127.136173 samples/sec accuracy=69.996324 loss=1.171013 lr=0.006360 Epoch[041] Batch [0899]/[3760] Speed: 117.361169 samples/sec accuracy=69.987847 loss=1.173114 lr=0.006358 Epoch[041] Batch [0949]/[3760] Speed: 125.799146 samples/sec accuracy=69.976974 loss=1.172174 lr=0.006356 Epoch[041] Batch [0999]/[3760] Speed: 120.672898 samples/sec accuracy=69.851562 loss=1.176267 lr=0.006354 Epoch[041] Batch [1049]/[3760] Speed: 124.558388 samples/sec accuracy=69.851190 loss=1.176747 lr=0.006352 Epoch[041] Batch [1099]/[3760] Speed: 117.258632 samples/sec accuracy=69.812500 loss=1.178708 lr=0.006350 Epoch[041] Batch [1149]/[3760] Speed: 129.228124 samples/sec accuracy=69.790761 loss=1.180014 lr=0.006348 Epoch[041] Batch [1199]/[3760] Speed: 121.457571 samples/sec accuracy=69.714844 loss=1.183226 lr=0.006346 Epoch[041] Batch [1249]/[3760] Speed: 120.931240 samples/sec accuracy=69.703750 loss=1.184096 lr=0.006344 Epoch[041] Batch [1299]/[3760] Speed: 125.397543 samples/sec accuracy=69.668269 loss=1.185231 lr=0.006342 Epoch[041] Batch [1349]/[3760] Speed: 115.641640 samples/sec accuracy=69.704861 loss=1.184426 lr=0.006340 Epoch[041] Batch [1399]/[3760] Speed: 126.452215 samples/sec accuracy=69.702009 loss=1.184402 lr=0.006338 Epoch[041] Batch [1449]/[3760] Speed: 122.680189 samples/sec accuracy=69.671336 loss=1.184864 lr=0.006336 Epoch[041] Batch [1499]/[3760] Speed: 118.512369 samples/sec accuracy=69.670833 loss=1.184738 lr=0.006334 Epoch[041] Batch [1549]/[3760] Speed: 127.690765 samples/sec accuracy=69.680444 loss=1.182752 lr=0.006332 Epoch[041] Batch [1599]/[3760] Speed: 117.114435 samples/sec accuracy=69.641602 loss=1.184423 lr=0.006330 Epoch[041] Batch [1649]/[3760] Speed: 119.556583 samples/sec accuracy=69.616477 loss=1.185513 lr=0.006328 Epoch[041] Batch [1699]/[3760] Speed: 128.257037 samples/sec accuracy=69.604779 loss=1.186488 lr=0.006326 Epoch[041] Batch [1749]/[3760] Speed: 118.308879 samples/sec accuracy=69.566071 loss=1.187370 lr=0.006324 Epoch[041] Batch [1799]/[3760] Speed: 128.704179 samples/sec accuracy=69.585938 loss=1.186492 lr=0.006322 Epoch[041] Batch [1849]/[3760] Speed: 115.480623 samples/sec accuracy=69.582770 loss=1.187206 lr=0.006319 Epoch[041] Batch [1899]/[3760] Speed: 135.156048 samples/sec accuracy=69.595395 loss=1.187197 lr=0.006317 Epoch[041] Batch [1949]/[3760] Speed: 111.242639 samples/sec accuracy=69.560096 loss=1.188263 lr=0.006315 Epoch[041] Batch [1999]/[3760] Speed: 137.720524 samples/sec accuracy=69.546875 loss=1.188720 lr=0.006313 Epoch[041] Batch [2049]/[3760] Speed: 112.688611 samples/sec accuracy=69.544970 loss=1.188652 lr=0.006311 Epoch[041] Batch [2099]/[3760] Speed: 130.496523 samples/sec accuracy=69.523810 loss=1.188629 lr=0.006309 Epoch[041] Batch [2149]/[3760] Speed: 116.098984 samples/sec accuracy=69.498547 loss=1.189961 lr=0.006307 Epoch[041] Batch [2199]/[3760] Speed: 131.685352 samples/sec accuracy=69.476562 loss=1.190511 lr=0.006305 Epoch[041] Batch [2249]/[3760] Speed: 112.048124 samples/sec accuracy=69.492361 loss=1.189764 lr=0.006303 Epoch[041] Batch [2299]/[3760] Speed: 136.800456 samples/sec accuracy=69.464674 loss=1.190881 lr=0.006301 Epoch[041] Batch [2349]/[3760] Speed: 112.973873 samples/sec accuracy=69.472074 loss=1.190975 lr=0.006299 Epoch[041] Batch [2399]/[3760] Speed: 131.196412 samples/sec accuracy=69.469401 loss=1.190962 lr=0.006297 Epoch[041] Batch [2449]/[3760] Speed: 115.070061 samples/sec accuracy=69.450893 loss=1.191876 lr=0.006295 Epoch[041] Batch [2499]/[3760] Speed: 129.139676 samples/sec accuracy=69.426250 loss=1.192832 lr=0.006293 Epoch[041] Batch [2549]/[3760] Speed: 113.108253 samples/sec accuracy=69.433824 loss=1.192936 lr=0.006291 Epoch[041] Batch [2599]/[3760] Speed: 134.316363 samples/sec accuracy=69.466947 loss=1.191910 lr=0.006289 Epoch[041] Batch [2649]/[3760] Speed: 115.556893 samples/sec accuracy=69.458726 loss=1.192482 lr=0.006287 Epoch[041] Batch [2699]/[3760] Speed: 127.960880 samples/sec accuracy=69.427083 loss=1.193608 lr=0.006285 Epoch[041] Batch [2749]/[3760] Speed: 114.554039 samples/sec accuracy=69.400000 loss=1.194178 lr=0.006283 Epoch[041] Batch [2799]/[3760] Speed: 133.531256 samples/sec accuracy=69.368304 loss=1.194869 lr=0.006281 Epoch[041] Batch [2849]/[3760] Speed: 116.490159 samples/sec accuracy=69.344846 loss=1.195739 lr=0.006279 Epoch[041] Batch [2899]/[3760] Speed: 130.119673 samples/sec accuracy=69.338362 loss=1.196050 lr=0.006277 Epoch[041] Batch [2949]/[3760] Speed: 116.528350 samples/sec accuracy=69.326271 loss=1.195983 lr=0.006275 Epoch[041] Batch [2999]/[3760] Speed: 132.018806 samples/sec accuracy=69.301042 loss=1.197022 lr=0.006273 Epoch[041] Batch [3049]/[3760] Speed: 109.347029 samples/sec accuracy=69.250512 loss=1.199364 lr=0.006271 Epoch[041] Batch [3099]/[3760] Speed: 134.054458 samples/sec accuracy=69.208669 loss=1.200476 lr=0.006269 Epoch[041] Batch [3149]/[3760] Speed: 116.048315 samples/sec accuracy=69.213294 loss=1.200175 lr=0.006267 Epoch[041] Batch [3199]/[3760] Speed: 123.306686 samples/sec accuracy=69.211914 loss=1.200144 lr=0.006265 Epoch[041] Batch [3249]/[3760] Speed: 121.963727 samples/sec accuracy=69.219712 loss=1.199927 lr=0.006263 Epoch[041] Batch [3299]/[3760] Speed: 122.547811 samples/sec accuracy=69.233428 loss=1.199498 lr=0.006261 Epoch[041] Batch [3349]/[3760] Speed: 128.681685 samples/sec accuracy=69.217817 loss=1.199636 lr=0.006259 Epoch[041] Batch [3399]/[3760] Speed: 113.568832 samples/sec accuracy=69.216912 loss=1.199555 lr=0.006257 Epoch[041] Batch [3449]/[3760] Speed: 128.749115 samples/sec accuracy=69.207428 loss=1.199742 lr=0.006255 Epoch[041] Batch [3499]/[3760] Speed: 120.178577 samples/sec accuracy=69.191071 loss=1.200305 lr=0.006253 Epoch[041] Batch [3549]/[3760] Speed: 127.735697 samples/sec accuracy=69.160651 loss=1.201358 lr=0.006251 Epoch[041] Batch [3599]/[3760] Speed: 120.569063 samples/sec accuracy=69.168837 loss=1.201338 lr=0.006249 Epoch[041] Batch [3649]/[3760] Speed: 122.494211 samples/sec accuracy=69.147260 loss=1.201905 lr=0.006247 Epoch[041] Batch [3699]/[3760] Speed: 113.904727 samples/sec accuracy=69.161318 loss=1.201284 lr=0.006245 Epoch[041] Batch [3749]/[3760] Speed: 149.313658 samples/sec accuracy=69.151250 loss=1.201964 lr=0.006243 Batch [0049]/[0303]: acc-top1=59.281250 acc-top5=82.093750 Batch [0099]/[0303]: acc-top1=60.109375 acc-top5=82.671875 Batch [0149]/[0303]: acc-top1=60.375000 acc-top5=82.729167 Batch [0199]/[0303]: acc-top1=59.789062 acc-top5=82.375000 Batch [0249]/[0303]: acc-top1=59.987500 acc-top5=82.356250 Batch [0299]/[0303]: acc-top1=60.046875 acc-top5=82.401042 [Epoch 041] training: accuracy=69.151014 loss=1.202080 [Epoch 041] speed: 122 samples/sec time cost: 2163.479289 [Epoch 041] validation: acc-top1=60.066007 acc-top5=82.451526 loss=2.017802 Epoch[042] Batch [0049]/[3760] Speed: 90.256385 samples/sec accuracy=68.687500 loss=1.160614 lr=0.006240 Epoch[042] Batch [0099]/[3760] Speed: 120.944611 samples/sec accuracy=69.390625 loss=1.148346 lr=0.006238 Epoch[042] Batch [0149]/[3760] Speed: 122.127019 samples/sec accuracy=69.729167 loss=1.144212 lr=0.006236 Epoch[042] Batch [0199]/[3760] Speed: 124.101724 samples/sec accuracy=69.656250 loss=1.147944 lr=0.006234 Epoch[042] Batch [0249]/[3760] Speed: 123.335793 samples/sec accuracy=69.918750 loss=1.152953 lr=0.006232 Epoch[042] Batch [0299]/[3760] Speed: 122.013358 samples/sec accuracy=69.942708 loss=1.156684 lr=0.006230 Epoch[042] Batch [0349]/[3760] Speed: 122.041588 samples/sec accuracy=70.102679 loss=1.151989 lr=0.006228 Epoch[042] Batch [0399]/[3760] Speed: 124.947081 samples/sec accuracy=70.281250 loss=1.143818 lr=0.006226 Epoch[042] Batch [0449]/[3760] Speed: 117.795248 samples/sec accuracy=70.222222 loss=1.149825 lr=0.006224 Epoch[042] Batch [0499]/[3760] Speed: 125.795635 samples/sec accuracy=70.384375 loss=1.146440 lr=0.006222 Epoch[042] Batch [0549]/[3760] Speed: 120.793161 samples/sec accuracy=70.420455 loss=1.145782 lr=0.006220 Epoch[042] Batch [0599]/[3760] Speed: 126.986047 samples/sec accuracy=70.367188 loss=1.148544 lr=0.006218 Epoch[042] Batch [0649]/[3760] Speed: 112.179830 samples/sec accuracy=70.343750 loss=1.149370 lr=0.006216 Epoch[042] Batch [0699]/[3760] Speed: 135.291870 samples/sec accuracy=70.328125 loss=1.151516 lr=0.006214 Epoch[042] Batch [0749]/[3760] Speed: 109.557499 samples/sec accuracy=70.408333 loss=1.148522 lr=0.006212 Epoch[042] Batch [0799]/[3760] Speed: 139.401391 samples/sec accuracy=70.351562 loss=1.148665 lr=0.006210 Epoch[042] Batch [0849]/[3760] Speed: 108.609607 samples/sec accuracy=70.319853 loss=1.149523 lr=0.006208 Epoch[042] Batch [0899]/[3760] Speed: 134.925215 samples/sec accuracy=70.324653 loss=1.147718 lr=0.006206 Epoch[042] Batch [0949]/[3760] Speed: 115.816684 samples/sec accuracy=70.350329 loss=1.147547 lr=0.006204 Epoch[042] Batch [0999]/[3760] Speed: 127.126741 samples/sec accuracy=70.237500 loss=1.152145 lr=0.006202 Epoch[042] Batch [1049]/[3760] Speed: 121.040275 samples/sec accuracy=70.226190 loss=1.152751 lr=0.006200 Epoch[042] Batch [1099]/[3760] Speed: 122.242208 samples/sec accuracy=70.279830 loss=1.150890 lr=0.006198 Epoch[042] Batch [1149]/[3760] Speed: 120.574331 samples/sec accuracy=70.241848 loss=1.153345 lr=0.006196 Epoch[042] Batch [1199]/[3760] Speed: 121.530023 samples/sec accuracy=70.226562 loss=1.154095 lr=0.006194 Epoch[042] Batch [1249]/[3760] Speed: 123.758839 samples/sec accuracy=70.201250 loss=1.155169 lr=0.006192 Epoch[042] Batch [1299]/[3760] Speed: 121.897268 samples/sec accuracy=70.162260 loss=1.156813 lr=0.006190 Epoch[042] Batch [1349]/[3760] Speed: 117.086755 samples/sec accuracy=70.172454 loss=1.156329 lr=0.006188 Epoch[042] Batch [1399]/[3760] Speed: 124.660876 samples/sec accuracy=70.213170 loss=1.154591 lr=0.006186 Epoch[042] Batch [1449]/[3760] Speed: 115.394875 samples/sec accuracy=70.214440 loss=1.154406 lr=0.006184 Epoch[042] Batch [1499]/[3760] Speed: 131.494199 samples/sec accuracy=70.186458 loss=1.155677 lr=0.006182 Epoch[042] Batch [1549]/[3760] Speed: 124.201681 samples/sec accuracy=70.189516 loss=1.155766 lr=0.006179 Epoch[042] Batch [1599]/[3760] Speed: 112.830884 samples/sec accuracy=70.191406 loss=1.157502 lr=0.006177 Epoch[042] Batch [1649]/[3760] Speed: 133.268469 samples/sec accuracy=70.174242 loss=1.157737 lr=0.006175 Epoch[042] Batch [1699]/[3760] Speed: 114.863641 samples/sec accuracy=70.146140 loss=1.157742 lr=0.006173 Epoch[042] Batch [1749]/[3760] Speed: 118.882287 samples/sec accuracy=70.161607 loss=1.158225 lr=0.006171 Epoch[042] Batch [1799]/[3760] Speed: 124.275003 samples/sec accuracy=70.113715 loss=1.159930 lr=0.006169 Epoch[042] Batch [1849]/[3760] Speed: 126.638832 samples/sec accuracy=70.082770 loss=1.160863 lr=0.006167 Epoch[042] Batch [1899]/[3760] Speed: 121.088190 samples/sec accuracy=70.075658 loss=1.161456 lr=0.006165 Epoch[042] Batch [1949]/[3760] Speed: 124.073602 samples/sec accuracy=70.107372 loss=1.160854 lr=0.006163 Epoch[042] Batch [1999]/[3760] Speed: 122.972046 samples/sec accuracy=70.089844 loss=1.161107 lr=0.006161 Epoch[042] Batch [2049]/[3760] Speed: 117.771781 samples/sec accuracy=70.102134 loss=1.160453 lr=0.006159 Epoch[042] Batch [2099]/[3760] Speed: 124.145527 samples/sec accuracy=70.093006 loss=1.160979 lr=0.006157 Epoch[042] Batch [2149]/[3760] Speed: 125.172954 samples/sec accuracy=70.054506 loss=1.162772 lr=0.006155 Epoch[042] Batch [2199]/[3760] Speed: 119.678307 samples/sec accuracy=70.058239 loss=1.162715 lr=0.006153 Epoch[042] Batch [2249]/[3760] Speed: 121.443534 samples/sec accuracy=70.042361 loss=1.163041 lr=0.006151 Epoch[042] Batch [2299]/[3760] Speed: 124.259657 samples/sec accuracy=70.015625 loss=1.163679 lr=0.006149 Epoch[042] Batch [2349]/[3760] Speed: 122.218619 samples/sec accuracy=69.977394 loss=1.165428 lr=0.006147 Epoch[042] Batch [2399]/[3760] Speed: 123.480027 samples/sec accuracy=69.964844 loss=1.165457 lr=0.006145 Epoch[042] Batch [2449]/[3760] Speed: 124.036696 samples/sec accuracy=69.964923 loss=1.165839 lr=0.006143 Epoch[042] Batch [2499]/[3760] Speed: 117.452861 samples/sec accuracy=69.960625 loss=1.166234 lr=0.006141 Epoch[042] Batch [2549]/[3760] Speed: 127.736502 samples/sec accuracy=69.938725 loss=1.167290 lr=0.006139 Epoch[042] Batch [2599]/[3760] Speed: 113.185400 samples/sec accuracy=69.924880 loss=1.168102 lr=0.006137 Epoch[042] Batch [2649]/[3760] Speed: 132.472666 samples/sec accuracy=69.899764 loss=1.169351 lr=0.006135 Epoch[042] Batch [2699]/[3760] Speed: 111.119193 samples/sec accuracy=69.854167 loss=1.170709 lr=0.006133 Epoch[042] Batch [2749]/[3760] Speed: 135.092495 samples/sec accuracy=69.810227 loss=1.172266 lr=0.006131 Epoch[042] Batch [2799]/[3760] Speed: 112.507460 samples/sec accuracy=69.801339 loss=1.173065 lr=0.006129 Epoch[042] Batch [2849]/[3760] Speed: 132.434458 samples/sec accuracy=69.798246 loss=1.173821 lr=0.006127 Epoch[042] Batch [2899]/[3760] Speed: 116.591492 samples/sec accuracy=69.801185 loss=1.173640 lr=0.006125 Epoch[042] Batch [2949]/[3760] Speed: 127.836109 samples/sec accuracy=69.790784 loss=1.173850 lr=0.006123 Epoch[042] Batch [2999]/[3760] Speed: 113.500366 samples/sec accuracy=69.787500 loss=1.174385 lr=0.006121 Epoch[042] Batch [3049]/[3760] Speed: 130.628844 samples/sec accuracy=69.759734 loss=1.175097 lr=0.006118 Epoch[042] Batch [3099]/[3760] Speed: 119.853356 samples/sec accuracy=69.739919 loss=1.175890 lr=0.006116 Epoch[042] Batch [3149]/[3760] Speed: 127.353034 samples/sec accuracy=69.708333 loss=1.177406 lr=0.006114 Epoch[042] Batch [3199]/[3760] Speed: 121.051310 samples/sec accuracy=69.703613 loss=1.177915 lr=0.006112 Epoch[042] Batch [3249]/[3760] Speed: 124.002357 samples/sec accuracy=69.706731 loss=1.177624 lr=0.006110 Epoch[042] Batch [3299]/[3760] Speed: 117.026031 samples/sec accuracy=69.699337 loss=1.177998 lr=0.006108 Epoch[042] Batch [3349]/[3760] Speed: 131.253372 samples/sec accuracy=69.690765 loss=1.178157 lr=0.006106 Epoch[042] Batch [3399]/[3760] Speed: 110.465739 samples/sec accuracy=69.673254 loss=1.179162 lr=0.006104 Epoch[042] Batch [3449]/[3760] Speed: 135.174749 samples/sec accuracy=69.661685 loss=1.179938 lr=0.006102 Epoch[042] Batch [3499]/[3760] Speed: 116.266326 samples/sec accuracy=69.642411 loss=1.180689 lr=0.006100 Epoch[042] Batch [3549]/[3760] Speed: 122.172532 samples/sec accuracy=69.637764 loss=1.181130 lr=0.006098 Epoch[042] Batch [3599]/[3760] Speed: 117.995263 samples/sec accuracy=69.647569 loss=1.181006 lr=0.006096 Epoch[042] Batch [3649]/[3760] Speed: 130.276077 samples/sec accuracy=69.616010 loss=1.181745 lr=0.006094 Epoch[042] Batch [3699]/[3760] Speed: 118.320148 samples/sec accuracy=69.594595 loss=1.182507 lr=0.006092 Epoch[042] Batch [3749]/[3760] Speed: 141.392525 samples/sec accuracy=69.578750 loss=1.183167 lr=0.006090 Batch [0049]/[0303]: acc-top1=60.000000 acc-top5=82.875000 Batch [0099]/[0303]: acc-top1=60.687500 acc-top5=83.046875 Batch [0149]/[0303]: acc-top1=60.937500 acc-top5=83.322917 Batch [0199]/[0303]: acc-top1=60.710937 acc-top5=82.906250 Batch [0249]/[0303]: acc-top1=60.737500 acc-top5=82.668750 Batch [0299]/[0303]: acc-top1=60.906250 acc-top5=82.843750 [Epoch 042] training: accuracy=69.582779 loss=1.183208 [Epoch 042] speed: 121 samples/sec time cost: 2168.253863 [Epoch 042] validation: acc-top1=60.916873 acc-top5=82.848597 loss=1.998198 Epoch[043] Batch [0049]/[3759] Speed: 89.315726 samples/sec accuracy=70.125000 loss=1.146609 lr=0.006088 Epoch[043] Batch [0099]/[3759] Speed: 118.273687 samples/sec accuracy=70.578125 loss=1.133296 lr=0.006085 Epoch[043] Batch [0149]/[3759] Speed: 121.792604 samples/sec accuracy=71.395833 loss=1.113767 lr=0.006083 Epoch[043] Batch [0199]/[3759] Speed: 122.884676 samples/sec accuracy=71.335938 loss=1.114488 lr=0.006081 Epoch[043] Batch [0249]/[3759] Speed: 122.575318 samples/sec accuracy=71.456250 loss=1.111066 lr=0.006079 Epoch[043] Batch [0299]/[3759] Speed: 119.290317 samples/sec accuracy=71.505208 loss=1.111705 lr=0.006077 Epoch[043] Batch [0349]/[3759] Speed: 129.284494 samples/sec accuracy=71.379464 loss=1.117745 lr=0.006075 Epoch[043] Batch [0399]/[3759] Speed: 112.565610 samples/sec accuracy=71.253906 loss=1.123685 lr=0.006073 Epoch[043] Batch [0449]/[3759] Speed: 134.320903 samples/sec accuracy=71.260417 loss=1.122229 lr=0.006071 Epoch[043] Batch [0499]/[3759] Speed: 118.012067 samples/sec accuracy=71.096875 loss=1.128178 lr=0.006069 Epoch[043] Batch [0549]/[3759] Speed: 126.544122 samples/sec accuracy=71.082386 loss=1.128494 lr=0.006067 Epoch[043] Batch [0599]/[3759] Speed: 121.022712 samples/sec accuracy=71.072917 loss=1.127910 lr=0.006065 Epoch[043] Batch [0649]/[3759] Speed: 121.817210 samples/sec accuracy=70.992788 loss=1.129411 lr=0.006063 Epoch[043] Batch [0699]/[3759] Speed: 119.511257 samples/sec accuracy=70.953125 loss=1.128994 lr=0.006061 Epoch[043] Batch [0749]/[3759] Speed: 121.324095 samples/sec accuracy=70.962500 loss=1.129583 lr=0.006059 Epoch[043] Batch [0799]/[3759] Speed: 116.598111 samples/sec accuracy=71.037109 loss=1.128084 lr=0.006057 Epoch[043] Batch [0849]/[3759] Speed: 131.423621 samples/sec accuracy=71.064338 loss=1.128186 lr=0.006055 Epoch[043] Batch [0899]/[3759] Speed: 119.152808 samples/sec accuracy=71.055556 loss=1.129167 lr=0.006053 Epoch[043] Batch [0949]/[3759] Speed: 121.478160 samples/sec accuracy=71.034539 loss=1.130710 lr=0.006051 Epoch[043] Batch [0999]/[3759] Speed: 122.913939 samples/sec accuracy=71.010938 loss=1.132390 lr=0.006049 Epoch[043] Batch [1049]/[3759] Speed: 124.002330 samples/sec accuracy=70.894345 loss=1.135686 lr=0.006047 Epoch[043] Batch [1099]/[3759] Speed: 118.002222 samples/sec accuracy=70.933239 loss=1.133646 lr=0.006045 Epoch[043] Batch [1149]/[3759] Speed: 122.482579 samples/sec accuracy=70.831522 loss=1.136988 lr=0.006043 Epoch[043] Batch [1199]/[3759] Speed: 126.179948 samples/sec accuracy=70.816406 loss=1.138340 lr=0.006041 Epoch[043] Batch [1249]/[3759] Speed: 114.599684 samples/sec accuracy=70.820000 loss=1.138397 lr=0.006039 Epoch[043] Batch [1299]/[3759] Speed: 126.463644 samples/sec accuracy=70.822115 loss=1.137508 lr=0.006036 Epoch[043] Batch [1349]/[3759] Speed: 121.471219 samples/sec accuracy=70.777778 loss=1.139761 lr=0.006034 Epoch[043] Batch [1399]/[3759] Speed: 126.106977 samples/sec accuracy=70.741071 loss=1.141934 lr=0.006032 Epoch[043] Batch [1449]/[3759] Speed: 123.675874 samples/sec accuracy=70.700431 loss=1.143129 lr=0.006030 Epoch[043] Batch [1499]/[3759] Speed: 124.180760 samples/sec accuracy=70.648958 loss=1.145828 lr=0.006028 Epoch[043] Batch [1549]/[3759] Speed: 117.081476 samples/sec accuracy=70.630040 loss=1.147250 lr=0.006026 Epoch[043] Batch [1599]/[3759] Speed: 125.167408 samples/sec accuracy=70.606445 loss=1.147383 lr=0.006024 Epoch[043] Batch [1649]/[3759] Speed: 121.868597 samples/sec accuracy=70.593750 loss=1.147708 lr=0.006022 Epoch[043] Batch [1699]/[3759] Speed: 123.773628 samples/sec accuracy=70.577206 loss=1.148154 lr=0.006020 Epoch[043] Batch [1749]/[3759] Speed: 113.934863 samples/sec accuracy=70.541964 loss=1.149523 lr=0.006018 Epoch[043] Batch [1799]/[3759] Speed: 131.727501 samples/sec accuracy=70.537326 loss=1.149376 lr=0.006016 Epoch[043] Batch [1849]/[3759] Speed: 119.531711 samples/sec accuracy=70.478885 loss=1.151583 lr=0.006014 Epoch[043] Batch [1899]/[3759] Speed: 119.975597 samples/sec accuracy=70.477796 loss=1.151091 lr=0.006012 Epoch[043] Batch [1949]/[3759] Speed: 118.804141 samples/sec accuracy=70.430288 loss=1.152202 lr=0.006010 Epoch[043] Batch [1999]/[3759] Speed: 125.668892 samples/sec accuracy=70.417187 loss=1.152399 lr=0.006008 Epoch[043] Batch [2049]/[3759] Speed: 121.161635 samples/sec accuracy=70.401677 loss=1.153771 lr=0.006006 Epoch[043] Batch [2099]/[3759] Speed: 120.744004 samples/sec accuracy=70.430060 loss=1.153161 lr=0.006004 Epoch[043] Batch [2149]/[3759] Speed: 123.958545 samples/sec accuracy=70.424419 loss=1.153689 lr=0.006002 Epoch[043] Batch [2199]/[3759] Speed: 119.546990 samples/sec accuracy=70.407670 loss=1.153286 lr=0.006000 Epoch[043] Batch [2249]/[3759] Speed: 131.780772 samples/sec accuracy=70.403472 loss=1.154448 lr=0.005998 Epoch[043] Batch [2299]/[3759] Speed: 113.666870 samples/sec accuracy=70.381793 loss=1.155226 lr=0.005996 Epoch[043] Batch [2349]/[3759] Speed: 129.590953 samples/sec accuracy=70.373670 loss=1.155005 lr=0.005994 Epoch[043] Batch [2399]/[3759] Speed: 117.454151 samples/sec accuracy=70.341146 loss=1.156346 lr=0.005991 Epoch[043] Batch [2449]/[3759] Speed: 126.362070 samples/sec accuracy=70.327168 loss=1.156973 lr=0.005989 Epoch[043] Batch [2499]/[3759] Speed: 119.385664 samples/sec accuracy=70.290625 loss=1.158741 lr=0.005987 Epoch[043] Batch [2549]/[3759] Speed: 121.701317 samples/sec accuracy=70.264706 loss=1.159829 lr=0.005985 Epoch[043] Batch [2599]/[3759] Speed: 123.048277 samples/sec accuracy=70.250000 loss=1.160433 lr=0.005983 Epoch[043] Batch [2649]/[3759] Speed: 119.762375 samples/sec accuracy=70.233491 loss=1.160807 lr=0.005981 Epoch[043] Batch [2699]/[3759] Speed: 124.040936 samples/sec accuracy=70.217014 loss=1.161952 lr=0.005979 Epoch[043] Batch [2749]/[3759] Speed: 112.260719 samples/sec accuracy=70.223295 loss=1.162160 lr=0.005977 Epoch[043] Batch [2799]/[3759] Speed: 136.888555 samples/sec accuracy=70.238839 loss=1.162130 lr=0.005975 Epoch[043] Batch [2849]/[3759] Speed: 114.575739 samples/sec accuracy=70.214364 loss=1.162681 lr=0.005973 Epoch[043] Batch [2899]/[3759] Speed: 130.079088 samples/sec accuracy=70.177802 loss=1.164124 lr=0.005971 Epoch[043] Batch [2949]/[3759] Speed: 118.264337 samples/sec accuracy=70.174788 loss=1.164840 lr=0.005969 Epoch[043] Batch [2999]/[3759] Speed: 119.944572 samples/sec accuracy=70.153646 loss=1.165494 lr=0.005967 Epoch[043] Batch [3049]/[3759] Speed: 128.961269 samples/sec accuracy=70.125000 loss=1.166272 lr=0.005965 Epoch[043] Batch [3099]/[3759] Speed: 117.031016 samples/sec accuracy=70.099798 loss=1.167289 lr=0.005963 Epoch[043] Batch [3149]/[3759] Speed: 130.297987 samples/sec accuracy=70.067956 loss=1.168351 lr=0.005961 Epoch[043] Batch [3199]/[3759] Speed: 111.324130 samples/sec accuracy=70.045410 loss=1.169123 lr=0.005959 Epoch[043] Batch [3249]/[3759] Speed: 131.222039 samples/sec accuracy=70.035096 loss=1.169260 lr=0.005957 Epoch[043] Batch [3299]/[3759] Speed: 119.640373 samples/sec accuracy=70.026515 loss=1.170026 lr=0.005955 Epoch[043] Batch [3349]/[3759] Speed: 122.539809 samples/sec accuracy=70.014925 loss=1.170541 lr=0.005953 Epoch[043] Batch [3399]/[3759] Speed: 119.603332 samples/sec accuracy=69.994945 loss=1.171322 lr=0.005950 Epoch[043] Batch [3449]/[3759] Speed: 122.344694 samples/sec accuracy=69.962409 loss=1.172328 lr=0.005948 Epoch[043] Batch [3499]/[3759] Speed: 124.056891 samples/sec accuracy=69.941518 loss=1.173344 lr=0.005946 Epoch[043] Batch [3549]/[3759] Speed: 116.440026 samples/sec accuracy=69.939701 loss=1.173451 lr=0.005944 Epoch[043] Batch [3599]/[3759] Speed: 128.444830 samples/sec accuracy=69.956597 loss=1.173513 lr=0.005942 Epoch[043] Batch [3649]/[3759] Speed: 117.789773 samples/sec accuracy=69.958048 loss=1.173946 lr=0.005940 Epoch[043] Batch [3699]/[3759] Speed: 126.079180 samples/sec accuracy=69.974662 loss=1.173696 lr=0.005938 Epoch[043] Batch [3749]/[3759] Speed: 135.604386 samples/sec accuracy=69.961667 loss=1.173993 lr=0.005936 Batch [0049]/[0303]: acc-top1=61.156250 acc-top5=83.187500 Batch [0099]/[0303]: acc-top1=61.453125 acc-top5=83.390625 Batch [0149]/[0303]: acc-top1=61.270833 acc-top5=83.385417 Batch [0199]/[0303]: acc-top1=60.992187 acc-top5=83.140625 Batch [0249]/[0303]: acc-top1=61.043750 acc-top5=83.143750 Batch [0299]/[0303]: acc-top1=61.020833 acc-top5=83.109375 [Epoch 043] training: accuracy=69.967910 loss=1.173795 [Epoch 043] speed: 121 samples/sec time cost: 2169.762398 [Epoch 043] validation: acc-top1=61.061262 acc-top5=83.137376 loss=1.999502 Epoch[044] Batch [0049]/[3760] Speed: 90.934310 samples/sec accuracy=71.218750 loss=1.140498 lr=0.005934 Epoch[044] Batch [0099]/[3760] Speed: 115.659036 samples/sec accuracy=71.468750 loss=1.128507 lr=0.005932 Epoch[044] Batch [0149]/[3760] Speed: 133.183753 samples/sec accuracy=71.541667 loss=1.118667 lr=0.005930 Epoch[044] Batch [0199]/[3760] Speed: 115.940444 samples/sec accuracy=71.437500 loss=1.117039 lr=0.005928 Epoch[044] Batch [0249]/[3760] Speed: 130.493968 samples/sec accuracy=71.350000 loss=1.115967 lr=0.005925 Epoch[044] Batch [0299]/[3760] Speed: 112.388811 samples/sec accuracy=71.427083 loss=1.108544 lr=0.005923 Epoch[044] Batch [0349]/[3760] Speed: 132.557978 samples/sec accuracy=71.625000 loss=1.101926 lr=0.005921 Epoch[044] Batch [0399]/[3760] Speed: 113.271091 samples/sec accuracy=71.558594 loss=1.101989 lr=0.005919 Epoch[044] Batch [0449]/[3760] Speed: 130.288631 samples/sec accuracy=71.611111 loss=1.101170 lr=0.005917 Epoch[044] Batch [0499]/[3760] Speed: 118.535916 samples/sec accuracy=71.418750 loss=1.108959 lr=0.005915 Epoch[044] Batch [0549]/[3760] Speed: 118.917487 samples/sec accuracy=71.363636 loss=1.110541 lr=0.005913 Epoch[044] Batch [0599]/[3760] Speed: 129.197322 samples/sec accuracy=71.419271 loss=1.109636 lr=0.005911 Epoch[044] Batch [0649]/[3760] Speed: 114.279116 samples/sec accuracy=71.394231 loss=1.110219 lr=0.005909 Epoch[044] Batch [0699]/[3760] Speed: 128.619510 samples/sec accuracy=71.388393 loss=1.111173 lr=0.005907 Epoch[044] Batch [0749]/[3760] Speed: 117.776822 samples/sec accuracy=71.360417 loss=1.113200 lr=0.005905 Epoch[044] Batch [0799]/[3760] Speed: 121.058361 samples/sec accuracy=71.302734 loss=1.114323 lr=0.005903 Epoch[044] Batch [0849]/[3760] Speed: 123.686230 samples/sec accuracy=71.288603 loss=1.115286 lr=0.005901 Epoch[044] Batch [0899]/[3760] Speed: 121.602108 samples/sec accuracy=71.296875 loss=1.114601 lr=0.005899 Epoch[044] Batch [0949]/[3760] Speed: 119.831780 samples/sec accuracy=71.245066 loss=1.116176 lr=0.005897 Epoch[044] Batch [0999]/[3760] Speed: 127.455784 samples/sec accuracy=71.142187 loss=1.119821 lr=0.005895 Epoch[044] Batch [1049]/[3760] Speed: 121.366244 samples/sec accuracy=71.154762 loss=1.118225 lr=0.005893 Epoch[044] Batch [1099]/[3760] Speed: 121.985628 samples/sec accuracy=71.052557 loss=1.122323 lr=0.005891 Epoch[044] Batch [1149]/[3760] Speed: 122.801655 samples/sec accuracy=70.986413 loss=1.124186 lr=0.005888 Epoch[044] Batch [1199]/[3760] Speed: 120.155698 samples/sec accuracy=70.954427 loss=1.127423 lr=0.005886 Epoch[044] Batch [1249]/[3760] Speed: 123.820238 samples/sec accuracy=70.995000 loss=1.126115 lr=0.005884 Epoch[044] Batch [1299]/[3760] Speed: 124.680868 samples/sec accuracy=70.991587 loss=1.125239 lr=0.005882 Epoch[044] Batch [1349]/[3760] Speed: 115.898356 samples/sec accuracy=70.988426 loss=1.125247 lr=0.005880 Epoch[044] Batch [1399]/[3760] Speed: 126.261534 samples/sec accuracy=70.988839 loss=1.125453 lr=0.005878 Epoch[044] Batch [1449]/[3760] Speed: 116.303850 samples/sec accuracy=70.970905 loss=1.126224 lr=0.005876 Epoch[044] Batch [1499]/[3760] Speed: 131.566878 samples/sec accuracy=70.953125 loss=1.126232 lr=0.005874 Epoch[044] Batch [1549]/[3760] Speed: 115.415262 samples/sec accuracy=70.912298 loss=1.127587 lr=0.005872 Epoch[044] Batch [1599]/[3760] Speed: 125.445406 samples/sec accuracy=70.927734 loss=1.126584 lr=0.005870 Epoch[044] Batch [1649]/[3760] Speed: 121.023664 samples/sec accuracy=70.858902 loss=1.129576 lr=0.005868 Epoch[044] Batch [1699]/[3760] Speed: 123.708100 samples/sec accuracy=70.835478 loss=1.130039 lr=0.005866 Epoch[044] Batch [1749]/[3760] Speed: 119.523228 samples/sec accuracy=70.833036 loss=1.130138 lr=0.005864 Epoch[044] Batch [1799]/[3760] Speed: 123.790558 samples/sec accuracy=70.793403 loss=1.132040 lr=0.005862 Epoch[044] Batch [1849]/[3760] Speed: 118.547481 samples/sec accuracy=70.773649 loss=1.132762 lr=0.005860 Epoch[044] Batch [1899]/[3760] Speed: 122.910169 samples/sec accuracy=70.750822 loss=1.134355 lr=0.005858 Epoch[044] Batch [1949]/[3760] Speed: 116.624573 samples/sec accuracy=70.726763 loss=1.135376 lr=0.005856 Epoch[044] Batch [1999]/[3760] Speed: 122.648555 samples/sec accuracy=70.743750 loss=1.135224 lr=0.005854 Epoch[044] Batch [2049]/[3760] Speed: 118.870291 samples/sec accuracy=70.710366 loss=1.136722 lr=0.005851 Epoch[044] Batch [2099]/[3760] Speed: 127.191240 samples/sec accuracy=70.720238 loss=1.137458 lr=0.005849 Epoch[044] Batch [2149]/[3760] Speed: 119.176323 samples/sec accuracy=70.701308 loss=1.138756 lr=0.005847 Epoch[044] Batch [2199]/[3760] Speed: 128.814152 samples/sec accuracy=70.696733 loss=1.139031 lr=0.005845 Epoch[044] Batch [2249]/[3760] Speed: 120.379363 samples/sec accuracy=70.668750 loss=1.139926 lr=0.005843 Epoch[044] Batch [2299]/[3760] Speed: 120.861430 samples/sec accuracy=70.688179 loss=1.139346 lr=0.005841 Epoch[044] Batch [2349]/[3760] Speed: 118.866314 samples/sec accuracy=70.684840 loss=1.139736 lr=0.005839 Epoch[044] Batch [2399]/[3760] Speed: 122.750042 samples/sec accuracy=70.667318 loss=1.139938 lr=0.005837 Epoch[044] Batch [2449]/[3760] Speed: 121.893663 samples/sec accuracy=70.639668 loss=1.141437 lr=0.005835 Epoch[044] Batch [2499]/[3760] Speed: 125.249497 samples/sec accuracy=70.644375 loss=1.141296 lr=0.005833 Epoch[044] Batch [2549]/[3760] Speed: 119.716977 samples/sec accuracy=70.651348 loss=1.141398 lr=0.005831 Epoch[044] Batch [2599]/[3760] Speed: 122.661037 samples/sec accuracy=70.661058 loss=1.141703 lr=0.005829 Epoch[044] Batch [2649]/[3760] Speed: 122.155424 samples/sec accuracy=70.652123 loss=1.142216 lr=0.005827 Epoch[044] Batch [2699]/[3760] Speed: 118.585769 samples/sec accuracy=70.641204 loss=1.142846 lr=0.005825 Epoch[044] Batch [2749]/[3760] Speed: 123.903269 samples/sec accuracy=70.648864 loss=1.142760 lr=0.005823 Epoch[044] Batch [2799]/[3760] Speed: 116.351857 samples/sec accuracy=70.623884 loss=1.143104 lr=0.005821 Epoch[044] Batch [2849]/[3760] Speed: 125.436154 samples/sec accuracy=70.596491 loss=1.144111 lr=0.005818 Epoch[044] Batch [2899]/[3760] Speed: 120.291082 samples/sec accuracy=70.579203 loss=1.145011 lr=0.005816 Epoch[044] Batch [2949]/[3760] Speed: 127.331403 samples/sec accuracy=70.552436 loss=1.146364 lr=0.005814 Epoch[044] Batch [2999]/[3760] Speed: 116.171373 samples/sec accuracy=70.545312 loss=1.146029 lr=0.005812 Epoch[044] Batch [3049]/[3760] Speed: 127.789551 samples/sec accuracy=70.529201 loss=1.146592 lr=0.005810 Epoch[044] Batch [3099]/[3760] Speed: 118.600933 samples/sec accuracy=70.511089 loss=1.147184 lr=0.005808 Epoch[044] Batch [3149]/[3760] Speed: 123.695625 samples/sec accuracy=70.489583 loss=1.147752 lr=0.005806 Epoch[044] Batch [3199]/[3760] Speed: 119.403585 samples/sec accuracy=70.458008 loss=1.149011 lr=0.005804 Epoch[044] Batch [3249]/[3760] Speed: 122.122109 samples/sec accuracy=70.450000 loss=1.149521 lr=0.005802 Epoch[044] Batch [3299]/[3760] Speed: 121.959738 samples/sec accuracy=70.445549 loss=1.149563 lr=0.005800 Epoch[044] Batch [3349]/[3760] Speed: 122.387896 samples/sec accuracy=70.425840 loss=1.149628 lr=0.005798 Epoch[044] Batch [3399]/[3760] Speed: 120.200714 samples/sec accuracy=70.422794 loss=1.150013 lr=0.005796 Epoch[044] Batch [3449]/[3760] Speed: 122.005455 samples/sec accuracy=70.419384 loss=1.150505 lr=0.005794 Epoch[044] Batch [3499]/[3760] Speed: 118.825826 samples/sec accuracy=70.420089 loss=1.150799 lr=0.005792 Epoch[044] Batch [3549]/[3760] Speed: 120.652194 samples/sec accuracy=70.400968 loss=1.151613 lr=0.005790 Epoch[044] Batch [3599]/[3760] Speed: 122.451849 samples/sec accuracy=70.406684 loss=1.151466 lr=0.005788 Epoch[044] Batch [3649]/[3760] Speed: 122.898151 samples/sec accuracy=70.385702 loss=1.152195 lr=0.005785 Epoch[044] Batch [3699]/[3760] Speed: 124.230491 samples/sec accuracy=70.387669 loss=1.152254 lr=0.005783 Epoch[044] Batch [3749]/[3760] Speed: 140.400144 samples/sec accuracy=70.395833 loss=1.152233 lr=0.005781 Batch [0049]/[0303]: acc-top1=61.593750 acc-top5=82.937500 Batch [0099]/[0303]: acc-top1=61.812500 acc-top5=83.312500 Batch [0149]/[0303]: acc-top1=61.843750 acc-top5=83.541667 Batch [0199]/[0303]: acc-top1=61.382812 acc-top5=83.093750 Batch [0249]/[0303]: acc-top1=61.218750 acc-top5=83.043750 Batch [0299]/[0303]: acc-top1=61.291667 acc-top5=83.135417 [Epoch 044] training: accuracy=70.392287 loss=1.152119 [Epoch 044] speed: 121 samples/sec time cost: 2171.684379 [Epoch 044] validation: acc-top1=61.293317 acc-top5=83.163160 loss=1.963647 Epoch[045] Batch [0049]/[3760] Speed: 87.620815 samples/sec accuracy=72.656250 loss=1.075701 lr=0.005779 Epoch[045] Batch [0099]/[3760] Speed: 123.488711 samples/sec accuracy=72.328125 loss=1.078198 lr=0.005777 Epoch[045] Batch [0149]/[3760] Speed: 122.996788 samples/sec accuracy=72.260417 loss=1.079834 lr=0.005775 Epoch[045] Batch [0199]/[3760] Speed: 123.845818 samples/sec accuracy=72.390625 loss=1.070914 lr=0.005773 Epoch[045] Batch [0249]/[3760] Speed: 128.259492 samples/sec accuracy=72.281250 loss=1.075825 lr=0.005771 Epoch[045] Batch [0299]/[3760] Speed: 118.821082 samples/sec accuracy=72.218750 loss=1.084287 lr=0.005769 Epoch[045] Batch [0349]/[3760] Speed: 122.681183 samples/sec accuracy=72.187500 loss=1.087240 lr=0.005767 Epoch[045] Batch [0399]/[3760] Speed: 120.173872 samples/sec accuracy=72.089844 loss=1.088939 lr=0.005764 Epoch[045] Batch [0449]/[3760] Speed: 122.637446 samples/sec accuracy=71.989583 loss=1.088263 lr=0.005762 Epoch[045] Batch [0499]/[3760] Speed: 118.496573 samples/sec accuracy=71.921875 loss=1.086510 lr=0.005760 Epoch[045] Batch [0549]/[3760] Speed: 121.967935 samples/sec accuracy=71.835227 loss=1.087191 lr=0.005758 Epoch[045] Batch [0599]/[3760] Speed: 123.198845 samples/sec accuracy=71.848958 loss=1.089070 lr=0.005756 Epoch[045] Batch [0649]/[3760] Speed: 120.778683 samples/sec accuracy=71.713942 loss=1.094612 lr=0.005754 Epoch[045] Batch [0699]/[3760] Speed: 126.549899 samples/sec accuracy=71.763393 loss=1.092732 lr=0.005752 Epoch[045] Batch [0749]/[3760] Speed: 115.107641 samples/sec accuracy=71.654167 loss=1.096211 lr=0.005750 Epoch[045] Batch [0799]/[3760] Speed: 122.694628 samples/sec accuracy=71.660156 loss=1.093893 lr=0.005748 Epoch[045] Batch [0849]/[3760] Speed: 119.465430 samples/sec accuracy=71.608456 loss=1.097470 lr=0.005746 Epoch[045] Batch [0899]/[3760] Speed: 124.678209 samples/sec accuracy=71.600694 loss=1.097500 lr=0.005744 Epoch[045] Batch [0949]/[3760] Speed: 119.495250 samples/sec accuracy=71.625000 loss=1.097729 lr=0.005742 Epoch[045] Batch [0999]/[3760] Speed: 124.789682 samples/sec accuracy=71.514062 loss=1.099626 lr=0.005740 Epoch[045] Batch [1049]/[3760] Speed: 121.091809 samples/sec accuracy=71.500000 loss=1.100289 lr=0.005738 Epoch[045] Batch [1099]/[3760] Speed: 118.674339 samples/sec accuracy=71.447443 loss=1.101935 lr=0.005736 Epoch[045] Batch [1149]/[3760] Speed: 120.408398 samples/sec accuracy=71.395380 loss=1.104719 lr=0.005733 Epoch[045] Batch [1199]/[3760] Speed: 124.354940 samples/sec accuracy=71.404948 loss=1.105365 lr=0.005731 Epoch[045] Batch [1249]/[3760] Speed: 115.630876 samples/sec accuracy=71.376250 loss=1.107192 lr=0.005729 Epoch[045] Batch [1299]/[3760] Speed: 138.335681 samples/sec accuracy=71.334135 loss=1.108807 lr=0.005727 Epoch[045] Batch [1349]/[3760] Speed: 107.798226 samples/sec accuracy=71.340278 loss=1.109352 lr=0.005725 Epoch[045] Batch [1399]/[3760] Speed: 132.614215 samples/sec accuracy=71.226562 loss=1.113073 lr=0.005723 Epoch[045] Batch [1449]/[3760] Speed: 116.159710 samples/sec accuracy=71.214440 loss=1.113835 lr=0.005721 Epoch[045] Batch [1499]/[3760] Speed: 127.370442 samples/sec accuracy=71.216667 loss=1.113932 lr=0.005719 Epoch[045] Batch [1549]/[3760] Speed: 118.146172 samples/sec accuracy=71.250000 loss=1.113638 lr=0.005717 Epoch[045] Batch [1599]/[3760] Speed: 123.021521 samples/sec accuracy=71.225586 loss=1.115052 lr=0.005715 Epoch[045] Batch [1649]/[3760] Speed: 116.163741 samples/sec accuracy=71.211174 loss=1.116255 lr=0.005713 Epoch[045] Batch [1699]/[3760] Speed: 135.939603 samples/sec accuracy=71.173713 loss=1.116938 lr=0.005711 Epoch[045] Batch [1749]/[3760] Speed: 111.275227 samples/sec accuracy=71.147321 loss=1.117400 lr=0.005709 Epoch[045] Batch [1799]/[3760] Speed: 135.410479 samples/sec accuracy=71.106771 loss=1.119211 lr=0.005707 Epoch[045] Batch [1849]/[3760] Speed: 107.602191 samples/sec accuracy=71.103041 loss=1.120157 lr=0.005705 Epoch[045] Batch [1899]/[3760] Speed: 139.453384 samples/sec accuracy=71.072368 loss=1.121380 lr=0.005702 Epoch[045] Batch [1949]/[3760] Speed: 111.500625 samples/sec accuracy=71.052885 loss=1.122377 lr=0.005700 Epoch[045] Batch [1999]/[3760] Speed: 134.356793 samples/sec accuracy=71.076562 loss=1.121480 lr=0.005698 Epoch[045] Batch [2049]/[3760] Speed: 112.632043 samples/sec accuracy=71.069360 loss=1.122137 lr=0.005696 Epoch[045] Batch [2099]/[3760] Speed: 132.561637 samples/sec accuracy=71.046875 loss=1.122813 lr=0.005694 Epoch[045] Batch [2149]/[3760] Speed: 119.416196 samples/sec accuracy=71.018169 loss=1.123113 lr=0.005692 Epoch[045] Batch [2199]/[3760] Speed: 122.291115 samples/sec accuracy=70.996449 loss=1.124153 lr=0.005690 Epoch[045] Batch [2249]/[3760] Speed: 121.414594 samples/sec accuracy=70.974306 loss=1.124850 lr=0.005688 Epoch[045] Batch [2299]/[3760] Speed: 119.658201 samples/sec accuracy=70.987772 loss=1.124962 lr=0.005686 Epoch[045] Batch [2349]/[3760] Speed: 124.667905 samples/sec accuracy=70.965426 loss=1.126250 lr=0.005684 Epoch[045] Batch [2399]/[3760] Speed: 116.725557 samples/sec accuracy=70.951172 loss=1.126143 lr=0.005682 Epoch[045] Batch [2449]/[3760] Speed: 123.932515 samples/sec accuracy=70.947704 loss=1.126044 lr=0.005680 Epoch[045] Batch [2499]/[3760] Speed: 118.233529 samples/sec accuracy=70.917500 loss=1.127019 lr=0.005678 Epoch[045] Batch [2549]/[3760] Speed: 127.091186 samples/sec accuracy=70.912990 loss=1.127267 lr=0.005676 Epoch[045] Batch [2599]/[3760] Speed: 116.751159 samples/sec accuracy=70.925481 loss=1.127354 lr=0.005673 Epoch[045] Batch [2649]/[3760] Speed: 123.021785 samples/sec accuracy=70.911557 loss=1.127745 lr=0.005671 Epoch[045] Batch [2699]/[3760] Speed: 125.778377 samples/sec accuracy=70.899306 loss=1.127927 lr=0.005669 Epoch[045] Batch [2749]/[3760] Speed: 123.312786 samples/sec accuracy=70.874432 loss=1.129223 lr=0.005667 Epoch[045] Batch [2799]/[3760] Speed: 119.702466 samples/sec accuracy=70.853237 loss=1.129747 lr=0.005665 Epoch[045] Batch [2849]/[3760] Speed: 127.656173 samples/sec accuracy=70.826754 loss=1.130691 lr=0.005663 Epoch[045] Batch [2899]/[3760] Speed: 121.027669 samples/sec accuracy=70.814655 loss=1.131152 lr=0.005661 Epoch[045] Batch [2949]/[3760] Speed: 119.474076 samples/sec accuracy=70.792903 loss=1.131587 lr=0.005659 Epoch[045] Batch [2999]/[3760] Speed: 122.817341 samples/sec accuracy=70.777604 loss=1.131994 lr=0.005657 Epoch[045] Batch [3049]/[3760] Speed: 119.940970 samples/sec accuracy=70.750512 loss=1.132549 lr=0.005655 Epoch[045] Batch [3099]/[3760] Speed: 126.670358 samples/sec accuracy=70.724798 loss=1.133099 lr=0.005653 Epoch[045] Batch [3149]/[3760] Speed: 114.673320 samples/sec accuracy=70.708333 loss=1.133639 lr=0.005651 Epoch[045] Batch [3199]/[3760] Speed: 126.149304 samples/sec accuracy=70.693848 loss=1.134961 lr=0.005649 Epoch[045] Batch [3249]/[3760] Speed: 120.646150 samples/sec accuracy=70.676923 loss=1.135756 lr=0.005647 Epoch[045] Batch [3299]/[3760] Speed: 119.708664 samples/sec accuracy=70.669034 loss=1.136140 lr=0.005644 Epoch[045] Batch [3349]/[3760] Speed: 121.602425 samples/sec accuracy=70.656716 loss=1.136447 lr=0.005642 Epoch[045] Batch [3399]/[3760] Speed: 122.627264 samples/sec accuracy=70.671415 loss=1.136600 lr=0.005640 Epoch[045] Batch [3449]/[3760] Speed: 121.503544 samples/sec accuracy=70.673007 loss=1.136131 lr=0.005638 Epoch[045] Batch [3499]/[3760] Speed: 120.276987 samples/sec accuracy=70.669643 loss=1.136321 lr=0.005636 Epoch[045] Batch [3549]/[3760] Speed: 122.114082 samples/sec accuracy=70.660211 loss=1.136529 lr=0.005634 Epoch[045] Batch [3599]/[3760] Speed: 127.526492 samples/sec accuracy=70.646267 loss=1.137052 lr=0.005632 Epoch[045] Batch [3649]/[3760] Speed: 119.363472 samples/sec accuracy=70.630993 loss=1.137764 lr=0.005630 Epoch[045] Batch [3699]/[3760] Speed: 123.834534 samples/sec accuracy=70.636402 loss=1.137840 lr=0.005628 Epoch[045] Batch [3749]/[3760] Speed: 139.181543 samples/sec accuracy=70.622917 loss=1.138023 lr=0.005626 Batch [0049]/[0303]: acc-top1=60.375000 acc-top5=82.906250 Batch [0099]/[0303]: acc-top1=60.890625 acc-top5=83.234375 Batch [0149]/[0303]: acc-top1=61.229167 acc-top5=83.208333 Batch [0199]/[0303]: acc-top1=60.953125 acc-top5=83.023438 Batch [0249]/[0303]: acc-top1=61.106250 acc-top5=82.862500 Batch [0299]/[0303]: acc-top1=61.067708 acc-top5=82.833333 [Epoch 045] training: accuracy=70.621260 loss=1.138098 [Epoch 045] speed: 121 samples/sec time cost: 2171.189629 [Epoch 045] validation: acc-top1=61.133457 acc-top5=82.833127 loss=2.019766 Epoch[046] Batch [0049]/[3759] Speed: 89.226946 samples/sec accuracy=71.375000 loss=1.098701 lr=0.005623 Epoch[046] Batch [0099]/[3759] Speed: 127.081664 samples/sec accuracy=71.296875 loss=1.103175 lr=0.005621 Epoch[046] Batch [0149]/[3759] Speed: 114.740522 samples/sec accuracy=71.812500 loss=1.084370 lr=0.005619 Epoch[046] Batch [0199]/[3759] Speed: 130.026776 samples/sec accuracy=72.203125 loss=1.069234 lr=0.005617 Epoch[046] Batch [0249]/[3759] Speed: 115.051642 samples/sec accuracy=72.031250 loss=1.075073 lr=0.005615 Epoch[046] Batch [0299]/[3759] Speed: 130.196243 samples/sec accuracy=72.197917 loss=1.070959 lr=0.005613 Epoch[046] Batch [0349]/[3759] Speed: 117.744542 samples/sec accuracy=72.482143 loss=1.061590 lr=0.005611 Epoch[046] Batch [0399]/[3759] Speed: 133.977661 samples/sec accuracy=72.464844 loss=1.064091 lr=0.005609 Epoch[046] Batch [0449]/[3759] Speed: 112.050319 samples/sec accuracy=72.347222 loss=1.070660 lr=0.005607 Epoch[046] Batch [0499]/[3759] Speed: 127.942632 samples/sec accuracy=72.178125 loss=1.075001 lr=0.005605 Epoch[046] Batch [0549]/[3759] Speed: 116.997332 samples/sec accuracy=72.241477 loss=1.072742 lr=0.005603 Epoch[046] Batch [0599]/[3759] Speed: 130.286864 samples/sec accuracy=72.187500 loss=1.073133 lr=0.005601 Epoch[046] Batch [0649]/[3759] Speed: 123.931207 samples/sec accuracy=72.105769 loss=1.074550 lr=0.005598 Epoch[046] Batch [0699]/[3759] Speed: 110.979602 samples/sec accuracy=72.080357 loss=1.075500 lr=0.005596 Epoch[046] Batch [0749]/[3759] Speed: 117.854370 samples/sec accuracy=72.008333 loss=1.078037 lr=0.005594 Epoch[046] Batch [0799]/[3759] Speed: 130.812197 samples/sec accuracy=71.974609 loss=1.078666 lr=0.005592 Epoch[046] Batch [0849]/[3759] Speed: 115.100953 samples/sec accuracy=72.040441 loss=1.077376 lr=0.005590 Epoch[046] Batch [0899]/[3759] Speed: 128.571243 samples/sec accuracy=71.996528 loss=1.080013 lr=0.005588 Epoch[046] Batch [0949]/[3759] Speed: 114.574293 samples/sec accuracy=71.934211 loss=1.081409 lr=0.005586 Epoch[046] Batch [0999]/[3759] Speed: 134.238869 samples/sec accuracy=71.940625 loss=1.083306 lr=0.005584 Epoch[046] Batch [1049]/[3759] Speed: 112.707890 samples/sec accuracy=71.921131 loss=1.084336 lr=0.005582 Epoch[046] Batch [1099]/[3759] Speed: 127.938741 samples/sec accuracy=71.924716 loss=1.085223 lr=0.005580 Epoch[046] Batch [1149]/[3759] Speed: 124.298620 samples/sec accuracy=71.895380 loss=1.087046 lr=0.005578 Epoch[046] Batch [1199]/[3759] Speed: 118.814872 samples/sec accuracy=71.820312 loss=1.088941 lr=0.005576 Epoch[046] Batch [1249]/[3759] Speed: 123.943033 samples/sec accuracy=71.795000 loss=1.089115 lr=0.005574 Epoch[046] Batch [1299]/[3759] Speed: 119.639012 samples/sec accuracy=71.808894 loss=1.089103 lr=0.005571 Epoch[046] Batch [1349]/[3759] Speed: 120.388929 samples/sec accuracy=71.810185 loss=1.089655 lr=0.005569 Epoch[046] Batch [1399]/[3759] Speed: 124.904064 samples/sec accuracy=71.801339 loss=1.090198 lr=0.005567 Epoch[046] Batch [1449]/[3759] Speed: 120.988044 samples/sec accuracy=71.759698 loss=1.091569 lr=0.005565 Epoch[046] Batch [1499]/[3759] Speed: 122.543715 samples/sec accuracy=71.730208 loss=1.093096 lr=0.005563 Epoch[046] Batch [1549]/[3759] Speed: 121.614856 samples/sec accuracy=71.711694 loss=1.094028 lr=0.005561 Epoch[046] Batch [1599]/[3759] Speed: 131.622151 samples/sec accuracy=71.742188 loss=1.093628 lr=0.005559 Epoch[046] Batch [1649]/[3759] Speed: 116.065494 samples/sec accuracy=71.726326 loss=1.094490 lr=0.005557 Epoch[046] Batch [1699]/[3759] Speed: 117.196613 samples/sec accuracy=71.708640 loss=1.095152 lr=0.005555 Epoch[046] Batch [1749]/[3759] Speed: 128.160644 samples/sec accuracy=71.713393 loss=1.095445 lr=0.005553 Epoch[046] Batch [1799]/[3759] Speed: 126.603404 samples/sec accuracy=71.703993 loss=1.096034 lr=0.005551 Epoch[046] Batch [1849]/[3759] Speed: 122.218711 samples/sec accuracy=71.655405 loss=1.097746 lr=0.005549 Epoch[046] Batch [1899]/[3759] Speed: 126.582017 samples/sec accuracy=71.629934 loss=1.097892 lr=0.005547 Epoch[046] Batch [1949]/[3759] Speed: 118.746390 samples/sec accuracy=71.645833 loss=1.097706 lr=0.005544 Epoch[046] Batch [1999]/[3759] Speed: 125.899263 samples/sec accuracy=71.640625 loss=1.097935 lr=0.005542 Epoch[046] Batch [2049]/[3759] Speed: 116.365095 samples/sec accuracy=71.624238 loss=1.098833 lr=0.005540 Epoch[046] Batch [2099]/[3759] Speed: 127.443002 samples/sec accuracy=71.609375 loss=1.099519 lr=0.005538 Epoch[046] Batch [2149]/[3759] Speed: 113.307870 samples/sec accuracy=71.603198 loss=1.099688 lr=0.005536 Epoch[046] Batch [2199]/[3759] Speed: 129.579188 samples/sec accuracy=71.583097 loss=1.100272 lr=0.005534 Epoch[046] Batch [2249]/[3759] Speed: 119.968792 samples/sec accuracy=71.560417 loss=1.100336 lr=0.005532 Epoch[046] Batch [2299]/[3759] Speed: 129.389965 samples/sec accuracy=71.547554 loss=1.100550 lr=0.005530 Epoch[046] Batch [2349]/[3759] Speed: 111.274775 samples/sec accuracy=71.532580 loss=1.101977 lr=0.005528 Epoch[046] Batch [2399]/[3759] Speed: 130.788799 samples/sec accuracy=71.491536 loss=1.103569 lr=0.005526 Epoch[046] Batch [2449]/[3759] Speed: 115.699415 samples/sec accuracy=71.470663 loss=1.103928 lr=0.005524 Epoch[046] Batch [2499]/[3759] Speed: 133.241228 samples/sec accuracy=71.452500 loss=1.105016 lr=0.005522 Epoch[046] Batch [2549]/[3759] Speed: 109.079862 samples/sec accuracy=71.435662 loss=1.105524 lr=0.005520 Epoch[046] Batch [2599]/[3759] Speed: 133.120372 samples/sec accuracy=71.391827 loss=1.106735 lr=0.005517 Epoch[046] Batch [2649]/[3759] Speed: 112.808519 samples/sec accuracy=71.359670 loss=1.107363 lr=0.005515 Epoch[046] Batch [2699]/[3759] Speed: 135.364385 samples/sec accuracy=71.369792 loss=1.107548 lr=0.005513 Epoch[046] Batch [2749]/[3759] Speed: 114.288236 samples/sec accuracy=71.357955 loss=1.108043 lr=0.005511 Epoch[046] Batch [2799]/[3759] Speed: 127.029067 samples/sec accuracy=71.363839 loss=1.107863 lr=0.005509 Epoch[046] Batch [2849]/[3759] Speed: 122.551796 samples/sec accuracy=71.337171 loss=1.109136 lr=0.005507 Epoch[046] Batch [2899]/[3759] Speed: 116.248716 samples/sec accuracy=71.316272 loss=1.110075 lr=0.005505 Epoch[046] Batch [2949]/[3759] Speed: 127.908878 samples/sec accuracy=71.288136 loss=1.111543 lr=0.005503 Epoch[046] Batch [2999]/[3759] Speed: 118.554046 samples/sec accuracy=71.291667 loss=1.111675 lr=0.005501 Epoch[046] Batch [3049]/[3759] Speed: 128.725335 samples/sec accuracy=71.280738 loss=1.113038 lr=0.005499 Epoch[046] Batch [3099]/[3759] Speed: 112.514664 samples/sec accuracy=71.257056 loss=1.113360 lr=0.005497 Epoch[046] Batch [3149]/[3759] Speed: 128.718429 samples/sec accuracy=71.245536 loss=1.113949 lr=0.005495 Epoch[046] Batch [3199]/[3759] Speed: 118.318982 samples/sec accuracy=71.235352 loss=1.114643 lr=0.005493 Epoch[046] Batch [3249]/[3759] Speed: 127.880184 samples/sec accuracy=71.233654 loss=1.114201 lr=0.005490 Epoch[046] Batch [3299]/[3759] Speed: 119.091329 samples/sec accuracy=71.223958 loss=1.114618 lr=0.005488 Epoch[046] Batch [3349]/[3759] Speed: 122.477144 samples/sec accuracy=71.222481 loss=1.114710 lr=0.005486 Epoch[046] Batch [3399]/[3759] Speed: 125.249449 samples/sec accuracy=71.223346 loss=1.114925 lr=0.005484 Epoch[046] Batch [3449]/[3759] Speed: 121.081936 samples/sec accuracy=71.228261 loss=1.115502 lr=0.005482 Epoch[046] Batch [3499]/[3759] Speed: 124.885252 samples/sec accuracy=71.216071 loss=1.116011 lr=0.005480 Epoch[046] Batch [3549]/[3759] Speed: 121.909446 samples/sec accuracy=71.191901 loss=1.117033 lr=0.005478 Epoch[046] Batch [3599]/[3759] Speed: 117.693308 samples/sec accuracy=71.173611 loss=1.117754 lr=0.005476 Epoch[046] Batch [3649]/[3759] Speed: 129.098638 samples/sec accuracy=71.162671 loss=1.118203 lr=0.005474 Epoch[046] Batch [3699]/[3759] Speed: 116.699131 samples/sec accuracy=71.155405 loss=1.118594 lr=0.005472 Epoch[046] Batch [3749]/[3759] Speed: 145.869515 samples/sec accuracy=71.136250 loss=1.119097 lr=0.005470 Batch [0049]/[0303]: acc-top1=60.375000 acc-top5=82.875000 Batch [0099]/[0303]: acc-top1=60.906250 acc-top5=83.562500 Batch [0149]/[0303]: acc-top1=61.270833 acc-top5=83.427083 Batch [0199]/[0303]: acc-top1=61.156250 acc-top5=83.203125 Batch [0249]/[0303]: acc-top1=61.137500 acc-top5=83.043750 Batch [0299]/[0303]: acc-top1=61.270833 acc-top5=83.093750 [Epoch 046] training: accuracy=71.136356 loss=1.119099 [Epoch 046] speed: 121 samples/sec time cost: 2165.987396 [Epoch 046] validation: acc-top1=61.277847 acc-top5=83.147690 loss=2.012545 Epoch[047] Batch [0049]/[3760] Speed: 89.886527 samples/sec accuracy=72.031250 loss=1.064856 lr=0.005467 Epoch[047] Batch [0099]/[3760] Speed: 120.717040 samples/sec accuracy=72.593750 loss=1.056234 lr=0.005465 Epoch[047] Batch [0149]/[3760] Speed: 122.586825 samples/sec accuracy=72.750000 loss=1.051098 lr=0.005463 Epoch[047] Batch [0199]/[3760] Speed: 122.989802 samples/sec accuracy=72.843750 loss=1.054630 lr=0.005461 Epoch[047] Batch [0249]/[3760] Speed: 121.548320 samples/sec accuracy=72.481250 loss=1.066907 lr=0.005459 Epoch[047] Batch [0299]/[3760] Speed: 123.618561 samples/sec accuracy=72.307292 loss=1.066934 lr=0.005457 Epoch[047] Batch [0349]/[3760] Speed: 120.069503 samples/sec accuracy=72.044643 loss=1.073294 lr=0.005455 Epoch[047] Batch [0399]/[3760] Speed: 123.321897 samples/sec accuracy=71.816406 loss=1.080074 lr=0.005453 Epoch[047] Batch [0449]/[3760] Speed: 121.194043 samples/sec accuracy=71.927083 loss=1.076832 lr=0.005451 Epoch[047] Batch [0499]/[3760] Speed: 118.951002 samples/sec accuracy=72.003125 loss=1.077037 lr=0.005448 Epoch[047] Batch [0549]/[3760] Speed: 124.333991 samples/sec accuracy=71.900568 loss=1.084290 lr=0.005446 Epoch[047] Batch [0599]/[3760] Speed: 117.880300 samples/sec accuracy=71.895833 loss=1.083814 lr=0.005444 Epoch[047] Batch [0649]/[3760] Speed: 130.687644 samples/sec accuracy=71.918269 loss=1.085645 lr=0.005442 Epoch[047] Batch [0699]/[3760] Speed: 112.418892 samples/sec accuracy=71.993304 loss=1.083106 lr=0.005440 Epoch[047] Batch [0749]/[3760] Speed: 137.173501 samples/sec accuracy=71.993750 loss=1.082779 lr=0.005438 Epoch[047] Batch [0799]/[3760] Speed: 108.785522 samples/sec accuracy=71.937500 loss=1.085609 lr=0.005436 Epoch[047] Batch [0849]/[3760] Speed: 134.048482 samples/sec accuracy=71.931985 loss=1.085412 lr=0.005434 Epoch[047] Batch [0899]/[3760] Speed: 117.308097 samples/sec accuracy=71.914931 loss=1.084432 lr=0.005432 Epoch[047] Batch [0949]/[3760] Speed: 124.012868 samples/sec accuracy=71.965461 loss=1.083677 lr=0.005430 Epoch[047] Batch [0999]/[3760] Speed: 119.400749 samples/sec accuracy=72.012500 loss=1.081882 lr=0.005428 Epoch[047] Batch [1049]/[3760] Speed: 120.045591 samples/sec accuracy=72.044643 loss=1.081303 lr=0.005426 Epoch[047] Batch [1099]/[3760] Speed: 125.015373 samples/sec accuracy=71.981534 loss=1.083527 lr=0.005423 Epoch[047] Batch [1149]/[3760] Speed: 124.178052 samples/sec accuracy=71.959239 loss=1.084839 lr=0.005421 Epoch[047] Batch [1199]/[3760] Speed: 117.018304 samples/sec accuracy=71.971354 loss=1.085049 lr=0.005419 Epoch[047] Batch [1249]/[3760] Speed: 128.336234 samples/sec accuracy=71.987500 loss=1.084937 lr=0.005417 Epoch[047] Batch [1299]/[3760] Speed: 121.412544 samples/sec accuracy=71.985577 loss=1.084491 lr=0.005415 Epoch[047] Batch [1349]/[3760] Speed: 120.420639 samples/sec accuracy=71.966435 loss=1.084280 lr=0.005413 Epoch[047] Batch [1399]/[3760] Speed: 124.331061 samples/sec accuracy=71.964286 loss=1.084252 lr=0.005411 Epoch[047] Batch [1449]/[3760] Speed: 118.621618 samples/sec accuracy=71.921336 loss=1.086632 lr=0.005409 Epoch[047] Batch [1499]/[3760] Speed: 122.074043 samples/sec accuracy=71.898958 loss=1.087138 lr=0.005407 Epoch[047] Batch [1549]/[3760] Speed: 118.715867 samples/sec accuracy=71.900202 loss=1.087776 lr=0.005405 Epoch[047] Batch [1599]/[3760] Speed: 125.703709 samples/sec accuracy=71.884766 loss=1.088220 lr=0.005403 Epoch[047] Batch [1649]/[3760] Speed: 119.242505 samples/sec accuracy=71.885417 loss=1.088048 lr=0.005401 Epoch[047] Batch [1699]/[3760] Speed: 123.102859 samples/sec accuracy=71.880515 loss=1.088080 lr=0.005399 Epoch[047] Batch [1749]/[3760] Speed: 123.127725 samples/sec accuracy=71.869643 loss=1.088051 lr=0.005396 Epoch[047] Batch [1799]/[3760] Speed: 121.889661 samples/sec accuracy=71.868924 loss=1.087902 lr=0.005394 Epoch[047] Batch [1849]/[3760] Speed: 122.684909 samples/sec accuracy=71.848818 loss=1.087918 lr=0.005392 Epoch[047] Batch [1899]/[3760] Speed: 120.470091 samples/sec accuracy=71.830592 loss=1.088738 lr=0.005390 Epoch[047] Batch [1949]/[3760] Speed: 124.858430 samples/sec accuracy=71.850962 loss=1.088552 lr=0.005388 Epoch[047] Batch [1999]/[3760] Speed: 114.076547 samples/sec accuracy=71.850781 loss=1.088738 lr=0.005386 Epoch[047] Batch [2049]/[3760] Speed: 130.235582 samples/sec accuracy=71.819360 loss=1.089897 lr=0.005384 Epoch[047] Batch [2099]/[3760] Speed: 117.064369 samples/sec accuracy=71.791667 loss=1.090845 lr=0.005382 Epoch[047] Batch [2149]/[3760] Speed: 128.711534 samples/sec accuracy=71.786337 loss=1.091336 lr=0.005380 Epoch[047] Batch [2199]/[3760] Speed: 113.658329 samples/sec accuracy=71.767045 loss=1.092410 lr=0.005378 Epoch[047] Batch [2249]/[3760] Speed: 134.106542 samples/sec accuracy=71.772222 loss=1.092295 lr=0.005376 Epoch[047] Batch [2299]/[3760] Speed: 110.690145 samples/sec accuracy=71.770380 loss=1.092339 lr=0.005374 Epoch[047] Batch [2349]/[3760] Speed: 130.439052 samples/sec accuracy=71.766622 loss=1.092706 lr=0.005371 Epoch[047] Batch [2399]/[3760] Speed: 126.930755 samples/sec accuracy=71.766276 loss=1.092944 lr=0.005369 Epoch[047] Batch [2449]/[3760] Speed: 114.944851 samples/sec accuracy=71.737883 loss=1.094053 lr=0.005367 Epoch[047] Batch [2499]/[3760] Speed: 125.693463 samples/sec accuracy=71.758125 loss=1.093442 lr=0.005365 Epoch[047] Batch [2549]/[3760] Speed: 122.756510 samples/sec accuracy=71.783088 loss=1.092959 lr=0.005363 Epoch[047] Batch [2599]/[3760] Speed: 125.425498 samples/sec accuracy=71.765625 loss=1.094035 lr=0.005361 Epoch[047] Batch [2649]/[3760] Speed: 120.768677 samples/sec accuracy=71.719340 loss=1.095099 lr=0.005359 Epoch[047] Batch [2699]/[3760] Speed: 123.283153 samples/sec accuracy=71.726852 loss=1.094496 lr=0.005357 Epoch[047] Batch [2749]/[3760] Speed: 124.790245 samples/sec accuracy=71.744886 loss=1.094003 lr=0.005355 Epoch[047] Batch [2799]/[3760] Speed: 125.624005 samples/sec accuracy=71.723772 loss=1.094821 lr=0.005353 Epoch[047] Batch [2849]/[3760] Speed: 120.661623 samples/sec accuracy=71.713816 loss=1.094920 lr=0.005351 Epoch[047] Batch [2899]/[3760] Speed: 120.178056 samples/sec accuracy=71.714440 loss=1.095004 lr=0.005348 Epoch[047] Batch [2949]/[3760] Speed: 123.569541 samples/sec accuracy=71.704449 loss=1.096173 lr=0.005346 Epoch[047] Batch [2999]/[3760] Speed: 123.550115 samples/sec accuracy=71.711458 loss=1.095981 lr=0.005344 Epoch[047] Batch [3049]/[3760] Speed: 115.906044 samples/sec accuracy=71.697234 loss=1.096876 lr=0.005342 Epoch[047] Batch [3099]/[3760] Speed: 129.790612 samples/sec accuracy=71.668851 loss=1.097709 lr=0.005340 Epoch[047] Batch [3149]/[3760] Speed: 116.012960 samples/sec accuracy=71.643849 loss=1.098826 lr=0.005338 Epoch[047] Batch [3199]/[3760] Speed: 120.304580 samples/sec accuracy=71.642578 loss=1.098820 lr=0.005336 Epoch[047] Batch [3249]/[3760] Speed: 127.307997 samples/sec accuracy=71.644712 loss=1.098874 lr=0.005334 Epoch[047] Batch [3299]/[3760] Speed: 121.609216 samples/sec accuracy=71.633996 loss=1.099429 lr=0.005332 Epoch[047] Batch [3349]/[3760] Speed: 119.825527 samples/sec accuracy=71.613340 loss=1.099913 lr=0.005330 Epoch[047] Batch [3399]/[3760] Speed: 125.338695 samples/sec accuracy=71.602482 loss=1.100539 lr=0.005328 Epoch[047] Batch [3449]/[3760] Speed: 119.993579 samples/sec accuracy=71.585145 loss=1.101067 lr=0.005326 Epoch[047] Batch [3499]/[3760] Speed: 122.127682 samples/sec accuracy=71.569196 loss=1.101484 lr=0.005323 Epoch[047] Batch [3549]/[3760] Speed: 120.665703 samples/sec accuracy=71.558979 loss=1.102016 lr=0.005321 Epoch[047] Batch [3599]/[3760] Speed: 118.173301 samples/sec accuracy=71.536458 loss=1.102527 lr=0.005319 Epoch[047] Batch [3649]/[3760] Speed: 124.285101 samples/sec accuracy=71.517979 loss=1.103293 lr=0.005317 Epoch[047] Batch [3699]/[3760] Speed: 121.630564 samples/sec accuracy=71.492821 loss=1.104107 lr=0.005315 Epoch[047] Batch [3749]/[3760] Speed: 141.913237 samples/sec accuracy=71.488333 loss=1.104363 lr=0.005313 Batch [0049]/[0303]: acc-top1=60.625000 acc-top5=84.000000 Batch [0099]/[0303]: acc-top1=61.234375 acc-top5=83.734375 Batch [0149]/[0303]: acc-top1=61.343750 acc-top5=83.666667 Batch [0199]/[0303]: acc-top1=60.953125 acc-top5=83.437500 Batch [0249]/[0303]: acc-top1=60.993750 acc-top5=83.243750 Batch [0299]/[0303]: acc-top1=61.135417 acc-top5=83.250000 [Epoch 047] training: accuracy=71.487284 loss=1.104373 [Epoch 047] speed: 121 samples/sec time cost: 2168.576296 [Epoch 047] validation: acc-top1=61.185025 acc-top5=83.281766 loss=1.968523 Epoch[048] Batch [0049]/[3760] Speed: 88.853298 samples/sec accuracy=73.656250 loss=1.011878 lr=0.005311 Epoch[048] Batch [0099]/[3760] Speed: 121.944507 samples/sec accuracy=73.140625 loss=1.043374 lr=0.005308 Epoch[048] Batch [0149]/[3760] Speed: 115.737128 samples/sec accuracy=72.718750 loss=1.064446 lr=0.005306 Epoch[048] Batch [0199]/[3760] Speed: 133.593104 samples/sec accuracy=72.929688 loss=1.051081 lr=0.005304 Epoch[048] Batch [0249]/[3760] Speed: 116.474010 samples/sec accuracy=72.775000 loss=1.050017 lr=0.005302 Epoch[048] Batch [0299]/[3760] Speed: 126.776880 samples/sec accuracy=72.822917 loss=1.048153 lr=0.005300 Epoch[048] Batch [0349]/[3760] Speed: 115.190327 samples/sec accuracy=72.799107 loss=1.049679 lr=0.005298 Epoch[048] Batch [0399]/[3760] Speed: 124.859151 samples/sec accuracy=72.761719 loss=1.048227 lr=0.005296 Epoch[048] Batch [0449]/[3760] Speed: 122.438297 samples/sec accuracy=72.746528 loss=1.049945 lr=0.005294 Epoch[048] Batch [0499]/[3760] Speed: 122.118821 samples/sec accuracy=72.634375 loss=1.054394 lr=0.005292 Epoch[048] Batch [0549]/[3760] Speed: 120.121110 samples/sec accuracy=72.508523 loss=1.058697 lr=0.005290 Epoch[048] Batch [0599]/[3760] Speed: 122.447868 samples/sec accuracy=72.643229 loss=1.054534 lr=0.005288 Epoch[048] Batch [0649]/[3760] Speed: 120.595052 samples/sec accuracy=72.661058 loss=1.053750 lr=0.005286 Epoch[048] Batch [0699]/[3760] Speed: 124.765080 samples/sec accuracy=72.720982 loss=1.053422 lr=0.005283 Epoch[048] Batch [0749]/[3760] Speed: 119.774294 samples/sec accuracy=72.647917 loss=1.056538 lr=0.005281 Epoch[048] Batch [0799]/[3760] Speed: 121.874474 samples/sec accuracy=72.654297 loss=1.057654 lr=0.005279 Epoch[048] Batch [0849]/[3760] Speed: 115.890618 samples/sec accuracy=72.613971 loss=1.058145 lr=0.005277 Epoch[048] Batch [0899]/[3760] Speed: 125.161481 samples/sec accuracy=72.605903 loss=1.058497 lr=0.005275 Epoch[048] Batch [0949]/[3760] Speed: 125.279861 samples/sec accuracy=72.648026 loss=1.057092 lr=0.005273 Epoch[048] Batch [0999]/[3760] Speed: 125.539781 samples/sec accuracy=72.634375 loss=1.057189 lr=0.005271 Epoch[048] Batch [1049]/[3760] Speed: 120.602672 samples/sec accuracy=72.599702 loss=1.057925 lr=0.005269 Epoch[048] Batch [1099]/[3760] Speed: 121.802766 samples/sec accuracy=72.578125 loss=1.058350 lr=0.005267 Epoch[048] Batch [1149]/[3760] Speed: 118.332121 samples/sec accuracy=72.500000 loss=1.060574 lr=0.005265 Epoch[048] Batch [1199]/[3760] Speed: 129.369581 samples/sec accuracy=72.475260 loss=1.062401 lr=0.005263 Epoch[048] Batch [1249]/[3760] Speed: 114.555834 samples/sec accuracy=72.493750 loss=1.062360 lr=0.005260 Epoch[048] Batch [1299]/[3760] Speed: 121.690305 samples/sec accuracy=72.531250 loss=1.061366 lr=0.005258 Epoch[048] Batch [1349]/[3760] Speed: 122.451723 samples/sec accuracy=72.500000 loss=1.061687 lr=0.005256 Epoch[048] Batch [1399]/[3760] Speed: 125.012197 samples/sec accuracy=72.458705 loss=1.062896 lr=0.005254 Epoch[048] Batch [1449]/[3760] Speed: 119.078523 samples/sec accuracy=72.488147 loss=1.062623 lr=0.005252 Epoch[048] Batch [1499]/[3760] Speed: 120.560619 samples/sec accuracy=72.477083 loss=1.063346 lr=0.005250 Epoch[048] Batch [1549]/[3760] Speed: 126.339499 samples/sec accuracy=72.490927 loss=1.063224 lr=0.005248 Epoch[048] Batch [1599]/[3760] Speed: 121.733383 samples/sec accuracy=72.457031 loss=1.064138 lr=0.005246 Epoch[048] Batch [1649]/[3760] Speed: 120.869752 samples/sec accuracy=72.455492 loss=1.065024 lr=0.005244 Epoch[048] Batch [1699]/[3760] Speed: 121.161017 samples/sec accuracy=72.474265 loss=1.064801 lr=0.005242 Epoch[048] Batch [1749]/[3760] Speed: 123.705337 samples/sec accuracy=72.474107 loss=1.065655 lr=0.005240 Epoch[048] Batch [1799]/[3760] Speed: 121.770409 samples/sec accuracy=72.453993 loss=1.066671 lr=0.005238 Epoch[048] Batch [1849]/[3760] Speed: 123.194328 samples/sec accuracy=72.476351 loss=1.066053 lr=0.005235 Epoch[048] Batch [1899]/[3760] Speed: 121.399358 samples/sec accuracy=72.436678 loss=1.067297 lr=0.005233 Epoch[048] Batch [1949]/[3760] Speed: 124.409052 samples/sec accuracy=72.413462 loss=1.068439 lr=0.005231 Epoch[048] Batch [1999]/[3760] Speed: 120.655412 samples/sec accuracy=72.422656 loss=1.068528 lr=0.005229 Epoch[048] Batch [2049]/[3760] Speed: 116.937415 samples/sec accuracy=72.423018 loss=1.068268 lr=0.005227 Epoch[048] Batch [2099]/[3760] Speed: 123.880946 samples/sec accuracy=72.417411 loss=1.069209 lr=0.005225 Epoch[048] Batch [2149]/[3760] Speed: 128.505535 samples/sec accuracy=72.388808 loss=1.070782 lr=0.005223 Epoch[048] Batch [2199]/[3760] Speed: 112.974066 samples/sec accuracy=72.359375 loss=1.071695 lr=0.005221 Epoch[048] Batch [2249]/[3760] Speed: 129.736017 samples/sec accuracy=72.356944 loss=1.072299 lr=0.005219 Epoch[048] Batch [2299]/[3760] Speed: 120.808858 samples/sec accuracy=72.293478 loss=1.074478 lr=0.005217 Epoch[048] Batch [2349]/[3760] Speed: 119.612564 samples/sec accuracy=72.284574 loss=1.074926 lr=0.005215 Epoch[048] Batch [2399]/[3760] Speed: 126.650984 samples/sec accuracy=72.251953 loss=1.076353 lr=0.005212 Epoch[048] Batch [2449]/[3760] Speed: 119.602872 samples/sec accuracy=72.255740 loss=1.076415 lr=0.005210 Epoch[048] Batch [2499]/[3760] Speed: 121.527084 samples/sec accuracy=72.235625 loss=1.077002 lr=0.005208 Epoch[048] Batch [2549]/[3760] Speed: 120.472436 samples/sec accuracy=72.224877 loss=1.077376 lr=0.005206 Epoch[048] Batch [2599]/[3760] Speed: 122.474574 samples/sec accuracy=72.225962 loss=1.077941 lr=0.005204 Epoch[048] Batch [2649]/[3760] Speed: 128.241828 samples/sec accuracy=72.210495 loss=1.078170 lr=0.005202 Epoch[048] Batch [2699]/[3760] Speed: 119.168711 samples/sec accuracy=72.209491 loss=1.078554 lr=0.005200 Epoch[048] Batch [2749]/[3760] Speed: 120.348588 samples/sec accuracy=72.198295 loss=1.079115 lr=0.005198 Epoch[048] Batch [2799]/[3760] Speed: 123.802488 samples/sec accuracy=72.172991 loss=1.079930 lr=0.005196 Epoch[048] Batch [2849]/[3760] Speed: 120.305654 samples/sec accuracy=72.157895 loss=1.080517 lr=0.005194 Epoch[048] Batch [2899]/[3760] Speed: 121.373643 samples/sec accuracy=72.125539 loss=1.081670 lr=0.005192 Epoch[048] Batch [2949]/[3760] Speed: 121.049621 samples/sec accuracy=72.101165 loss=1.082650 lr=0.005190 Epoch[048] Batch [2999]/[3760] Speed: 119.978633 samples/sec accuracy=72.088542 loss=1.083369 lr=0.005187 Epoch[048] Batch [3049]/[3760] Speed: 124.125257 samples/sec accuracy=72.072746 loss=1.083711 lr=0.005185 Epoch[048] Batch [3099]/[3760] Speed: 116.478439 samples/sec accuracy=72.044859 loss=1.084634 lr=0.005183 Epoch[048] Batch [3149]/[3760] Speed: 128.301184 samples/sec accuracy=72.019841 loss=1.086330 lr=0.005181 Epoch[048] Batch [3199]/[3760] Speed: 115.602120 samples/sec accuracy=72.013184 loss=1.086719 lr=0.005179 Epoch[048] Batch [3249]/[3760] Speed: 130.574971 samples/sec accuracy=72.006731 loss=1.086470 lr=0.005177 Epoch[048] Batch [3299]/[3760] Speed: 121.485173 samples/sec accuracy=71.998106 loss=1.086775 lr=0.005175 Epoch[048] Batch [3349]/[3760] Speed: 120.598449 samples/sec accuracy=71.984142 loss=1.087448 lr=0.005173 Epoch[048] Batch [3399]/[3760] Speed: 126.734761 samples/sec accuracy=71.972426 loss=1.088073 lr=0.005171 Epoch[048] Batch [3449]/[3760] Speed: 115.171483 samples/sec accuracy=71.971467 loss=1.088273 lr=0.005169 Epoch[048] Batch [3499]/[3760] Speed: 123.878890 samples/sec accuracy=71.966518 loss=1.087909 lr=0.005167 Epoch[048] Batch [3549]/[3760] Speed: 120.216055 samples/sec accuracy=71.961268 loss=1.088030 lr=0.005164 Epoch[048] Batch [3599]/[3760] Speed: 128.872733 samples/sec accuracy=71.967448 loss=1.087628 lr=0.005162 Epoch[048] Batch [3649]/[3760] Speed: 114.611318 samples/sec accuracy=71.960616 loss=1.088188 lr=0.005160 Epoch[048] Batch [3699]/[3760] Speed: 128.667508 samples/sec accuracy=71.937500 loss=1.088984 lr=0.005158 Epoch[048] Batch [3749]/[3760] Speed: 132.919749 samples/sec accuracy=71.942500 loss=1.089006 lr=0.005156 Batch [0049]/[0303]: acc-top1=60.781250 acc-top5=83.000000 Batch [0099]/[0303]: acc-top1=61.562500 acc-top5=83.546875 Batch [0149]/[0303]: acc-top1=61.479167 acc-top5=83.645833 Batch [0199]/[0303]: acc-top1=61.328125 acc-top5=83.414062 Batch [0249]/[0303]: acc-top1=61.381250 acc-top5=83.250000 Batch [0299]/[0303]: acc-top1=61.453125 acc-top5=83.239583 [Epoch 048] training: accuracy=71.944398 loss=1.088871 [Epoch 048] speed: 121 samples/sec time cost: 2172.604905 [Epoch 048] validation: acc-top1=61.468647 acc-top5=83.292079 loss=2.008446 Epoch[049] Batch [0049]/[3759] Speed: 90.340142 samples/sec accuracy=72.687500 loss=1.065808 lr=0.005154 Epoch[049] Batch [0099]/[3759] Speed: 119.989190 samples/sec accuracy=73.156250 loss=1.035325 lr=0.005152 Epoch[049] Batch [0149]/[3759] Speed: 124.448528 samples/sec accuracy=73.437500 loss=1.025913 lr=0.005149 Epoch[049] Batch [0199]/[3759] Speed: 116.628001 samples/sec accuracy=73.382812 loss=1.025151 lr=0.005147 Epoch[049] Batch [0249]/[3759] Speed: 131.822448 samples/sec accuracy=73.375000 loss=1.029321 lr=0.005145 Epoch[049] Batch [0299]/[3759] Speed: 118.748402 samples/sec accuracy=73.213542 loss=1.033995 lr=0.005143 Epoch[049] Batch [0349]/[3759] Speed: 122.959655 samples/sec accuracy=73.205357 loss=1.033288 lr=0.005141 Epoch[049] Batch [0399]/[3759] Speed: 128.012269 samples/sec accuracy=73.136719 loss=1.036893 lr=0.005139 Epoch[049] Batch [0449]/[3759] Speed: 118.107702 samples/sec accuracy=73.076389 loss=1.037611 lr=0.005137 Epoch[049] Batch [0499]/[3759] Speed: 125.147224 samples/sec accuracy=73.115625 loss=1.035331 lr=0.005135 Epoch[049] Batch [0549]/[3759] Speed: 121.166956 samples/sec accuracy=73.051136 loss=1.034869 lr=0.005133 Epoch[049] Batch [0599]/[3759] Speed: 118.960056 samples/sec accuracy=73.010417 loss=1.035744 lr=0.005131 Epoch[049] Batch [0649]/[3759] Speed: 122.773786 samples/sec accuracy=73.007212 loss=1.034997 lr=0.005129 Epoch[049] Batch [0699]/[3759] Speed: 119.116159 samples/sec accuracy=72.957589 loss=1.035557 lr=0.005126 Epoch[049] Batch [0749]/[3759] Speed: 126.674888 samples/sec accuracy=72.995833 loss=1.033728 lr=0.005124 Epoch[049] Batch [0799]/[3759] Speed: 119.167808 samples/sec accuracy=73.003906 loss=1.033628 lr=0.005122 Epoch[049] Batch [0849]/[3759] Speed: 123.351340 samples/sec accuracy=72.981618 loss=1.034019 lr=0.005120 Epoch[049] Batch [0899]/[3759] Speed: 124.333943 samples/sec accuracy=72.973958 loss=1.034692 lr=0.005118 Epoch[049] Batch [0949]/[3759] Speed: 117.673528 samples/sec accuracy=72.927632 loss=1.036657 lr=0.005116 Epoch[049] Batch [0999]/[3759] Speed: 132.759521 samples/sec accuracy=72.921875 loss=1.036948 lr=0.005114 Epoch[049] Batch [1049]/[3759] Speed: 112.815007 samples/sec accuracy=72.901786 loss=1.037646 lr=0.005112 Epoch[049] Batch [1099]/[3759] Speed: 134.005999 samples/sec accuracy=72.838068 loss=1.039931 lr=0.005110 Epoch[049] Batch [1149]/[3759] Speed: 112.417494 samples/sec accuracy=72.816576 loss=1.041239 lr=0.005108 Epoch[049] Batch [1199]/[3759] Speed: 122.996737 samples/sec accuracy=72.761719 loss=1.043051 lr=0.005106 Epoch[049] Batch [1249]/[3759] Speed: 126.698785 samples/sec accuracy=72.750000 loss=1.044409 lr=0.005103 Epoch[049] Batch [1299]/[3759] Speed: 119.966011 samples/sec accuracy=72.768029 loss=1.043784 lr=0.005101 Epoch[049] Batch [1349]/[3759] Speed: 116.366561 samples/sec accuracy=72.756944 loss=1.044753 lr=0.005099 Epoch[049] Batch [1399]/[3759] Speed: 127.043999 samples/sec accuracy=72.732143 loss=1.045569 lr=0.005097 Epoch[049] Batch [1449]/[3759] Speed: 125.405474 samples/sec accuracy=72.754310 loss=1.045998 lr=0.005095 Epoch[049] Batch [1499]/[3759] Speed: 117.846606 samples/sec accuracy=72.754167 loss=1.045659 lr=0.005093 Epoch[049] Batch [1549]/[3759] Speed: 127.042468 samples/sec accuracy=72.681452 loss=1.048449 lr=0.005091 Epoch[049] Batch [1599]/[3759] Speed: 125.316277 samples/sec accuracy=72.668945 loss=1.049976 lr=0.005089 Epoch[049] Batch [1649]/[3759] Speed: 114.288844 samples/sec accuracy=72.625000 loss=1.051654 lr=0.005087 Epoch[049] Batch [1699]/[3759] Speed: 117.523883 samples/sec accuracy=72.632353 loss=1.051664 lr=0.005085 Epoch[049] Batch [1749]/[3759] Speed: 129.619951 samples/sec accuracy=72.622321 loss=1.053116 lr=0.005083 Epoch[049] Batch [1799]/[3759] Speed: 118.220184 samples/sec accuracy=72.591146 loss=1.055149 lr=0.005081 Epoch[049] Batch [1849]/[3759] Speed: 128.700685 samples/sec accuracy=72.553209 loss=1.055737 lr=0.005078 Epoch[049] Batch [1899]/[3759] Speed: 114.115590 samples/sec accuracy=72.555921 loss=1.056013 lr=0.005076 Epoch[049] Batch [1949]/[3759] Speed: 131.047045 samples/sec accuracy=72.552885 loss=1.056454 lr=0.005074 Epoch[049] Batch [1999]/[3759] Speed: 122.045687 samples/sec accuracy=72.531250 loss=1.058348 lr=0.005072 Epoch[049] Batch [2049]/[3759] Speed: 121.731927 samples/sec accuracy=72.536585 loss=1.058561 lr=0.005070 Epoch[049] Batch [2099]/[3759] Speed: 126.865491 samples/sec accuracy=72.526042 loss=1.059417 lr=0.005068 Epoch[049] Batch [2149]/[3759] Speed: 118.210520 samples/sec accuracy=72.518169 loss=1.059630 lr=0.005066 Epoch[049] Batch [2199]/[3759] Speed: 125.841243 samples/sec accuracy=72.522017 loss=1.059034 lr=0.005064 Epoch[049] Batch [2249]/[3759] Speed: 118.381080 samples/sec accuracy=72.542361 loss=1.058159 lr=0.005062 Epoch[049] Batch [2299]/[3759] Speed: 123.180995 samples/sec accuracy=72.527853 loss=1.058695 lr=0.005060 Epoch[049] Batch [2349]/[3759] Speed: 121.317391 samples/sec accuracy=72.523271 loss=1.058721 lr=0.005058 Epoch[049] Batch [2399]/[3759] Speed: 123.473470 samples/sec accuracy=72.514974 loss=1.059335 lr=0.005055 Epoch[049] Batch [2449]/[3759] Speed: 124.371068 samples/sec accuracy=72.511480 loss=1.059385 lr=0.005053 Epoch[049] Batch [2499]/[3759] Speed: 123.579198 samples/sec accuracy=72.529375 loss=1.058904 lr=0.005051 Epoch[049] Batch [2549]/[3759] Speed: 121.166293 samples/sec accuracy=72.490196 loss=1.060291 lr=0.005049 Epoch[049] Batch [2599]/[3759] Speed: 122.848891 samples/sec accuracy=72.490385 loss=1.060389 lr=0.005047 Epoch[049] Batch [2649]/[3759] Speed: 113.621830 samples/sec accuracy=72.495873 loss=1.060196 lr=0.005045 Epoch[049] Batch [2699]/[3759] Speed: 124.304764 samples/sec accuracy=72.460648 loss=1.061472 lr=0.005043 Epoch[049] Batch [2749]/[3759] Speed: 118.795131 samples/sec accuracy=72.463068 loss=1.061513 lr=0.005041 Epoch[049] Batch [2799]/[3759] Speed: 126.192316 samples/sec accuracy=72.458705 loss=1.061583 lr=0.005039 Epoch[049] Batch [2849]/[3759] Speed: 121.215510 samples/sec accuracy=72.456140 loss=1.061978 lr=0.005037 Epoch[049] Batch [2899]/[3759] Speed: 123.924211 samples/sec accuracy=72.446659 loss=1.062197 lr=0.005035 Epoch[049] Batch [2949]/[3759] Speed: 116.644001 samples/sec accuracy=72.426377 loss=1.063357 lr=0.005032 Epoch[049] Batch [2999]/[3759] Speed: 129.114414 samples/sec accuracy=72.421875 loss=1.063752 lr=0.005030 Epoch[049] Batch [3049]/[3759] Speed: 111.992132 samples/sec accuracy=72.426230 loss=1.063681 lr=0.005028 Epoch[049] Batch [3099]/[3759] Speed: 137.991651 samples/sec accuracy=72.399698 loss=1.064703 lr=0.005026 Epoch[049] Batch [3149]/[3759] Speed: 113.288304 samples/sec accuracy=72.394841 loss=1.065148 lr=0.005024 Epoch[049] Batch [3199]/[3759] Speed: 129.001570 samples/sec accuracy=72.383789 loss=1.065531 lr=0.005022 Epoch[049] Batch [3249]/[3759] Speed: 113.921806 samples/sec accuracy=72.350000 loss=1.067043 lr=0.005020 Epoch[049] Batch [3299]/[3759] Speed: 127.838114 samples/sec accuracy=72.333807 loss=1.067516 lr=0.005018 Epoch[049] Batch [3349]/[3759] Speed: 125.409099 samples/sec accuracy=72.313899 loss=1.068173 lr=0.005016 Epoch[049] Batch [3399]/[3759] Speed: 118.555445 samples/sec accuracy=72.314798 loss=1.068269 lr=0.005014 Epoch[049] Batch [3449]/[3759] Speed: 118.638576 samples/sec accuracy=72.291214 loss=1.068897 lr=0.005012 Epoch[049] Batch [3499]/[3759] Speed: 121.979311 samples/sec accuracy=72.268304 loss=1.069708 lr=0.005009 Epoch[049] Batch [3549]/[3759] Speed: 129.788566 samples/sec accuracy=72.231074 loss=1.070771 lr=0.005007 Epoch[049] Batch [3599]/[3759] Speed: 115.838583 samples/sec accuracy=72.243490 loss=1.070707 lr=0.005005 Epoch[049] Batch [3649]/[3759] Speed: 131.539344 samples/sec accuracy=72.217466 loss=1.071399 lr=0.005003 Epoch[049] Batch [3699]/[3759] Speed: 117.903673 samples/sec accuracy=72.217483 loss=1.071802 lr=0.005001 Epoch[049] Batch [3749]/[3759] Speed: 139.434865 samples/sec accuracy=72.223750 loss=1.071499 lr=0.004999 Batch [0049]/[0303]: acc-top1=60.781250 acc-top5=83.406250 Batch [0099]/[0303]: acc-top1=61.343750 acc-top5=83.765625 Batch [0149]/[0303]: acc-top1=61.354167 acc-top5=83.687500 Batch [0199]/[0303]: acc-top1=61.289062 acc-top5=83.500000 Batch [0249]/[0303]: acc-top1=61.368750 acc-top5=83.350000 Batch [0299]/[0303]: acc-top1=61.552083 acc-top5=83.406250 [Epoch 049] training: accuracy=72.222084 loss=1.071653 [Epoch 049] speed: 121 samples/sec time cost: 2167.793508 [Epoch 049] validation: acc-top1=61.582096 acc-top5=83.410685 loss=2.024923 Epoch[050] Batch [0049]/[3760] Speed: 88.935065 samples/sec accuracy=72.343750 loss=1.030831 lr=0.004997 Epoch[050] Batch [0099]/[3760] Speed: 121.663318 samples/sec accuracy=72.875000 loss=1.028710 lr=0.004994 Epoch[050] Batch [0149]/[3760] Speed: 120.541251 samples/sec accuracy=73.239583 loss=1.024116 lr=0.004992 Epoch[050] Batch [0199]/[3760] Speed: 132.299472 samples/sec accuracy=73.382812 loss=1.022011 lr=0.004990 Epoch[050] Batch [0249]/[3760] Speed: 117.545772 samples/sec accuracy=73.381250 loss=1.025618 lr=0.004988 Epoch[050] Batch [0299]/[3760] Speed: 127.059978 samples/sec accuracy=73.432292 loss=1.022603 lr=0.004986 Epoch[050] Batch [0349]/[3760] Speed: 114.391523 samples/sec accuracy=73.334821 loss=1.022487 lr=0.004984 Epoch[050] Batch [0399]/[3760] Speed: 121.925532 samples/sec accuracy=73.320312 loss=1.024186 lr=0.004982 Epoch[050] Batch [0449]/[3760] Speed: 123.015468 samples/sec accuracy=73.166667 loss=1.027456 lr=0.004980 Epoch[050] Batch [0499]/[3760] Speed: 124.966691 samples/sec accuracy=73.218750 loss=1.025981 lr=0.004978 Epoch[050] Batch [0549]/[3760] Speed: 119.826494 samples/sec accuracy=73.332386 loss=1.021594 lr=0.004976 Epoch[050] Batch [0599]/[3760] Speed: 113.338957 samples/sec accuracy=73.307292 loss=1.023566 lr=0.004974 Epoch[050] Batch [0649]/[3760] Speed: 128.681723 samples/sec accuracy=73.317308 loss=1.023884 lr=0.004971 Epoch[050] Batch [0699]/[3760] Speed: 116.669668 samples/sec accuracy=73.312500 loss=1.022851 lr=0.004969 Epoch[050] Batch [0749]/[3760] Speed: 128.955243 samples/sec accuracy=73.304167 loss=1.022741 lr=0.004967 Epoch[050] Batch [0799]/[3760] Speed: 113.234444 samples/sec accuracy=73.316406 loss=1.023093 lr=0.004965 Epoch[050] Batch [0849]/[3760] Speed: 135.500844 samples/sec accuracy=73.340074 loss=1.023801 lr=0.004963 Epoch[050] Batch [0899]/[3760] Speed: 114.206664 samples/sec accuracy=73.326389 loss=1.024289 lr=0.004961 Epoch[050] Batch [0949]/[3760] Speed: 130.192183 samples/sec accuracy=73.297697 loss=1.026079 lr=0.004959 Epoch[050] Batch [0999]/[3760] Speed: 119.149921 samples/sec accuracy=73.201562 loss=1.029408 lr=0.004957 Epoch[050] Batch [1049]/[3760] Speed: 123.558977 samples/sec accuracy=73.218750 loss=1.028836 lr=0.004955 Epoch[050] Batch [1099]/[3760] Speed: 114.564016 samples/sec accuracy=73.142045 loss=1.031230 lr=0.004953 Epoch[050] Batch [1149]/[3760] Speed: 133.608798 samples/sec accuracy=73.115489 loss=1.033149 lr=0.004951 Epoch[050] Batch [1199]/[3760] Speed: 117.380572 samples/sec accuracy=73.079427 loss=1.033816 lr=0.004948 Epoch[050] Batch [1249]/[3760] Speed: 129.114503 samples/sec accuracy=73.043750 loss=1.035050 lr=0.004946 Epoch[050] Batch [1299]/[3760] Speed: 113.696760 samples/sec accuracy=72.984375 loss=1.036352 lr=0.004944 Epoch[050] Batch [1349]/[3760] Speed: 133.477888 samples/sec accuracy=73.027778 loss=1.034643 lr=0.004942 Epoch[050] Batch [1399]/[3760] Speed: 115.175516 samples/sec accuracy=73.011161 loss=1.035621 lr=0.004940 Epoch[050] Batch [1449]/[3760] Speed: 126.374001 samples/sec accuracy=73.003233 loss=1.036588 lr=0.004938 Epoch[050] Batch [1499]/[3760] Speed: 120.724253 samples/sec accuracy=72.991667 loss=1.037657 lr=0.004936 Epoch[050] Batch [1549]/[3760] Speed: 122.152791 samples/sec accuracy=72.954637 loss=1.038306 lr=0.004934 Epoch[050] Batch [1599]/[3760] Speed: 127.083320 samples/sec accuracy=72.940430 loss=1.039257 lr=0.004932 Epoch[050] Batch [1649]/[3760] Speed: 119.803615 samples/sec accuracy=72.923295 loss=1.040313 lr=0.004930 Epoch[050] Batch [1699]/[3760] Speed: 121.041099 samples/sec accuracy=72.918199 loss=1.040942 lr=0.004928 Epoch[050] Batch [1749]/[3760] Speed: 123.434531 samples/sec accuracy=72.919643 loss=1.041150 lr=0.004926 Epoch[050] Batch [1799]/[3760] Speed: 118.415541 samples/sec accuracy=72.910590 loss=1.041539 lr=0.004923 Epoch[050] Batch [1849]/[3760] Speed: 123.825053 samples/sec accuracy=72.881757 loss=1.042092 lr=0.004921 Epoch[050] Batch [1899]/[3760] Speed: 122.781772 samples/sec accuracy=72.889803 loss=1.041957 lr=0.004919 Epoch[050] Batch [1949]/[3760] Speed: 120.827323 samples/sec accuracy=72.868590 loss=1.042297 lr=0.004917 Epoch[050] Batch [1999]/[3760] Speed: 128.034881 samples/sec accuracy=72.856250 loss=1.043851 lr=0.004915 Epoch[050] Batch [2049]/[3760] Speed: 115.280455 samples/sec accuracy=72.838415 loss=1.044837 lr=0.004913 Epoch[050] Batch [2099]/[3760] Speed: 132.376263 samples/sec accuracy=72.854167 loss=1.044208 lr=0.004911 Epoch[050] Batch [2149]/[3760] Speed: 118.480029 samples/sec accuracy=72.805233 loss=1.045662 lr=0.004909 Epoch[050] Batch [2199]/[3760] Speed: 119.994153 samples/sec accuracy=72.825284 loss=1.045249 lr=0.004907 Epoch[050] Batch [2249]/[3760] Speed: 119.834675 samples/sec accuracy=72.812500 loss=1.046197 lr=0.004905 Epoch[050] Batch [2299]/[3760] Speed: 124.542629 samples/sec accuracy=72.812500 loss=1.045836 lr=0.004903 Epoch[050] Batch [2349]/[3760] Speed: 116.969351 samples/sec accuracy=72.810505 loss=1.045744 lr=0.004900 Epoch[050] Batch [2399]/[3760] Speed: 127.987811 samples/sec accuracy=72.809896 loss=1.046333 lr=0.004898 Epoch[050] Batch [2449]/[3760] Speed: 118.114964 samples/sec accuracy=72.852679 loss=1.045454 lr=0.004896 Epoch[050] Batch [2499]/[3760] Speed: 124.351137 samples/sec accuracy=72.858125 loss=1.045647 lr=0.004894 Epoch[050] Batch [2549]/[3760] Speed: 126.049006 samples/sec accuracy=72.835784 loss=1.046326 lr=0.004892 Epoch[050] Batch [2599]/[3760] Speed: 117.074757 samples/sec accuracy=72.802284 loss=1.047370 lr=0.004890 Epoch[050] Batch [2649]/[3760] Speed: 129.815652 samples/sec accuracy=72.787146 loss=1.047603 lr=0.004888 Epoch[050] Batch [2699]/[3760] Speed: 119.461926 samples/sec accuracy=72.784722 loss=1.048141 lr=0.004886 Epoch[050] Batch [2749]/[3760] Speed: 118.681000 samples/sec accuracy=72.773864 loss=1.048293 lr=0.004884 Epoch[050] Batch [2799]/[3760] Speed: 126.443115 samples/sec accuracy=72.765625 loss=1.048702 lr=0.004882 Epoch[050] Batch [2849]/[3760] Speed: 116.493660 samples/sec accuracy=72.766996 loss=1.048067 lr=0.004880 Epoch[050] Batch [2899]/[3760] Speed: 129.193236 samples/sec accuracy=72.751078 loss=1.048291 lr=0.004877 Epoch[050] Batch [2949]/[3760] Speed: 117.184592 samples/sec accuracy=72.748411 loss=1.048063 lr=0.004875 Epoch[050] Batch [2999]/[3760] Speed: 129.613349 samples/sec accuracy=72.740625 loss=1.048992 lr=0.004873 Epoch[050] Batch [3049]/[3760] Speed: 115.994767 samples/sec accuracy=72.718238 loss=1.049784 lr=0.004871 Epoch[050] Batch [3099]/[3760] Speed: 121.327305 samples/sec accuracy=72.670867 loss=1.051248 lr=0.004869 Epoch[050] Batch [3149]/[3760] Speed: 125.131587 samples/sec accuracy=72.636409 loss=1.052417 lr=0.004867 Epoch[050] Batch [3199]/[3760] Speed: 116.008313 samples/sec accuracy=72.627441 loss=1.052632 lr=0.004865 Epoch[050] Batch [3249]/[3760] Speed: 128.304025 samples/sec accuracy=72.638462 loss=1.051994 lr=0.004863 Epoch[050] Batch [3299]/[3760] Speed: 115.067762 samples/sec accuracy=72.620265 loss=1.053050 lr=0.004861 Epoch[050] Batch [3349]/[3760] Speed: 131.031121 samples/sec accuracy=72.601679 loss=1.053245 lr=0.004859 Epoch[050] Batch [3399]/[3760] Speed: 115.154560 samples/sec accuracy=72.594669 loss=1.053269 lr=0.004857 Epoch[050] Batch [3449]/[3760] Speed: 127.115811 samples/sec accuracy=72.593297 loss=1.053484 lr=0.004854 Epoch[050] Batch [3499]/[3760] Speed: 120.325949 samples/sec accuracy=72.562500 loss=1.054510 lr=0.004852 Epoch[050] Batch [3549]/[3760] Speed: 129.166996 samples/sec accuracy=72.552377 loss=1.054637 lr=0.004850 Epoch[050] Batch [3599]/[3760] Speed: 113.182556 samples/sec accuracy=72.536458 loss=1.055229 lr=0.004848 Epoch[050] Batch [3649]/[3760] Speed: 132.639382 samples/sec accuracy=72.527825 loss=1.055547 lr=0.004846 Epoch[050] Batch [3699]/[3760] Speed: 111.771321 samples/sec accuracy=72.516470 loss=1.056167 lr=0.004844 Epoch[050] Batch [3749]/[3760] Speed: 152.718016 samples/sec accuracy=72.495417 loss=1.056986 lr=0.004842 Batch [0049]/[0303]: acc-top1=61.031250 acc-top5=83.187500 Batch [0099]/[0303]: acc-top1=61.437500 acc-top5=83.687500 Batch [0149]/[0303]: acc-top1=61.541667 acc-top5=83.760417 Batch [0199]/[0303]: acc-top1=61.375000 acc-top5=83.398438 Batch [0249]/[0303]: acc-top1=61.368750 acc-top5=83.275000 Batch [0299]/[0303]: acc-top1=61.463542 acc-top5=83.348958 [Epoch 050] training: accuracy=72.498338 loss=1.056849 [Epoch 050] speed: 121 samples/sec time cost: 2167.225106 [Epoch 050] validation: acc-top1=61.478960 acc-top5=83.374587 loss=2.012879 Epoch[051] Batch [0049]/[3760] Speed: 89.207658 samples/sec accuracy=74.500000 loss=0.996042 lr=0.004839 Epoch[051] Batch [0099]/[3760] Speed: 120.612833 samples/sec accuracy=74.406250 loss=0.997833 lr=0.004837 Epoch[051] Batch [0149]/[3760] Speed: 122.466676 samples/sec accuracy=73.885417 loss=1.007745 lr=0.004835 Epoch[051] Batch [0199]/[3760] Speed: 125.106530 samples/sec accuracy=73.632812 loss=1.013912 lr=0.004833 Epoch[051] Batch [0249]/[3760] Speed: 126.146890 samples/sec accuracy=73.706250 loss=1.012613 lr=0.004831 Epoch[051] Batch [0299]/[3760] Speed: 120.450743 samples/sec accuracy=73.786458 loss=1.014919 lr=0.004829 Epoch[051] Batch [0349]/[3760] Speed: 122.033759 samples/sec accuracy=73.839286 loss=1.009634 lr=0.004827 Epoch[051] Batch [0399]/[3760] Speed: 121.149211 samples/sec accuracy=73.804688 loss=1.009556 lr=0.004825 Epoch[051] Batch [0449]/[3760] Speed: 117.921646 samples/sec accuracy=73.881944 loss=1.006090 lr=0.004823 Epoch[051] Batch [0499]/[3760] Speed: 132.106764 samples/sec accuracy=73.765625 loss=1.010535 lr=0.004821 Epoch[051] Batch [0549]/[3760] Speed: 118.271082 samples/sec accuracy=73.696023 loss=1.011420 lr=0.004819 Epoch[051] Batch [0599]/[3760] Speed: 121.653919 samples/sec accuracy=73.726562 loss=1.008394 lr=0.004816 Epoch[051] Batch [0649]/[3760] Speed: 128.559306 samples/sec accuracy=73.673077 loss=1.007821 lr=0.004814 Epoch[051] Batch [0699]/[3760] Speed: 112.528553 samples/sec accuracy=73.763393 loss=1.003966 lr=0.004812 Epoch[051] Batch [0749]/[3760] Speed: 135.402773 samples/sec accuracy=73.718750 loss=1.005581 lr=0.004810 Epoch[051] Batch [0799]/[3760] Speed: 110.919206 samples/sec accuracy=73.667969 loss=1.005563 lr=0.004808 Epoch[051] Batch [0849]/[3760] Speed: 135.730979 samples/sec accuracy=73.672794 loss=1.003542 lr=0.004806 Epoch[051] Batch [0899]/[3760] Speed: 116.852673 samples/sec accuracy=73.640625 loss=1.004779 lr=0.004804 Epoch[051] Batch [0949]/[3760] Speed: 126.423599 samples/sec accuracy=73.710526 loss=1.003178 lr=0.004802 Epoch[051] Batch [0999]/[3760] Speed: 114.787146 samples/sec accuracy=73.610937 loss=1.005206 lr=0.004800 Epoch[051] Batch [1049]/[3760] Speed: 125.343640 samples/sec accuracy=73.523810 loss=1.008923 lr=0.004798 Epoch[051] Batch [1099]/[3760] Speed: 119.033015 samples/sec accuracy=73.494318 loss=1.009546 lr=0.004796 Epoch[051] Batch [1149]/[3760] Speed: 125.734572 samples/sec accuracy=73.505435 loss=1.009387 lr=0.004794 Epoch[051] Batch [1199]/[3760] Speed: 117.273781 samples/sec accuracy=73.528646 loss=1.007660 lr=0.004791 Epoch[051] Batch [1249]/[3760] Speed: 121.477324 samples/sec accuracy=73.568750 loss=1.007339 lr=0.004789 Epoch[051] Batch [1299]/[3760] Speed: 126.813716 samples/sec accuracy=73.564904 loss=1.007008 lr=0.004787 Epoch[051] Batch [1349]/[3760] Speed: 120.582599 samples/sec accuracy=73.560185 loss=1.007170 lr=0.004785 Epoch[051] Batch [1399]/[3760] Speed: 128.838353 samples/sec accuracy=73.568080 loss=1.006831 lr=0.004783 Epoch[051] Batch [1449]/[3760] Speed: 114.706222 samples/sec accuracy=73.539871 loss=1.008227 lr=0.004781 Epoch[051] Batch [1499]/[3760] Speed: 126.228568 samples/sec accuracy=73.506250 loss=1.009657 lr=0.004779 Epoch[051] Batch [1549]/[3760] Speed: 121.464644 samples/sec accuracy=73.495968 loss=1.010665 lr=0.004777 Epoch[051] Batch [1599]/[3760] Speed: 122.387576 samples/sec accuracy=73.496094 loss=1.010902 lr=0.004775 Epoch[051] Batch [1649]/[3760] Speed: 114.714678 samples/sec accuracy=73.485795 loss=1.011688 lr=0.004773 Epoch[051] Batch [1699]/[3760] Speed: 132.165117 samples/sec accuracy=73.454044 loss=1.012416 lr=0.004771 Epoch[051] Batch [1749]/[3760] Speed: 115.718511 samples/sec accuracy=73.457143 loss=1.012781 lr=0.004768 Epoch[051] Batch [1799]/[3760] Speed: 122.820445 samples/sec accuracy=73.422743 loss=1.014088 lr=0.004766 Epoch[051] Batch [1849]/[3760] Speed: 124.593096 samples/sec accuracy=73.405405 loss=1.015347 lr=0.004764 Epoch[051] Batch [1899]/[3760] Speed: 120.413333 samples/sec accuracy=73.398849 loss=1.015355 lr=0.004762 Epoch[051] Batch [1949]/[3760] Speed: 121.313478 samples/sec accuracy=73.356571 loss=1.016735 lr=0.004760 Epoch[051] Batch [1999]/[3760] Speed: 120.719377 samples/sec accuracy=73.332813 loss=1.017943 lr=0.004758 Epoch[051] Batch [2049]/[3760] Speed: 126.636918 samples/sec accuracy=73.350610 loss=1.017391 lr=0.004756 Epoch[051] Batch [2099]/[3760] Speed: 119.747023 samples/sec accuracy=73.338542 loss=1.017735 lr=0.004754 Epoch[051] Batch [2149]/[3760] Speed: 115.621301 samples/sec accuracy=73.330669 loss=1.018603 lr=0.004752 Epoch[051] Batch [2199]/[3760] Speed: 126.767618 samples/sec accuracy=73.313920 loss=1.019131 lr=0.004750 Epoch[051] Batch [2249]/[3760] Speed: 117.466124 samples/sec accuracy=73.285417 loss=1.019807 lr=0.004748 Epoch[051] Batch [2299]/[3760] Speed: 125.664456 samples/sec accuracy=73.261549 loss=1.021249 lr=0.004746 Epoch[051] Batch [2349]/[3760] Speed: 121.152424 samples/sec accuracy=73.271941 loss=1.020954 lr=0.004743 Epoch[051] Batch [2399]/[3760] Speed: 123.092973 samples/sec accuracy=73.229167 loss=1.022818 lr=0.004741 Epoch[051] Batch [2449]/[3760] Speed: 116.999740 samples/sec accuracy=73.213010 loss=1.023696 lr=0.004739 Epoch[051] Batch [2499]/[3760] Speed: 129.350488 samples/sec accuracy=73.211875 loss=1.024376 lr=0.004737 Epoch[051] Batch [2549]/[3760] Speed: 117.101917 samples/sec accuracy=73.209559 loss=1.024668 lr=0.004735 Epoch[051] Batch [2599]/[3760] Speed: 123.365269 samples/sec accuracy=73.194712 loss=1.025462 lr=0.004733 Epoch[051] Batch [2649]/[3760] Speed: 127.027753 samples/sec accuracy=73.184552 loss=1.026501 lr=0.004731 Epoch[051] Batch [2699]/[3760] Speed: 115.695548 samples/sec accuracy=73.168403 loss=1.027417 lr=0.004729 Epoch[051] Batch [2749]/[3760] Speed: 126.479015 samples/sec accuracy=73.157386 loss=1.028080 lr=0.004727 Epoch[051] Batch [2799]/[3760] Speed: 113.210896 samples/sec accuracy=73.126116 loss=1.029268 lr=0.004725 Epoch[051] Batch [2849]/[3760] Speed: 136.154434 samples/sec accuracy=73.109101 loss=1.029139 lr=0.004723 Epoch[051] Batch [2899]/[3760] Speed: 112.275619 samples/sec accuracy=73.112069 loss=1.029333 lr=0.004720 Epoch[051] Batch [2949]/[3760] Speed: 128.274523 samples/sec accuracy=73.099576 loss=1.030208 lr=0.004718 Epoch[051] Batch [2999]/[3760] Speed: 117.436212 samples/sec accuracy=73.076562 loss=1.031247 lr=0.004716 Epoch[051] Batch [3049]/[3760] Speed: 129.149193 samples/sec accuracy=73.072746 loss=1.031478 lr=0.004714 Epoch[051] Batch [3099]/[3760] Speed: 116.563060 samples/sec accuracy=73.085685 loss=1.031229 lr=0.004712 Epoch[051] Batch [3149]/[3760] Speed: 129.092220 samples/sec accuracy=73.090278 loss=1.031345 lr=0.004710 Epoch[051] Batch [3199]/[3760] Speed: 123.114320 samples/sec accuracy=73.066406 loss=1.031825 lr=0.004708 Epoch[051] Batch [3249]/[3760] Speed: 120.428311 samples/sec accuracy=73.052404 loss=1.032248 lr=0.004706 Epoch[051] Batch [3299]/[3760] Speed: 125.009571 samples/sec accuracy=73.045455 loss=1.032974 lr=0.004704 Epoch[051] Batch [3349]/[3760] Speed: 121.102381 samples/sec accuracy=73.041511 loss=1.033057 lr=0.004702 Epoch[051] Batch [3399]/[3760] Speed: 120.860528 samples/sec accuracy=73.040901 loss=1.032951 lr=0.004700 Epoch[051] Batch [3449]/[3760] Speed: 123.500729 samples/sec accuracy=73.019475 loss=1.033909 lr=0.004698 Epoch[051] Batch [3499]/[3760] Speed: 119.048099 samples/sec accuracy=73.012054 loss=1.034135 lr=0.004695 Epoch[051] Batch [3549]/[3760] Speed: 129.808506 samples/sec accuracy=73.005282 loss=1.034727 lr=0.004693 Epoch[051] Batch [3599]/[3760] Speed: 116.204422 samples/sec accuracy=73.008247 loss=1.035222 lr=0.004691 Epoch[051] Batch [3649]/[3760] Speed: 123.246174 samples/sec accuracy=72.998716 loss=1.035480 lr=0.004689 Epoch[051] Batch [3699]/[3760] Speed: 119.046295 samples/sec accuracy=72.985642 loss=1.036430 lr=0.004687 Epoch[051] Batch [3749]/[3760] Speed: 139.158216 samples/sec accuracy=72.996667 loss=1.036105 lr=0.004685 Batch [0049]/[0303]: acc-top1=61.781250 acc-top5=83.718750 Batch [0099]/[0303]: acc-top1=61.515625 acc-top5=83.656250 Batch [0149]/[0303]: acc-top1=61.375000 acc-top5=83.729167 Batch [0199]/[0303]: acc-top1=61.101562 acc-top5=83.335938 Batch [0249]/[0303]: acc-top1=61.393750 acc-top5=83.181250 Batch [0299]/[0303]: acc-top1=61.406250 acc-top5=83.145833 [Epoch 051] training: accuracy=72.993268 loss=1.036018 [Epoch 051] speed: 121 samples/sec time cost: 2168.858117 [Epoch 051] validation: acc-top1=61.411922 acc-top5=83.199257 loss=2.018627 Epoch[052] Batch [0049]/[3759] Speed: 89.869627 samples/sec accuracy=72.156250 loss=1.060325 lr=0.004683 Epoch[052] Batch [0099]/[3759] Speed: 115.497287 samples/sec accuracy=74.187500 loss=1.008581 lr=0.004680 Epoch[052] Batch [0149]/[3759] Speed: 132.984415 samples/sec accuracy=74.218750 loss=0.995412 lr=0.004678 Epoch[052] Batch [0199]/[3759] Speed: 115.318064 samples/sec accuracy=74.039062 loss=1.000409 lr=0.004676 Epoch[052] Batch [0249]/[3759] Speed: 129.252710 samples/sec accuracy=74.225000 loss=0.993749 lr=0.004674 Epoch[052] Batch [0299]/[3759] Speed: 117.754681 samples/sec accuracy=74.072917 loss=0.998494 lr=0.004672 Epoch[052] Batch [0349]/[3759] Speed: 122.725053 samples/sec accuracy=73.986607 loss=1.000444 lr=0.004670 Epoch[052] Batch [0399]/[3759] Speed: 118.287083 samples/sec accuracy=73.996094 loss=0.996839 lr=0.004668 Epoch[052] Batch [0449]/[3759] Speed: 126.171281 samples/sec accuracy=73.982639 loss=0.994483 lr=0.004666 Epoch[052] Batch [0499]/[3759] Speed: 117.224596 samples/sec accuracy=74.106250 loss=0.990376 lr=0.004664 Epoch[052] Batch [0549]/[3759] Speed: 127.500307 samples/sec accuracy=74.034091 loss=0.991551 lr=0.004662 Epoch[052] Batch [0599]/[3759] Speed: 117.117580 samples/sec accuracy=74.119792 loss=0.989250 lr=0.004660 Epoch[052] Batch [0649]/[3759] Speed: 127.343232 samples/sec accuracy=74.079327 loss=0.989004 lr=0.004658 Epoch[052] Batch [0699]/[3759] Speed: 115.710979 samples/sec accuracy=74.037946 loss=0.991280 lr=0.004655 Epoch[052] Batch [0749]/[3759] Speed: 130.181138 samples/sec accuracy=74.091667 loss=0.989899 lr=0.004653 Epoch[052] Batch [0799]/[3759] Speed: 111.626385 samples/sec accuracy=74.029297 loss=0.992544 lr=0.004651 Epoch[052] Batch [0849]/[3759] Speed: 132.551017 samples/sec accuracy=74.091912 loss=0.993865 lr=0.004649 Epoch[052] Batch [0899]/[3759] Speed: 116.331430 samples/sec accuracy=74.107639 loss=0.993602 lr=0.004647 Epoch[052] Batch [0949]/[3759] Speed: 120.121876 samples/sec accuracy=74.123355 loss=0.991692 lr=0.004645 Epoch[052] Batch [0999]/[3759] Speed: 128.687323 samples/sec accuracy=74.068750 loss=0.993704 lr=0.004643 Epoch[052] Batch [1049]/[3759] Speed: 119.613436 samples/sec accuracy=74.049107 loss=0.994032 lr=0.004641 Epoch[052] Batch [1099]/[3759] Speed: 123.462948 samples/sec accuracy=74.036932 loss=0.995454 lr=0.004639 Epoch[052] Batch [1149]/[3759] Speed: 122.648145 samples/sec accuracy=74.023098 loss=0.997526 lr=0.004637 Epoch[052] Batch [1199]/[3759] Speed: 125.960294 samples/sec accuracy=74.048177 loss=0.997679 lr=0.004635 Epoch[052] Batch [1249]/[3759] Speed: 116.306567 samples/sec accuracy=74.023750 loss=0.998819 lr=0.004632 Epoch[052] Batch [1299]/[3759] Speed: 126.580330 samples/sec accuracy=74.009615 loss=0.998795 lr=0.004630 Epoch[052] Batch [1349]/[3759] Speed: 116.206202 samples/sec accuracy=74.033565 loss=0.997828 lr=0.004628 Epoch[052] Batch [1399]/[3759] Speed: 125.443919 samples/sec accuracy=74.000000 loss=0.998738 lr=0.004626 Epoch[052] Batch [1449]/[3759] Speed: 116.307114 samples/sec accuracy=73.994612 loss=0.999173 lr=0.004624 Epoch[052] Batch [1499]/[3759] Speed: 121.743153 samples/sec accuracy=73.965625 loss=0.999416 lr=0.004622 Epoch[052] Batch [1549]/[3759] Speed: 120.702314 samples/sec accuracy=73.970766 loss=0.999407 lr=0.004620 Epoch[052] Batch [1599]/[3759] Speed: 119.744212 samples/sec accuracy=73.957031 loss=1.000549 lr=0.004618 Epoch[052] Batch [1649]/[3759] Speed: 125.029757 samples/sec accuracy=73.968750 loss=1.000932 lr=0.004616 Epoch[052] Batch [1699]/[3759] Speed: 122.736403 samples/sec accuracy=73.936581 loss=1.002280 lr=0.004614 Epoch[052] Batch [1749]/[3759] Speed: 121.672208 samples/sec accuracy=73.882143 loss=1.003165 lr=0.004612 Epoch[052] Batch [1799]/[3759] Speed: 125.422138 samples/sec accuracy=73.849826 loss=1.003874 lr=0.004610 Epoch[052] Batch [1849]/[3759] Speed: 120.402919 samples/sec accuracy=73.876689 loss=1.002640 lr=0.004607 Epoch[052] Batch [1899]/[3759] Speed: 127.328669 samples/sec accuracy=73.839638 loss=1.004000 lr=0.004605 Epoch[052] Batch [1949]/[3759] Speed: 123.563461 samples/sec accuracy=73.835737 loss=1.004776 lr=0.004603 Epoch[052] Batch [1999]/[3759] Speed: 121.610342 samples/sec accuracy=73.792969 loss=1.006694 lr=0.004601 Epoch[052] Batch [2049]/[3759] Speed: 119.192312 samples/sec accuracy=73.791159 loss=1.007319 lr=0.004599 Epoch[052] Batch [2099]/[3759] Speed: 126.518998 samples/sec accuracy=73.770833 loss=1.007999 lr=0.004597 Epoch[052] Batch [2149]/[3759] Speed: 114.836856 samples/sec accuracy=73.779797 loss=1.007371 lr=0.004595 Epoch[052] Batch [2199]/[3759] Speed: 129.937751 samples/sec accuracy=73.757812 loss=1.007436 lr=0.004593 Epoch[052] Batch [2249]/[3759] Speed: 115.884705 samples/sec accuracy=73.725694 loss=1.008514 lr=0.004591 Epoch[052] Batch [2299]/[3759] Speed: 125.003682 samples/sec accuracy=73.673913 loss=1.009770 lr=0.004589 Epoch[052] Batch [2349]/[3759] Speed: 119.843047 samples/sec accuracy=73.692154 loss=1.009730 lr=0.004587 Epoch[052] Batch [2399]/[3759] Speed: 124.047965 samples/sec accuracy=73.675130 loss=1.009562 lr=0.004585 Epoch[052] Batch [2449]/[3759] Speed: 117.645991 samples/sec accuracy=73.656250 loss=1.010801 lr=0.004583 Epoch[052] Batch [2499]/[3759] Speed: 128.349521 samples/sec accuracy=73.630625 loss=1.011970 lr=0.004580 Epoch[052] Batch [2549]/[3759] Speed: 113.008526 samples/sec accuracy=73.629289 loss=1.011978 lr=0.004578 Epoch[052] Batch [2599]/[3759] Speed: 129.665921 samples/sec accuracy=73.593149 loss=1.013154 lr=0.004576 Epoch[052] Batch [2649]/[3759] Speed: 121.000548 samples/sec accuracy=73.564269 loss=1.014173 lr=0.004574 Epoch[052] Batch [2699]/[3759] Speed: 129.063749 samples/sec accuracy=73.553241 loss=1.014462 lr=0.004572 Epoch[052] Batch [2749]/[3759] Speed: 115.071788 samples/sec accuracy=73.546023 loss=1.015169 lr=0.004570 Epoch[052] Batch [2799]/[3759] Speed: 125.606682 samples/sec accuracy=73.505580 loss=1.016077 lr=0.004568 Epoch[052] Batch [2849]/[3759] Speed: 116.880230 samples/sec accuracy=73.502193 loss=1.016122 lr=0.004566 Epoch[052] Batch [2899]/[3759] Speed: 127.310528 samples/sec accuracy=73.493534 loss=1.016839 lr=0.004564 Epoch[052] Batch [2949]/[3759] Speed: 120.035324 samples/sec accuracy=73.497881 loss=1.016801 lr=0.004562 Epoch[052] Batch [2999]/[3759] Speed: 127.091549 samples/sec accuracy=73.476042 loss=1.017165 lr=0.004560 Epoch[052] Batch [3049]/[3759] Speed: 119.148313 samples/sec accuracy=73.457992 loss=1.017433 lr=0.004558 Epoch[052] Batch [3099]/[3759] Speed: 124.096194 samples/sec accuracy=73.458669 loss=1.017673 lr=0.004555 Epoch[052] Batch [3149]/[3759] Speed: 116.110854 samples/sec accuracy=73.468254 loss=1.017863 lr=0.004553 Epoch[052] Batch [3199]/[3759] Speed: 128.139724 samples/sec accuracy=73.449707 loss=1.018179 lr=0.004551 Epoch[052] Batch [3249]/[3759] Speed: 117.840228 samples/sec accuracy=73.400962 loss=1.019715 lr=0.004549 Epoch[052] Batch [3299]/[3759] Speed: 128.108417 samples/sec accuracy=73.403409 loss=1.019550 lr=0.004547 Epoch[052] Batch [3349]/[3759] Speed: 115.999182 samples/sec accuracy=73.377799 loss=1.020114 lr=0.004545 Epoch[052] Batch [3399]/[3759] Speed: 125.166661 samples/sec accuracy=73.384191 loss=1.019920 lr=0.004543 Epoch[052] Batch [3449]/[3759] Speed: 118.165314 samples/sec accuracy=73.384058 loss=1.019864 lr=0.004541 Epoch[052] Batch [3499]/[3759] Speed: 128.246334 samples/sec accuracy=73.374107 loss=1.019725 lr=0.004539 Epoch[052] Batch [3549]/[3759] Speed: 116.666825 samples/sec accuracy=73.371039 loss=1.020009 lr=0.004537 Epoch[052] Batch [3599]/[3759] Speed: 122.440437 samples/sec accuracy=73.362847 loss=1.020081 lr=0.004535 Epoch[052] Batch [3649]/[3759] Speed: 124.218064 samples/sec accuracy=73.360445 loss=1.020440 lr=0.004533 Epoch[052] Batch [3699]/[3759] Speed: 118.214563 samples/sec accuracy=73.344172 loss=1.021164 lr=0.004530 Epoch[052] Batch [3749]/[3759] Speed: 144.749558 samples/sec accuracy=73.330000 loss=1.022349 lr=0.004528 Batch [0049]/[0303]: acc-top1=61.156250 acc-top5=84.281250 Batch [0099]/[0303]: acc-top1=62.062500 acc-top5=84.390625 Batch [0149]/[0303]: acc-top1=62.218750 acc-top5=84.447917 Batch [0199]/[0303]: acc-top1=62.031250 acc-top5=83.890625 Batch [0249]/[0303]: acc-top1=62.093750 acc-top5=83.681250 Batch [0299]/[0303]: acc-top1=62.223958 acc-top5=83.729167 [Epoch 052] training: accuracy=73.319866 loss=1.022559 [Epoch 052] speed: 121 samples/sec time cost: 2170.207720 [Epoch 052] validation: acc-top1=62.211221 acc-top5=83.756188 loss=1.979736 Epoch[053] Batch [0049]/[3760] Speed: 89.207075 samples/sec accuracy=73.781250 loss=1.007220 lr=0.004526 Epoch[053] Batch [0099]/[3760] Speed: 120.609585 samples/sec accuracy=74.312500 loss=0.977425 lr=0.004524 Epoch[053] Batch [0149]/[3760] Speed: 123.083952 samples/sec accuracy=74.260417 loss=0.979860 lr=0.004522 Epoch[053] Batch [0199]/[3760] Speed: 121.867227 samples/sec accuracy=74.242188 loss=0.972664 lr=0.004520 Epoch[053] Batch [0249]/[3760] Speed: 125.668665 samples/sec accuracy=74.487500 loss=0.967736 lr=0.004518 Epoch[053] Batch [0299]/[3760] Speed: 123.136048 samples/sec accuracy=74.572917 loss=0.962965 lr=0.004516 Epoch[053] Batch [0349]/[3760] Speed: 120.402703 samples/sec accuracy=74.723214 loss=0.958332 lr=0.004513 Epoch[053] Batch [0399]/[3760] Speed: 122.536073 samples/sec accuracy=74.835938 loss=0.953767 lr=0.004511 Epoch[053] Batch [0449]/[3760] Speed: 123.110002 samples/sec accuracy=74.975694 loss=0.949866 lr=0.004509 Epoch[053] Batch [0499]/[3760] Speed: 115.815669 samples/sec accuracy=74.803125 loss=0.957973 lr=0.004507 Epoch[053] Batch [0549]/[3760] Speed: 126.009846 samples/sec accuracy=74.750000 loss=0.960012 lr=0.004505 Epoch[053] Batch [0599]/[3760] Speed: 114.271814 samples/sec accuracy=74.695312 loss=0.962735 lr=0.004503 Epoch[053] Batch [0649]/[3760] Speed: 129.361041 samples/sec accuracy=74.682692 loss=0.963760 lr=0.004501 Epoch[053] Batch [0699]/[3760] Speed: 114.905193 samples/sec accuracy=74.698661 loss=0.965571 lr=0.004499 Epoch[053] Batch [0749]/[3760] Speed: 126.669682 samples/sec accuracy=74.716667 loss=0.966446 lr=0.004497 Epoch[053] Batch [0799]/[3760] Speed: 124.704557 samples/sec accuracy=74.734375 loss=0.966420 lr=0.004495 Epoch[053] Batch [0849]/[3760] Speed: 125.201044 samples/sec accuracy=74.683824 loss=0.968977 lr=0.004493 Epoch[053] Batch [0899]/[3760] Speed: 116.028920 samples/sec accuracy=74.654514 loss=0.970609 lr=0.004491 Epoch[053] Batch [0949]/[3760] Speed: 127.196966 samples/sec accuracy=74.616776 loss=0.973311 lr=0.004489 Epoch[053] Batch [0999]/[3760] Speed: 115.853066 samples/sec accuracy=74.570312 loss=0.975568 lr=0.004486 Epoch[053] Batch [1049]/[3760] Speed: 126.104986 samples/sec accuracy=74.532738 loss=0.976319 lr=0.004484 Epoch[053] Batch [1099]/[3760] Speed: 119.509527 samples/sec accuracy=74.521307 loss=0.976821 lr=0.004482 Epoch[053] Batch [1149]/[3760] Speed: 125.306006 samples/sec accuracy=74.514946 loss=0.977667 lr=0.004480 Epoch[053] Batch [1199]/[3760] Speed: 118.814872 samples/sec accuracy=74.485677 loss=0.979758 lr=0.004478 Epoch[053] Batch [1249]/[3760] Speed: 128.117325 samples/sec accuracy=74.486250 loss=0.978793 lr=0.004476 Epoch[053] Batch [1299]/[3760] Speed: 119.080680 samples/sec accuracy=74.475962 loss=0.978541 lr=0.004474 Epoch[053] Batch [1349]/[3760] Speed: 125.476667 samples/sec accuracy=74.493056 loss=0.979021 lr=0.004472 Epoch[053] Batch [1399]/[3760] Speed: 118.657983 samples/sec accuracy=74.511161 loss=0.978743 lr=0.004470 Epoch[053] Batch [1449]/[3760] Speed: 120.506849 samples/sec accuracy=74.505388 loss=0.978929 lr=0.004468 Epoch[053] Batch [1499]/[3760] Speed: 122.912544 samples/sec accuracy=74.422917 loss=0.981645 lr=0.004466 Epoch[053] Batch [1549]/[3760] Speed: 121.267224 samples/sec accuracy=74.417339 loss=0.982237 lr=0.004464 Epoch[053] Batch [1599]/[3760] Speed: 115.923717 samples/sec accuracy=74.405273 loss=0.982835 lr=0.004462 Epoch[053] Batch [1649]/[3760] Speed: 130.870851 samples/sec accuracy=74.410985 loss=0.982182 lr=0.004459 Epoch[053] Batch [1699]/[3760] Speed: 117.800182 samples/sec accuracy=74.384191 loss=0.982914 lr=0.004457 Epoch[053] Batch [1749]/[3760] Speed: 126.256676 samples/sec accuracy=74.375000 loss=0.983275 lr=0.004455 Epoch[053] Batch [1799]/[3760] Speed: 119.703537 samples/sec accuracy=74.342014 loss=0.984317 lr=0.004453 Epoch[053] Batch [1849]/[3760] Speed: 122.501077 samples/sec accuracy=74.333615 loss=0.984393 lr=0.004451 Epoch[053] Batch [1899]/[3760] Speed: 120.187278 samples/sec accuracy=74.314145 loss=0.984873 lr=0.004449 Epoch[053] Batch [1949]/[3760] Speed: 118.901060 samples/sec accuracy=74.305288 loss=0.985054 lr=0.004447 Epoch[053] Batch [1999]/[3760] Speed: 126.981054 samples/sec accuracy=74.269531 loss=0.985836 lr=0.004445 Epoch[053] Batch [2049]/[3760] Speed: 119.206261 samples/sec accuracy=74.227134 loss=0.987328 lr=0.004443 Epoch[053] Batch [2099]/[3760] Speed: 124.295158 samples/sec accuracy=74.226190 loss=0.987607 lr=0.004441 Epoch[053] Batch [2149]/[3760] Speed: 124.555186 samples/sec accuracy=74.212936 loss=0.988398 lr=0.004439 Epoch[053] Batch [2199]/[3760] Speed: 116.874413 samples/sec accuracy=74.178977 loss=0.989510 lr=0.004437 Epoch[053] Batch [2249]/[3760] Speed: 122.670631 samples/sec accuracy=74.157639 loss=0.990218 lr=0.004435 Epoch[053] Batch [2299]/[3760] Speed: 122.051253 samples/sec accuracy=74.136549 loss=0.990703 lr=0.004432 Epoch[053] Batch [2349]/[3760] Speed: 121.183707 samples/sec accuracy=74.156250 loss=0.990379 lr=0.004430 Epoch[053] Batch [2399]/[3760] Speed: 123.596313 samples/sec accuracy=74.148438 loss=0.990211 lr=0.004428 Epoch[053] Batch [2449]/[3760] Speed: 122.187221 samples/sec accuracy=74.140944 loss=0.989940 lr=0.004426 Epoch[053] Batch [2499]/[3760] Speed: 121.686611 samples/sec accuracy=74.131250 loss=0.990280 lr=0.004424 Epoch[053] Batch [2549]/[3760] Speed: 122.197507 samples/sec accuracy=74.115196 loss=0.990581 lr=0.004422 Epoch[053] Batch [2599]/[3760] Speed: 122.465386 samples/sec accuracy=74.099159 loss=0.991187 lr=0.004420 Epoch[053] Batch [2649]/[3760] Speed: 116.319492 samples/sec accuracy=74.063090 loss=0.992039 lr=0.004418 Epoch[053] Batch [2699]/[3760] Speed: 130.311552 samples/sec accuracy=74.075231 loss=0.992225 lr=0.004416 Epoch[053] Batch [2749]/[3760] Speed: 118.446255 samples/sec accuracy=74.072159 loss=0.992946 lr=0.004414 Epoch[053] Batch [2799]/[3760] Speed: 127.172540 samples/sec accuracy=74.073103 loss=0.993342 lr=0.004412 Epoch[053] Batch [2849]/[3760] Speed: 114.924210 samples/sec accuracy=74.060855 loss=0.994156 lr=0.004410 Epoch[053] Batch [2899]/[3760] Speed: 129.094235 samples/sec accuracy=74.053879 loss=0.994384 lr=0.004408 Epoch[053] Batch [2949]/[3760] Speed: 120.177147 samples/sec accuracy=74.040784 loss=0.994511 lr=0.004405 Epoch[053] Batch [2999]/[3760] Speed: 119.856314 samples/sec accuracy=74.009375 loss=0.995763 lr=0.004403 Epoch[053] Batch [3049]/[3760] Speed: 120.257764 samples/sec accuracy=73.984119 loss=0.996358 lr=0.004401 Epoch[053] Batch [3099]/[3760] Speed: 125.595639 samples/sec accuracy=73.992944 loss=0.996284 lr=0.004399 Epoch[053] Batch [3149]/[3760] Speed: 115.641102 samples/sec accuracy=73.959325 loss=0.997551 lr=0.004397 Epoch[053] Batch [3199]/[3760] Speed: 126.132296 samples/sec accuracy=73.977539 loss=0.997137 lr=0.004395 Epoch[053] Batch [3249]/[3760] Speed: 118.332841 samples/sec accuracy=73.978365 loss=0.997031 lr=0.004393 Epoch[053] Batch [3299]/[3760] Speed: 125.945283 samples/sec accuracy=73.957386 loss=0.997876 lr=0.004391 Epoch[053] Batch [3349]/[3760] Speed: 116.874550 samples/sec accuracy=73.968750 loss=0.997499 lr=0.004389 Epoch[053] Batch [3399]/[3760] Speed: 125.304763 samples/sec accuracy=73.965533 loss=0.997815 lr=0.004387 Epoch[053] Batch [3449]/[3760] Speed: 119.724261 samples/sec accuracy=73.936141 loss=0.998860 lr=0.004385 Epoch[053] Batch [3499]/[3760] Speed: 125.908814 samples/sec accuracy=73.925000 loss=0.999740 lr=0.004383 Epoch[053] Batch [3549]/[3760] Speed: 115.414540 samples/sec accuracy=73.910651 loss=1.000276 lr=0.004381 Epoch[053] Batch [3599]/[3760] Speed: 125.002749 samples/sec accuracy=73.904514 loss=1.000545 lr=0.004378 Epoch[053] Batch [3649]/[3760] Speed: 121.458730 samples/sec accuracy=73.891267 loss=1.000945 lr=0.004376 Epoch[053] Batch [3699]/[3760] Speed: 125.097011 samples/sec accuracy=73.905828 loss=1.000847 lr=0.004374 Epoch[053] Batch [3749]/[3760] Speed: 136.673414 samples/sec accuracy=73.882917 loss=1.001173 lr=0.004372 Batch [0049]/[0303]: acc-top1=62.656250 acc-top5=83.718750 Batch [0099]/[0303]: acc-top1=62.859375 acc-top5=83.828125 Batch [0149]/[0303]: acc-top1=62.645833 acc-top5=83.895833 Batch [0199]/[0303]: acc-top1=62.109375 acc-top5=83.531250 Batch [0249]/[0303]: acc-top1=62.450000 acc-top5=83.343750 Batch [0299]/[0303]: acc-top1=62.593750 acc-top5=83.427083 [Epoch 053] training: accuracy=73.883810 loss=1.001016 [Epoch 053] speed: 121 samples/sec time cost: 2171.576016 [Epoch 053] validation: acc-top1=62.628919 acc-top5=83.446782 loss=2.010067 Epoch[054] Batch [0049]/[3760] Speed: 88.481341 samples/sec accuracy=74.375000 loss=0.959677 lr=0.004370 Epoch[054] Batch [0099]/[3760] Speed: 124.058067 samples/sec accuracy=74.734375 loss=0.961346 lr=0.004368 Epoch[054] Batch [0149]/[3760] Speed: 123.040373 samples/sec accuracy=75.000000 loss=0.958655 lr=0.004366 Epoch[054] Batch [0199]/[3760] Speed: 124.132009 samples/sec accuracy=75.296875 loss=0.947552 lr=0.004364 Epoch[054] Batch [0249]/[3760] Speed: 120.562932 samples/sec accuracy=75.350000 loss=0.949259 lr=0.004361 Epoch[054] Batch [0299]/[3760] Speed: 125.129281 samples/sec accuracy=75.234375 loss=0.950717 lr=0.004359 Epoch[054] Batch [0349]/[3760] Speed: 121.403614 samples/sec accuracy=75.316964 loss=0.946914 lr=0.004357 Epoch[054] Batch [0399]/[3760] Speed: 124.626878 samples/sec accuracy=75.250000 loss=0.950565 lr=0.004355 Epoch[054] Batch [0449]/[3760] Speed: 117.640246 samples/sec accuracy=75.218750 loss=0.949162 lr=0.004353 Epoch[054] Batch [0499]/[3760] Speed: 121.620809 samples/sec accuracy=75.196875 loss=0.947119 lr=0.004351 Epoch[054] Batch [0549]/[3760] Speed: 124.626067 samples/sec accuracy=75.156250 loss=0.948972 lr=0.004349 Epoch[054] Batch [0599]/[3760] Speed: 119.574372 samples/sec accuracy=75.135417 loss=0.949391 lr=0.004347 Epoch[054] Batch [0649]/[3760] Speed: 129.182523 samples/sec accuracy=75.115385 loss=0.947863 lr=0.004345 Epoch[054] Batch [0699]/[3760] Speed: 117.861464 samples/sec accuracy=75.089286 loss=0.949174 lr=0.004343 Epoch[054] Batch [0749]/[3760] Speed: 119.191849 samples/sec accuracy=75.097917 loss=0.950256 lr=0.004341 Epoch[054] Batch [0799]/[3760] Speed: 122.077223 samples/sec accuracy=75.154297 loss=0.949749 lr=0.004339 Epoch[054] Batch [0849]/[3760] Speed: 124.096198 samples/sec accuracy=75.163603 loss=0.949400 lr=0.004337 Epoch[054] Batch [0899]/[3760] Speed: 119.934319 samples/sec accuracy=75.156250 loss=0.949736 lr=0.004335 Epoch[054] Batch [0949]/[3760] Speed: 123.526814 samples/sec accuracy=75.134868 loss=0.950306 lr=0.004332 Epoch[054] Batch [0999]/[3760] Speed: 120.429698 samples/sec accuracy=75.048437 loss=0.952488 lr=0.004330 Epoch[054] Batch [1049]/[3760] Speed: 123.209015 samples/sec accuracy=74.994048 loss=0.952955 lr=0.004328 Epoch[054] Batch [1099]/[3760] Speed: 119.029443 samples/sec accuracy=75.004261 loss=0.953316 lr=0.004326 Epoch[054] Batch [1149]/[3760] Speed: 124.906586 samples/sec accuracy=74.963315 loss=0.953801 lr=0.004324 Epoch[054] Batch [1199]/[3760] Speed: 119.132377 samples/sec accuracy=74.958333 loss=0.953472 lr=0.004322 Epoch[054] Batch [1249]/[3760] Speed: 121.768626 samples/sec accuracy=74.943750 loss=0.954738 lr=0.004320 Epoch[054] Batch [1299]/[3760] Speed: 121.302132 samples/sec accuracy=74.954327 loss=0.954867 lr=0.004318 Epoch[054] Batch [1349]/[3760] Speed: 123.834370 samples/sec accuracy=74.961806 loss=0.955423 lr=0.004316 Epoch[054] Batch [1399]/[3760] Speed: 123.357554 samples/sec accuracy=74.977679 loss=0.955189 lr=0.004314 Epoch[054] Batch [1449]/[3760] Speed: 124.928058 samples/sec accuracy=74.982759 loss=0.955863 lr=0.004312 Epoch[054] Batch [1499]/[3760] Speed: 118.920836 samples/sec accuracy=74.968750 loss=0.956865 lr=0.004310 Epoch[054] Batch [1549]/[3760] Speed: 119.981668 samples/sec accuracy=74.893145 loss=0.959029 lr=0.004308 Epoch[054] Batch [1599]/[3760] Speed: 119.604223 samples/sec accuracy=74.875000 loss=0.960570 lr=0.004306 Epoch[054] Batch [1649]/[3760] Speed: 121.642900 samples/sec accuracy=74.861742 loss=0.961491 lr=0.004304 Epoch[054] Batch [1699]/[3760] Speed: 125.656713 samples/sec accuracy=74.867647 loss=0.961588 lr=0.004301 Epoch[054] Batch [1749]/[3760] Speed: 117.737179 samples/sec accuracy=74.858036 loss=0.962642 lr=0.004299 Epoch[054] Batch [1799]/[3760] Speed: 125.179255 samples/sec accuracy=74.870660 loss=0.962115 lr=0.004297 Epoch[054] Batch [1849]/[3760] Speed: 118.605387 samples/sec accuracy=74.851351 loss=0.963001 lr=0.004295 Epoch[054] Batch [1899]/[3760] Speed: 121.671001 samples/sec accuracy=74.847862 loss=0.962886 lr=0.004293 Epoch[054] Batch [1949]/[3760] Speed: 123.172949 samples/sec accuracy=74.834135 loss=0.963812 lr=0.004291 Epoch[054] Batch [1999]/[3760] Speed: 119.281411 samples/sec accuracy=74.832813 loss=0.963949 lr=0.004289 Epoch[054] Batch [2049]/[3760] Speed: 121.788307 samples/sec accuracy=74.797256 loss=0.965542 lr=0.004287 Epoch[054] Batch [2099]/[3760] Speed: 121.011146 samples/sec accuracy=74.792411 loss=0.965981 lr=0.004285 Epoch[054] Batch [2149]/[3760] Speed: 124.447085 samples/sec accuracy=74.786337 loss=0.966425 lr=0.004283 Epoch[054] Batch [2199]/[3760] Speed: 121.325248 samples/sec accuracy=74.746449 loss=0.968232 lr=0.004281 Epoch[054] Batch [2249]/[3760] Speed: 124.544015 samples/sec accuracy=74.767361 loss=0.967333 lr=0.004279 Epoch[054] Batch [2299]/[3760] Speed: 125.553468 samples/sec accuracy=74.749321 loss=0.967391 lr=0.004277 Epoch[054] Batch [2349]/[3760] Speed: 115.580644 samples/sec accuracy=74.759973 loss=0.967682 lr=0.004275 Epoch[054] Batch [2399]/[3760] Speed: 127.216343 samples/sec accuracy=74.716146 loss=0.969266 lr=0.004272 Epoch[054] Batch [2449]/[3760] Speed: 121.003561 samples/sec accuracy=74.706633 loss=0.969211 lr=0.004270 Epoch[054] Batch [2499]/[3760] Speed: 116.616972 samples/sec accuracy=74.706250 loss=0.969059 lr=0.004268 Epoch[054] Batch [2549]/[3760] Speed: 124.013980 samples/sec accuracy=74.675245 loss=0.969730 lr=0.004266 Epoch[054] Batch [2599]/[3760] Speed: 122.064660 samples/sec accuracy=74.665264 loss=0.970521 lr=0.004264 Epoch[054] Batch [2649]/[3760] Speed: 123.373743 samples/sec accuracy=74.650943 loss=0.971301 lr=0.004262 Epoch[054] Batch [2699]/[3760] Speed: 123.870096 samples/sec accuracy=74.620949 loss=0.972446 lr=0.004260 Epoch[054] Batch [2749]/[3760] Speed: 118.753090 samples/sec accuracy=74.603977 loss=0.972788 lr=0.004258 Epoch[054] Batch [2799]/[3760] Speed: 122.265302 samples/sec accuracy=74.607701 loss=0.972555 lr=0.004256 Epoch[054] Batch [2849]/[3760] Speed: 122.454138 samples/sec accuracy=74.597039 loss=0.972952 lr=0.004254 Epoch[054] Batch [2899]/[3760] Speed: 123.843000 samples/sec accuracy=74.563039 loss=0.973977 lr=0.004252 Epoch[054] Batch [2949]/[3760] Speed: 113.940971 samples/sec accuracy=74.547669 loss=0.974520 lr=0.004250 Epoch[054] Batch [2999]/[3760] Speed: 132.514638 samples/sec accuracy=74.536979 loss=0.975155 lr=0.004248 Epoch[054] Batch [3049]/[3760] Speed: 116.427936 samples/sec accuracy=74.531762 loss=0.975846 lr=0.004246 Epoch[054] Batch [3099]/[3760] Speed: 126.998266 samples/sec accuracy=74.518145 loss=0.976331 lr=0.004244 Epoch[054] Batch [3149]/[3760] Speed: 115.485992 samples/sec accuracy=74.504960 loss=0.976880 lr=0.004242 Epoch[054] Batch [3199]/[3760] Speed: 127.385715 samples/sec accuracy=74.482422 loss=0.977365 lr=0.004239 Epoch[054] Batch [3249]/[3760] Speed: 117.531521 samples/sec accuracy=74.463462 loss=0.978336 lr=0.004237 Epoch[054] Batch [3299]/[3760] Speed: 123.719856 samples/sec accuracy=74.446023 loss=0.979352 lr=0.004235 Epoch[054] Batch [3349]/[3760] Speed: 118.772497 samples/sec accuracy=74.447295 loss=0.979242 lr=0.004233 Epoch[054] Batch [3399]/[3760] Speed: 124.328872 samples/sec accuracy=74.434743 loss=0.979518 lr=0.004231 Epoch[054] Batch [3449]/[3760] Speed: 123.433088 samples/sec accuracy=74.412591 loss=0.980660 lr=0.004229 Epoch[054] Batch [3499]/[3760] Speed: 123.112878 samples/sec accuracy=74.392411 loss=0.981067 lr=0.004227 Epoch[054] Batch [3549]/[3760] Speed: 118.156459 samples/sec accuracy=74.360915 loss=0.982303 lr=0.004225 Epoch[054] Batch [3599]/[3760] Speed: 130.570703 samples/sec accuracy=74.365451 loss=0.982744 lr=0.004223 Epoch[054] Batch [3649]/[3760] Speed: 117.473622 samples/sec accuracy=74.352740 loss=0.983177 lr=0.004221 Epoch[054] Batch [3699]/[3760] Speed: 123.725011 samples/sec accuracy=74.361909 loss=0.983154 lr=0.004219 Epoch[054] Batch [3749]/[3760] Speed: 140.032793 samples/sec accuracy=74.333750 loss=0.984314 lr=0.004217 Batch [0049]/[0303]: acc-top1=62.375000 acc-top5=83.718750 Batch [0099]/[0303]: acc-top1=62.781250 acc-top5=84.187500 Batch [0149]/[0303]: acc-top1=63.062500 acc-top5=84.343750 Batch [0199]/[0303]: acc-top1=62.617188 acc-top5=83.945312 Batch [0249]/[0303]: acc-top1=62.668750 acc-top5=83.718750 Batch [0299]/[0303]: acc-top1=62.625000 acc-top5=83.854167 [Epoch 054] training: accuracy=74.332613 loss=0.984441 [Epoch 054] speed: 121 samples/sec time cost: 2169.699429 [Epoch 054] validation: acc-top1=62.639233 acc-top5=83.885107 loss=1.969908 Epoch[055] Batch [0049]/[3759] Speed: 89.427718 samples/sec accuracy=75.281250 loss=0.940707 lr=0.004214 Epoch[055] Batch [0099]/[3759] Speed: 121.200006 samples/sec accuracy=75.734375 loss=0.920199 lr=0.004212 Epoch[055] Batch [0149]/[3759] Speed: 125.034204 samples/sec accuracy=75.302083 loss=0.923282 lr=0.004210 Epoch[055] Batch [0199]/[3759] Speed: 113.985681 samples/sec accuracy=75.343750 loss=0.927565 lr=0.004208 Epoch[055] Batch [0249]/[3759] Speed: 132.339964 samples/sec accuracy=75.206250 loss=0.936395 lr=0.004206 Epoch[055] Batch [0299]/[3759] Speed: 115.280744 samples/sec accuracy=75.359375 loss=0.937851 lr=0.004204 Epoch[055] Batch [0349]/[3759] Speed: 128.689091 samples/sec accuracy=75.379464 loss=0.938062 lr=0.004202 Epoch[055] Batch [0399]/[3759] Speed: 120.492036 samples/sec accuracy=75.382812 loss=0.938006 lr=0.004200 Epoch[055] Batch [0449]/[3759] Speed: 123.815587 samples/sec accuracy=75.378472 loss=0.939282 lr=0.004198 Epoch[055] Batch [0499]/[3759] Speed: 118.620778 samples/sec accuracy=75.306250 loss=0.941726 lr=0.004196 Epoch[055] Batch [0549]/[3759] Speed: 124.175001 samples/sec accuracy=75.332386 loss=0.942960 lr=0.004194 Epoch[055] Batch [0599]/[3759] Speed: 124.719888 samples/sec accuracy=75.351562 loss=0.941716 lr=0.004192 Epoch[055] Batch [0649]/[3759] Speed: 119.114817 samples/sec accuracy=75.225962 loss=0.944009 lr=0.004190 Epoch[055] Batch [0699]/[3759] Speed: 123.476391 samples/sec accuracy=75.147321 loss=0.946586 lr=0.004187 Epoch[055] Batch [0749]/[3759] Speed: 123.657098 samples/sec accuracy=75.037500 loss=0.949226 lr=0.004185 Epoch[055] Batch [0799]/[3759] Speed: 114.438171 samples/sec accuracy=75.080078 loss=0.948705 lr=0.004183 Epoch[055] Batch [0849]/[3759] Speed: 121.703361 samples/sec accuracy=75.181985 loss=0.944387 lr=0.004181 Epoch[055] Batch [0899]/[3759] Speed: 124.903972 samples/sec accuracy=75.262153 loss=0.942817 lr=0.004179 Epoch[055] Batch [0949]/[3759] Speed: 120.746035 samples/sec accuracy=75.268092 loss=0.943396 lr=0.004177 Epoch[055] Batch [0999]/[3759] Speed: 127.064773 samples/sec accuracy=75.209375 loss=0.943460 lr=0.004175 Epoch[055] Batch [1049]/[3759] Speed: 116.358377 samples/sec accuracy=75.261905 loss=0.941755 lr=0.004173 Epoch[055] Batch [1099]/[3759] Speed: 129.707452 samples/sec accuracy=75.238636 loss=0.941767 lr=0.004171 Epoch[055] Batch [1149]/[3759] Speed: 111.479125 samples/sec accuracy=75.233696 loss=0.942519 lr=0.004169 Epoch[055] Batch [1199]/[3759] Speed: 135.276498 samples/sec accuracy=75.229167 loss=0.943345 lr=0.004167 Epoch[055] Batch [1249]/[3759] Speed: 117.393438 samples/sec accuracy=75.295000 loss=0.942392 lr=0.004165 Epoch[055] Batch [1299]/[3759] Speed: 125.007496 samples/sec accuracy=75.278846 loss=0.943962 lr=0.004163 Epoch[055] Batch [1349]/[3759] Speed: 126.130751 samples/sec accuracy=75.240741 loss=0.945141 lr=0.004161 Epoch[055] Batch [1399]/[3759] Speed: 113.615309 samples/sec accuracy=75.229911 loss=0.945956 lr=0.004159 Epoch[055] Batch [1449]/[3759] Speed: 133.941875 samples/sec accuracy=75.233836 loss=0.945321 lr=0.004157 Epoch[055] Batch [1499]/[3759] Speed: 110.768352 samples/sec accuracy=75.198958 loss=0.946823 lr=0.004154 Epoch[055] Batch [1549]/[3759] Speed: 134.697226 samples/sec accuracy=75.164315 loss=0.947936 lr=0.004152 Epoch[055] Batch [1599]/[3759] Speed: 116.832353 samples/sec accuracy=75.160156 loss=0.948995 lr=0.004150 Epoch[055] Batch [1649]/[3759] Speed: 126.294959 samples/sec accuracy=75.125947 loss=0.950380 lr=0.004148 Epoch[055] Batch [1699]/[3759] Speed: 114.341509 samples/sec accuracy=75.135110 loss=0.950156 lr=0.004146 Epoch[055] Batch [1749]/[3759] Speed: 132.836936 samples/sec accuracy=75.105357 loss=0.950653 lr=0.004144 Epoch[055] Batch [1799]/[3759] Speed: 113.797033 samples/sec accuracy=75.079861 loss=0.951435 lr=0.004142 Epoch[055] Batch [1849]/[3759] Speed: 125.188582 samples/sec accuracy=75.095439 loss=0.951005 lr=0.004140 Epoch[055] Batch [1899]/[3759] Speed: 117.370455 samples/sec accuracy=75.053454 loss=0.951768 lr=0.004138 Epoch[055] Batch [1949]/[3759] Speed: 132.432894 samples/sec accuracy=75.023237 loss=0.952255 lr=0.004136 Epoch[055] Batch [1999]/[3759] Speed: 113.679031 samples/sec accuracy=75.020313 loss=0.952317 lr=0.004134 Epoch[055] Batch [2049]/[3759] Speed: 122.803053 samples/sec accuracy=74.975610 loss=0.953504 lr=0.004132 Epoch[055] Batch [2099]/[3759] Speed: 122.007841 samples/sec accuracy=74.973958 loss=0.954062 lr=0.004130 Epoch[055] Batch [2149]/[3759] Speed: 120.148530 samples/sec accuracy=74.962936 loss=0.953509 lr=0.004128 Epoch[055] Batch [2199]/[3759] Speed: 121.791137 samples/sec accuracy=74.950994 loss=0.953814 lr=0.004126 Epoch[055] Batch [2249]/[3759] Speed: 126.225905 samples/sec accuracy=74.906944 loss=0.955582 lr=0.004124 Epoch[055] Batch [2299]/[3759] Speed: 121.085607 samples/sec accuracy=74.911685 loss=0.955491 lr=0.004122 Epoch[055] Batch [2349]/[3759] Speed: 118.933804 samples/sec accuracy=74.913564 loss=0.955556 lr=0.004119 Epoch[055] Batch [2399]/[3759] Speed: 125.010051 samples/sec accuracy=74.900391 loss=0.956290 lr=0.004117 Epoch[055] Batch [2449]/[3759] Speed: 121.854695 samples/sec accuracy=74.908801 loss=0.955632 lr=0.004115 Epoch[055] Batch [2499]/[3759] Speed: 122.136904 samples/sec accuracy=74.914375 loss=0.955368 lr=0.004113 Epoch[055] Batch [2549]/[3759] Speed: 120.399159 samples/sec accuracy=74.892770 loss=0.955825 lr=0.004111 Epoch[055] Batch [2599]/[3759] Speed: 118.958557 samples/sec accuracy=74.867788 loss=0.956783 lr=0.004109 Epoch[055] Batch [2649]/[3759] Speed: 132.890105 samples/sec accuracy=74.871462 loss=0.956713 lr=0.004107 Epoch[055] Batch [2699]/[3759] Speed: 116.699254 samples/sec accuracy=74.862847 loss=0.957040 lr=0.004105 Epoch[055] Batch [2749]/[3759] Speed: 125.594638 samples/sec accuracy=74.829545 loss=0.958045 lr=0.004103 Epoch[055] Batch [2799]/[3759] Speed: 123.901508 samples/sec accuracy=74.833705 loss=0.958210 lr=0.004101 Epoch[055] Batch [2849]/[3759] Speed: 118.196872 samples/sec accuracy=74.826206 loss=0.958601 lr=0.004099 Epoch[055] Batch [2899]/[3759] Speed: 129.802786 samples/sec accuracy=74.821659 loss=0.959023 lr=0.004097 Epoch[055] Batch [2949]/[3759] Speed: 115.993118 samples/sec accuracy=74.810381 loss=0.959680 lr=0.004095 Epoch[055] Batch [2999]/[3759] Speed: 129.296063 samples/sec accuracy=74.817708 loss=0.960100 lr=0.004093 Epoch[055] Batch [3049]/[3759] Speed: 115.520472 samples/sec accuracy=74.805840 loss=0.960530 lr=0.004091 Epoch[055] Batch [3099]/[3759] Speed: 128.311552 samples/sec accuracy=74.799395 loss=0.960922 lr=0.004089 Epoch[055] Batch [3149]/[3759] Speed: 118.686329 samples/sec accuracy=74.802083 loss=0.960913 lr=0.004087 Epoch[055] Batch [3199]/[3759] Speed: 126.441420 samples/sec accuracy=74.799805 loss=0.961564 lr=0.004085 Epoch[055] Batch [3249]/[3759] Speed: 120.078103 samples/sec accuracy=74.767308 loss=0.962534 lr=0.004082 Epoch[055] Batch [3299]/[3759] Speed: 124.438990 samples/sec accuracy=74.745739 loss=0.963194 lr=0.004080 Epoch[055] Batch [3349]/[3759] Speed: 113.619966 samples/sec accuracy=74.746269 loss=0.963545 lr=0.004078 Epoch[055] Batch [3399]/[3759] Speed: 124.733049 samples/sec accuracy=74.736213 loss=0.964359 lr=0.004076 Epoch[055] Batch [3449]/[3759] Speed: 123.386000 samples/sec accuracy=74.724185 loss=0.964843 lr=0.004074 Epoch[055] Batch [3499]/[3759] Speed: 121.795763 samples/sec accuracy=74.716071 loss=0.965350 lr=0.004072 Epoch[055] Batch [3549]/[3759] Speed: 122.221965 samples/sec accuracy=74.683099 loss=0.966401 lr=0.004070 Epoch[055] Batch [3599]/[3759] Speed: 115.679116 samples/sec accuracy=74.695312 loss=0.965856 lr=0.004068 Epoch[055] Batch [3649]/[3759] Speed: 129.696149 samples/sec accuracy=74.663099 loss=0.966840 lr=0.004066 Epoch[055] Batch [3699]/[3759] Speed: 120.603147 samples/sec accuracy=74.663007 loss=0.966880 lr=0.004064 Epoch[055] Batch [3749]/[3759] Speed: 141.661071 samples/sec accuracy=74.655833 loss=0.967472 lr=0.004062 Batch [0049]/[0303]: acc-top1=61.406250 acc-top5=83.281250 Batch [0099]/[0303]: acc-top1=61.859375 acc-top5=83.781250 Batch [0149]/[0303]: acc-top1=62.093750 acc-top5=83.916667 Batch [0199]/[0303]: acc-top1=61.867188 acc-top5=83.710938 Batch [0249]/[0303]: acc-top1=61.937500 acc-top5=83.612500 Batch [0299]/[0303]: acc-top1=61.963542 acc-top5=83.760417 [Epoch 055] training: accuracy=74.652501 loss=0.967520 [Epoch 055] speed: 121 samples/sec time cost: 2167.967585 [Epoch 055] validation: acc-top1=61.943069 acc-top5=83.781972 loss=2.037522 Epoch[056] Batch [0049]/[3760] Speed: 89.471024 samples/sec accuracy=78.093750 loss=0.862442 lr=0.004060 Epoch[056] Batch [0099]/[3760] Speed: 116.647643 samples/sec accuracy=77.187500 loss=0.889320 lr=0.004057 Epoch[056] Batch [0149]/[3760] Speed: 125.675372 samples/sec accuracy=76.822917 loss=0.899757 lr=0.004055 Epoch[056] Batch [0199]/[3760] Speed: 123.304368 samples/sec accuracy=76.539062 loss=0.901801 lr=0.004053 Epoch[056] Batch [0249]/[3760] Speed: 117.910129 samples/sec accuracy=76.350000 loss=0.900879 lr=0.004051 Epoch[056] Batch [0299]/[3760] Speed: 124.932194 samples/sec accuracy=76.213542 loss=0.904694 lr=0.004049 Epoch[056] Batch [0349]/[3760] Speed: 119.911569 samples/sec accuracy=76.281250 loss=0.901412 lr=0.004047 Epoch[056] Batch [0399]/[3760] Speed: 129.532324 samples/sec accuracy=76.117188 loss=0.909539 lr=0.004045 Epoch[056] Batch [0449]/[3760] Speed: 111.123704 samples/sec accuracy=76.038194 loss=0.910524 lr=0.004043 Epoch[056] Batch [0499]/[3760] Speed: 130.680040 samples/sec accuracy=75.931250 loss=0.913512 lr=0.004041 Epoch[056] Batch [0549]/[3760] Speed: 116.399072 samples/sec accuracy=76.065341 loss=0.910882 lr=0.004039 Epoch[056] Batch [0599]/[3760] Speed: 122.726165 samples/sec accuracy=75.968750 loss=0.914135 lr=0.004037 Epoch[056] Batch [0649]/[3760] Speed: 122.488736 samples/sec accuracy=75.985577 loss=0.914916 lr=0.004035 Epoch[056] Batch [0699]/[3760] Speed: 119.287920 samples/sec accuracy=76.049107 loss=0.913520 lr=0.004033 Epoch[056] Batch [0749]/[3760] Speed: 122.909154 samples/sec accuracy=76.037500 loss=0.913901 lr=0.004031 Epoch[056] Batch [0799]/[3760] Speed: 122.877823 samples/sec accuracy=75.900391 loss=0.916875 lr=0.004029 Epoch[056] Batch [0849]/[3760] Speed: 119.629825 samples/sec accuracy=75.786765 loss=0.919545 lr=0.004027 Epoch[056] Batch [0899]/[3760] Speed: 130.654677 samples/sec accuracy=75.753472 loss=0.920764 lr=0.004025 Epoch[056] Batch [0949]/[3760] Speed: 112.904918 samples/sec accuracy=75.735197 loss=0.921621 lr=0.004023 Epoch[056] Batch [0999]/[3760] Speed: 123.062836 samples/sec accuracy=75.710938 loss=0.922075 lr=0.004021 Epoch[056] Batch [1049]/[3760] Speed: 120.381737 samples/sec accuracy=75.691964 loss=0.923741 lr=0.004019 Epoch[056] Batch [1099]/[3760] Speed: 133.244998 samples/sec accuracy=75.615057 loss=0.925984 lr=0.004016 Epoch[056] Batch [1149]/[3760] Speed: 115.090361 samples/sec accuracy=75.644022 loss=0.924923 lr=0.004014 Epoch[056] Batch [1199]/[3760] Speed: 126.055913 samples/sec accuracy=75.645833 loss=0.926473 lr=0.004012 Epoch[056] Batch [1249]/[3760] Speed: 122.833270 samples/sec accuracy=75.692500 loss=0.925862 lr=0.004010 Epoch[056] Batch [1299]/[3760] Speed: 123.083029 samples/sec accuracy=75.686298 loss=0.926548 lr=0.004008 Epoch[056] Batch [1349]/[3760] Speed: 124.897676 samples/sec accuracy=75.656250 loss=0.926823 lr=0.004006 Epoch[056] Batch [1399]/[3760] Speed: 121.133723 samples/sec accuracy=75.683036 loss=0.926083 lr=0.004004 Epoch[056] Batch [1449]/[3760] Speed: 120.442373 samples/sec accuracy=75.672414 loss=0.928116 lr=0.004002 Epoch[056] Batch [1499]/[3760] Speed: 120.698049 samples/sec accuracy=75.658333 loss=0.928640 lr=0.004000 Epoch[056] Batch [1549]/[3760] Speed: 125.364763 samples/sec accuracy=75.633065 loss=0.929299 lr=0.003998 Epoch[056] Batch [1599]/[3760] Speed: 116.490169 samples/sec accuracy=75.607422 loss=0.929607 lr=0.003996 Epoch[056] Batch [1649]/[3760] Speed: 124.571446 samples/sec accuracy=75.600379 loss=0.930656 lr=0.003994 Epoch[056] Batch [1699]/[3760] Speed: 117.523056 samples/sec accuracy=75.582721 loss=0.931257 lr=0.003992 Epoch[056] Batch [1749]/[3760] Speed: 132.855723 samples/sec accuracy=75.579464 loss=0.931171 lr=0.003990 Epoch[056] Batch [1799]/[3760] Speed: 113.982414 samples/sec accuracy=75.606771 loss=0.930535 lr=0.003988 Epoch[056] Batch [1849]/[3760] Speed: 122.621252 samples/sec accuracy=75.627534 loss=0.930283 lr=0.003986 Epoch[056] Batch [1899]/[3760] Speed: 126.670747 samples/sec accuracy=75.641447 loss=0.930128 lr=0.003984 Epoch[056] Batch [1949]/[3760] Speed: 123.527152 samples/sec accuracy=75.623397 loss=0.930864 lr=0.003982 Epoch[056] Batch [1999]/[3760] Speed: 121.035690 samples/sec accuracy=75.593750 loss=0.932405 lr=0.003980 Epoch[056] Batch [2049]/[3760] Speed: 122.514636 samples/sec accuracy=75.576220 loss=0.933379 lr=0.003978 Epoch[056] Batch [2099]/[3760] Speed: 120.811862 samples/sec accuracy=75.555060 loss=0.934522 lr=0.003976 Epoch[056] Batch [2149]/[3760] Speed: 128.809203 samples/sec accuracy=75.547238 loss=0.934649 lr=0.003974 Epoch[056] Batch [2199]/[3760] Speed: 120.963786 samples/sec accuracy=75.535511 loss=0.934779 lr=0.003971 Epoch[056] Batch [2249]/[3760] Speed: 119.194009 samples/sec accuracy=75.497917 loss=0.936177 lr=0.003969 Epoch[056] Batch [2299]/[3760] Speed: 120.635497 samples/sec accuracy=75.501359 loss=0.936537 lr=0.003967 Epoch[056] Batch [2349]/[3760] Speed: 123.667325 samples/sec accuracy=75.488697 loss=0.936675 lr=0.003965 Epoch[056] Batch [2399]/[3760] Speed: 125.777419 samples/sec accuracy=75.458333 loss=0.937259 lr=0.003963 Epoch[056] Batch [2449]/[3760] Speed: 122.395641 samples/sec accuracy=75.431122 loss=0.938574 lr=0.003961 Epoch[056] Batch [2499]/[3760] Speed: 119.390762 samples/sec accuracy=75.434375 loss=0.938192 lr=0.003959 Epoch[056] Batch [2549]/[3760] Speed: 123.028600 samples/sec accuracy=75.406250 loss=0.938961 lr=0.003957 Epoch[056] Batch [2599]/[3760] Speed: 120.826480 samples/sec accuracy=75.391226 loss=0.939631 lr=0.003955 Epoch[056] Batch [2649]/[3760] Speed: 119.459166 samples/sec accuracy=75.386203 loss=0.940085 lr=0.003953 Epoch[056] Batch [2699]/[3760] Speed: 128.943249 samples/sec accuracy=75.364583 loss=0.940364 lr=0.003951 Epoch[056] Batch [2749]/[3760] Speed: 116.952373 samples/sec accuracy=75.346591 loss=0.941410 lr=0.003949 Epoch[056] Batch [2799]/[3760] Speed: 129.739661 samples/sec accuracy=75.352679 loss=0.941075 lr=0.003947 Epoch[056] Batch [2849]/[3760] Speed: 113.577110 samples/sec accuracy=75.344846 loss=0.941534 lr=0.003945 Epoch[056] Batch [2899]/[3760] Speed: 127.061244 samples/sec accuracy=75.335668 loss=0.942201 lr=0.003943 Epoch[056] Batch [2949]/[3760] Speed: 119.389372 samples/sec accuracy=75.332097 loss=0.942654 lr=0.003941 Epoch[056] Batch [2999]/[3760] Speed: 120.208183 samples/sec accuracy=75.350521 loss=0.942376 lr=0.003939 Epoch[056] Batch [3049]/[3760] Speed: 120.730072 samples/sec accuracy=75.355533 loss=0.941965 lr=0.003937 Epoch[056] Batch [3099]/[3760] Speed: 119.153357 samples/sec accuracy=75.379032 loss=0.941121 lr=0.003935 Epoch[056] Batch [3149]/[3760] Speed: 128.024934 samples/sec accuracy=75.390377 loss=0.940777 lr=0.003933 Epoch[056] Batch [3199]/[3760] Speed: 116.084579 samples/sec accuracy=75.377930 loss=0.941187 lr=0.003931 Epoch[056] Batch [3249]/[3760] Speed: 133.831891 samples/sec accuracy=75.368750 loss=0.941619 lr=0.003929 Epoch[056] Batch [3299]/[3760] Speed: 116.183204 samples/sec accuracy=75.352273 loss=0.942080 lr=0.003927 Epoch[056] Batch [3349]/[3760] Speed: 123.536476 samples/sec accuracy=75.334422 loss=0.942350 lr=0.003924 Epoch[056] Batch [3399]/[3760] Speed: 121.098273 samples/sec accuracy=75.298713 loss=0.943139 lr=0.003922 Epoch[056] Batch [3449]/[3760] Speed: 122.009564 samples/sec accuracy=75.284420 loss=0.943741 lr=0.003920 Epoch[056] Batch [3499]/[3760] Speed: 126.606420 samples/sec accuracy=75.283929 loss=0.943939 lr=0.003918 Epoch[056] Batch [3549]/[3760] Speed: 113.349556 samples/sec accuracy=75.257923 loss=0.944650 lr=0.003916 Epoch[056] Batch [3599]/[3760] Speed: 136.917901 samples/sec accuracy=75.233941 loss=0.945619 lr=0.003914 Epoch[056] Batch [3649]/[3760] Speed: 110.319719 samples/sec accuracy=75.207620 loss=0.946887 lr=0.003912 Epoch[056] Batch [3699]/[3760] Speed: 130.027454 samples/sec accuracy=75.192990 loss=0.947425 lr=0.003910 Epoch[056] Batch [3749]/[3760] Speed: 134.720282 samples/sec accuracy=75.180417 loss=0.948130 lr=0.003908 Batch [0049]/[0303]: acc-top1=61.531250 acc-top5=83.531250 Batch [0099]/[0303]: acc-top1=61.812500 acc-top5=83.781250 Batch [0149]/[0303]: acc-top1=62.218750 acc-top5=83.906250 Batch [0199]/[0303]: acc-top1=61.812500 acc-top5=83.570312 Batch [0249]/[0303]: acc-top1=61.925000 acc-top5=83.512500 Batch [0299]/[0303]: acc-top1=62.109375 acc-top5=83.588542 [Epoch 056] training: accuracy=75.174119 loss=0.948292 [Epoch 056] speed: 121 samples/sec time cost: 2168.038351 [Epoch 056] validation: acc-top1=62.144183 acc-top5=83.596328 loss=1.988790 Epoch[057] Batch [0049]/[3760] Speed: 90.074592 samples/sec accuracy=76.468750 loss=0.907774 lr=0.003906 Epoch[057] Batch [0099]/[3760] Speed: 120.668766 samples/sec accuracy=76.890625 loss=0.893119 lr=0.003904 Epoch[057] Batch [0149]/[3760] Speed: 126.062024 samples/sec accuracy=76.291667 loss=0.910264 lr=0.003902 Epoch[057] Batch [0199]/[3760] Speed: 114.388984 samples/sec accuracy=76.039062 loss=0.920140 lr=0.003900 Epoch[057] Batch [0249]/[3760] Speed: 128.300003 samples/sec accuracy=76.200000 loss=0.913577 lr=0.003898 Epoch[057] Batch [0299]/[3760] Speed: 122.190217 samples/sec accuracy=76.296875 loss=0.909878 lr=0.003896 Epoch[057] Batch [0349]/[3760] Speed: 124.662083 samples/sec accuracy=76.500000 loss=0.904855 lr=0.003893 Epoch[057] Batch [0399]/[3760] Speed: 119.138549 samples/sec accuracy=76.472656 loss=0.905453 lr=0.003891 Epoch[057] Batch [0449]/[3760] Speed: 121.464256 samples/sec accuracy=76.572917 loss=0.903200 lr=0.003889 Epoch[057] Batch [0499]/[3760] Speed: 121.319061 samples/sec accuracy=76.496875 loss=0.903637 lr=0.003887 Epoch[057] Batch [0549]/[3760] Speed: 122.988585 samples/sec accuracy=76.420455 loss=0.904815 lr=0.003885 Epoch[057] Batch [0599]/[3760] Speed: 119.159413 samples/sec accuracy=76.312500 loss=0.910639 lr=0.003883 Epoch[057] Batch [0649]/[3760] Speed: 127.546806 samples/sec accuracy=76.242788 loss=0.913449 lr=0.003881 Epoch[057] Batch [0699]/[3760] Speed: 113.521143 samples/sec accuracy=76.147321 loss=0.915578 lr=0.003879 Epoch[057] Batch [0749]/[3760] Speed: 133.272507 samples/sec accuracy=76.095833 loss=0.916189 lr=0.003877 Epoch[057] Batch [0799]/[3760] Speed: 114.086779 samples/sec accuracy=76.125000 loss=0.915819 lr=0.003875 Epoch[057] Batch [0849]/[3760] Speed: 128.463597 samples/sec accuracy=76.137868 loss=0.915119 lr=0.003873 Epoch[057] Batch [0899]/[3760] Speed: 115.728163 samples/sec accuracy=76.126736 loss=0.914094 lr=0.003871 Epoch[057] Batch [0949]/[3760] Speed: 129.762007 samples/sec accuracy=76.133224 loss=0.913206 lr=0.003869 Epoch[057] Batch [0999]/[3760] Speed: 119.135293 samples/sec accuracy=76.182812 loss=0.912436 lr=0.003867 Epoch[057] Batch [1049]/[3760] Speed: 120.617719 samples/sec accuracy=76.178571 loss=0.911502 lr=0.003865 Epoch[057] Batch [1099]/[3760] Speed: 121.138518 samples/sec accuracy=76.133523 loss=0.912566 lr=0.003863 Epoch[057] Batch [1149]/[3760] Speed: 123.545848 samples/sec accuracy=76.144022 loss=0.913178 lr=0.003861 Epoch[057] Batch [1199]/[3760] Speed: 120.897496 samples/sec accuracy=76.161458 loss=0.912799 lr=0.003859 Epoch[057] Batch [1249]/[3760] Speed: 127.691228 samples/sec accuracy=76.141250 loss=0.914284 lr=0.003857 Epoch[057] Batch [1299]/[3760] Speed: 115.065541 samples/sec accuracy=76.121394 loss=0.913323 lr=0.003855 Epoch[057] Batch [1349]/[3760] Speed: 128.228063 samples/sec accuracy=76.131944 loss=0.911926 lr=0.003853 Epoch[057] Batch [1399]/[3760] Speed: 118.408031 samples/sec accuracy=76.111607 loss=0.912898 lr=0.003851 Epoch[057] Batch [1449]/[3760] Speed: 124.442550 samples/sec accuracy=76.072198 loss=0.914351 lr=0.003849 Epoch[057] Batch [1499]/[3760] Speed: 117.537958 samples/sec accuracy=76.028125 loss=0.915329 lr=0.003847 Epoch[057] Batch [1549]/[3760] Speed: 133.517016 samples/sec accuracy=76.056452 loss=0.913963 lr=0.003845 Epoch[057] Batch [1599]/[3760] Speed: 109.704467 samples/sec accuracy=76.033203 loss=0.914003 lr=0.003843 Epoch[057] Batch [1649]/[3760] Speed: 124.026545 samples/sec accuracy=76.010417 loss=0.916047 lr=0.003841 Epoch[057] Batch [1699]/[3760] Speed: 122.404950 samples/sec accuracy=76.011029 loss=0.915622 lr=0.003839 Epoch[057] Batch [1749]/[3760] Speed: 122.343631 samples/sec accuracy=76.002679 loss=0.915139 lr=0.003837 Epoch[057] Batch [1799]/[3760] Speed: 117.275188 samples/sec accuracy=75.965278 loss=0.915945 lr=0.003834 Epoch[057] Batch [1849]/[3760] Speed: 126.693457 samples/sec accuracy=75.950169 loss=0.916724 lr=0.003832 Epoch[057] Batch [1899]/[3760] Speed: 119.659822 samples/sec accuracy=75.958882 loss=0.916521 lr=0.003830 Epoch[057] Batch [1949]/[3760] Speed: 128.720347 samples/sec accuracy=75.953526 loss=0.916283 lr=0.003828 Epoch[057] Batch [1999]/[3760] Speed: 118.844490 samples/sec accuracy=75.970313 loss=0.915601 lr=0.003826 Epoch[057] Batch [2049]/[3760] Speed: 122.446497 samples/sec accuracy=75.989329 loss=0.915431 lr=0.003824 Epoch[057] Batch [2099]/[3760] Speed: 119.530220 samples/sec accuracy=75.973214 loss=0.915980 lr=0.003822 Epoch[057] Batch [2149]/[3760] Speed: 126.282572 samples/sec accuracy=75.979651 loss=0.915893 lr=0.003820 Epoch[057] Batch [2199]/[3760] Speed: 121.565750 samples/sec accuracy=75.995739 loss=0.915420 lr=0.003818 Epoch[057] Batch [2249]/[3760] Speed: 118.149957 samples/sec accuracy=75.960417 loss=0.916527 lr=0.003816 Epoch[057] Batch [2299]/[3760] Speed: 120.185002 samples/sec accuracy=75.919158 loss=0.917430 lr=0.003814 Epoch[057] Batch [2349]/[3760] Speed: 122.953331 samples/sec accuracy=75.933511 loss=0.917111 lr=0.003812 Epoch[057] Batch [2399]/[3760] Speed: 123.262151 samples/sec accuracy=75.898438 loss=0.918749 lr=0.003810 Epoch[057] Batch [2449]/[3760] Speed: 121.372400 samples/sec accuracy=75.872449 loss=0.919160 lr=0.003808 Epoch[057] Batch [2499]/[3760] Speed: 117.215496 samples/sec accuracy=75.843750 loss=0.919657 lr=0.003806 Epoch[057] Batch [2549]/[3760] Speed: 123.492731 samples/sec accuracy=75.825980 loss=0.919669 lr=0.003804 Epoch[057] Batch [2599]/[3760] Speed: 121.943404 samples/sec accuracy=75.812500 loss=0.920883 lr=0.003802 Epoch[057] Batch [2649]/[3760] Speed: 122.449627 samples/sec accuracy=75.791274 loss=0.921681 lr=0.003800 Epoch[057] Batch [2699]/[3760] Speed: 116.158790 samples/sec accuracy=75.791088 loss=0.921755 lr=0.003798 Epoch[057] Batch [2749]/[3760] Speed: 127.329714 samples/sec accuracy=75.780114 loss=0.922475 lr=0.003796 Epoch[057] Batch [2799]/[3760] Speed: 116.878643 samples/sec accuracy=75.759487 loss=0.922968 lr=0.003794 Epoch[057] Batch [2849]/[3760] Speed: 128.923593 samples/sec accuracy=75.734649 loss=0.923675 lr=0.003792 Epoch[057] Batch [2899]/[3760] Speed: 117.455574 samples/sec accuracy=75.725754 loss=0.923957 lr=0.003790 Epoch[057] Batch [2949]/[3760] Speed: 128.455546 samples/sec accuracy=75.716102 loss=0.924194 lr=0.003788 Epoch[057] Batch [2999]/[3760] Speed: 116.088585 samples/sec accuracy=75.726562 loss=0.924121 lr=0.003786 Epoch[057] Batch [3049]/[3760] Speed: 131.079966 samples/sec accuracy=75.705430 loss=0.924428 lr=0.003784 Epoch[057] Batch [3099]/[3760] Speed: 114.566090 samples/sec accuracy=75.683468 loss=0.925396 lr=0.003782 Epoch[057] Batch [3149]/[3760] Speed: 121.831364 samples/sec accuracy=75.674107 loss=0.926276 lr=0.003780 Epoch[057] Batch [3199]/[3760] Speed: 120.853201 samples/sec accuracy=75.658691 loss=0.927328 lr=0.003778 Epoch[057] Batch [3249]/[3760] Speed: 125.846236 samples/sec accuracy=75.663942 loss=0.928008 lr=0.003776 Epoch[057] Batch [3299]/[3760] Speed: 117.416645 samples/sec accuracy=75.651515 loss=0.928588 lr=0.003774 Epoch[057] Batch [3349]/[3760] Speed: 128.316265 samples/sec accuracy=75.638993 loss=0.929402 lr=0.003772 Epoch[057] Batch [3399]/[3760] Speed: 118.539915 samples/sec accuracy=75.623162 loss=0.930221 lr=0.003770 Epoch[057] Batch [3449]/[3760] Speed: 121.701441 samples/sec accuracy=75.617301 loss=0.930774 lr=0.003768 Epoch[057] Batch [3499]/[3760] Speed: 125.882397 samples/sec accuracy=75.610714 loss=0.930778 lr=0.003766 Epoch[057] Batch [3549]/[3760] Speed: 124.498590 samples/sec accuracy=75.576585 loss=0.932114 lr=0.003763 Epoch[057] Batch [3599]/[3760] Speed: 121.812646 samples/sec accuracy=75.572049 loss=0.932480 lr=0.003761 Epoch[057] Batch [3649]/[3760] Speed: 114.882175 samples/sec accuracy=75.574058 loss=0.932269 lr=0.003759 Epoch[057] Batch [3699]/[3760] Speed: 122.038620 samples/sec accuracy=75.564611 loss=0.932583 lr=0.003757 Epoch[057] Batch [3749]/[3760] Speed: 145.225970 samples/sec accuracy=75.578333 loss=0.932226 lr=0.003755 Batch [0049]/[0303]: acc-top1=61.250000 acc-top5=84.718750 Batch [0099]/[0303]: acc-top1=62.046875 acc-top5=84.593750 Batch [0149]/[0303]: acc-top1=62.520833 acc-top5=84.770833 Batch [0199]/[0303]: acc-top1=62.359375 acc-top5=84.382812 Batch [0249]/[0303]: acc-top1=62.556250 acc-top5=84.193750 Batch [0299]/[0303]: acc-top1=62.578125 acc-top5=84.302083 [Epoch 057] training: accuracy=75.569315 loss=0.932429 [Epoch 057] speed: 121 samples/sec time cost: 2170.331640 [Epoch 057] validation: acc-top1=62.639233 acc-top5=84.318276 loss=1.938339 Epoch[058] Batch [0049]/[3759] Speed: 91.202348 samples/sec accuracy=76.656250 loss=0.874730 lr=0.003753 Epoch[058] Batch [0099]/[3759] Speed: 117.594027 samples/sec accuracy=76.937500 loss=0.875721 lr=0.003751 Epoch[058] Batch [0149]/[3759] Speed: 125.466241 samples/sec accuracy=76.729167 loss=0.871444 lr=0.003749 Epoch[058] Batch [0199]/[3759] Speed: 121.650701 samples/sec accuracy=76.656250 loss=0.877998 lr=0.003747 Epoch[058] Batch [0249]/[3759] Speed: 122.027647 samples/sec accuracy=76.600000 loss=0.878148 lr=0.003745 Epoch[058] Batch [0299]/[3759] Speed: 124.977032 samples/sec accuracy=76.484375 loss=0.884087 lr=0.003743 Epoch[058] Batch [0349]/[3759] Speed: 116.456622 samples/sec accuracy=76.508929 loss=0.880625 lr=0.003741 Epoch[058] Batch [0399]/[3759] Speed: 128.743075 samples/sec accuracy=76.402344 loss=0.886115 lr=0.003739 Epoch[058] Batch [0449]/[3759] Speed: 114.019703 samples/sec accuracy=76.420139 loss=0.885139 lr=0.003737 Epoch[058] Batch [0499]/[3759] Speed: 125.925943 samples/sec accuracy=76.406250 loss=0.886820 lr=0.003735 Epoch[058] Batch [0549]/[3759] Speed: 122.856210 samples/sec accuracy=76.372159 loss=0.887663 lr=0.003733 Epoch[058] Batch [0599]/[3759] Speed: 118.214811 samples/sec accuracy=76.257812 loss=0.890623 lr=0.003731 Epoch[058] Batch [0649]/[3759] Speed: 119.235619 samples/sec accuracy=76.189904 loss=0.892481 lr=0.003729 Epoch[058] Batch [0699]/[3759] Speed: 127.227728 samples/sec accuracy=76.252232 loss=0.892169 lr=0.003727 Epoch[058] Batch [0749]/[3759] Speed: 118.094801 samples/sec accuracy=76.308333 loss=0.890946 lr=0.003725 Epoch[058] Batch [0799]/[3759] Speed: 122.519688 samples/sec accuracy=76.390625 loss=0.887432 lr=0.003723 Epoch[058] Batch [0849]/[3759] Speed: 117.343284 samples/sec accuracy=76.409926 loss=0.887366 lr=0.003721 Epoch[058] Batch [0899]/[3759] Speed: 124.261957 samples/sec accuracy=76.371528 loss=0.889744 lr=0.003719 Epoch[058] Batch [0949]/[3759] Speed: 117.113291 samples/sec accuracy=76.383224 loss=0.889396 lr=0.003717 Epoch[058] Batch [0999]/[3759] Speed: 128.177993 samples/sec accuracy=76.443750 loss=0.887906 lr=0.003715 Epoch[058] Batch [1049]/[3759] Speed: 122.548355 samples/sec accuracy=76.471726 loss=0.886940 lr=0.003713 Epoch[058] Batch [1099]/[3759] Speed: 120.512349 samples/sec accuracy=76.471591 loss=0.886847 lr=0.003711 Epoch[058] Batch [1149]/[3759] Speed: 122.263161 samples/sec accuracy=76.538043 loss=0.885363 lr=0.003709 Epoch[058] Batch [1199]/[3759] Speed: 122.416342 samples/sec accuracy=76.485677 loss=0.888455 lr=0.003706 Epoch[058] Batch [1249]/[3759] Speed: 118.815316 samples/sec accuracy=76.485000 loss=0.888931 lr=0.003704 Epoch[058] Batch [1299]/[3759] Speed: 123.425114 samples/sec accuracy=76.503606 loss=0.889010 lr=0.003702 Epoch[058] Batch [1349]/[3759] Speed: 119.216284 samples/sec accuracy=76.468750 loss=0.890037 lr=0.003700 Epoch[058] Batch [1399]/[3759] Speed: 124.625195 samples/sec accuracy=76.458705 loss=0.890946 lr=0.003698 Epoch[058] Batch [1449]/[3759] Speed: 118.036965 samples/sec accuracy=76.407328 loss=0.892946 lr=0.003696 Epoch[058] Batch [1499]/[3759] Speed: 125.080442 samples/sec accuracy=76.431250 loss=0.892588 lr=0.003694 Epoch[058] Batch [1549]/[3759] Speed: 124.569204 samples/sec accuracy=76.452621 loss=0.891850 lr=0.003692 Epoch[058] Batch [1599]/[3759] Speed: 118.780164 samples/sec accuracy=76.502930 loss=0.890070 lr=0.003690 Epoch[058] Batch [1649]/[3759] Speed: 127.398769 samples/sec accuracy=76.495265 loss=0.890948 lr=0.003688 Epoch[058] Batch [1699]/[3759] Speed: 119.355265 samples/sec accuracy=76.536765 loss=0.889776 lr=0.003686 Epoch[058] Batch [1749]/[3759] Speed: 124.524311 samples/sec accuracy=76.499107 loss=0.891250 lr=0.003684 Epoch[058] Batch [1799]/[3759] Speed: 119.437398 samples/sec accuracy=76.535590 loss=0.890316 lr=0.003682 Epoch[058] Batch [1849]/[3759] Speed: 121.756354 samples/sec accuracy=76.509291 loss=0.891428 lr=0.003680 Epoch[058] Batch [1899]/[3759] Speed: 121.651290 samples/sec accuracy=76.495888 loss=0.892016 lr=0.003678 Epoch[058] Batch [1949]/[3759] Speed: 120.283488 samples/sec accuracy=76.449519 loss=0.893114 lr=0.003676 Epoch[058] Batch [1999]/[3759] Speed: 121.235522 samples/sec accuracy=76.425000 loss=0.893848 lr=0.003674 Epoch[058] Batch [2049]/[3759] Speed: 127.709214 samples/sec accuracy=76.406250 loss=0.894593 lr=0.003672 Epoch[058] Batch [2099]/[3759] Speed: 118.986985 samples/sec accuracy=76.402530 loss=0.894685 lr=0.003670 Epoch[058] Batch [2149]/[3759] Speed: 121.965098 samples/sec accuracy=76.402616 loss=0.894937 lr=0.003668 Epoch[058] Batch [2199]/[3759] Speed: 121.721636 samples/sec accuracy=76.406250 loss=0.894987 lr=0.003666 Epoch[058] Batch [2249]/[3759] Speed: 124.718420 samples/sec accuracy=76.387500 loss=0.895862 lr=0.003664 Epoch[058] Batch [2299]/[3759] Speed: 118.273369 samples/sec accuracy=76.401495 loss=0.896165 lr=0.003662 Epoch[058] Batch [2349]/[3759] Speed: 119.211375 samples/sec accuracy=76.371011 loss=0.897466 lr=0.003660 Epoch[058] Batch [2399]/[3759] Speed: 125.958521 samples/sec accuracy=76.373047 loss=0.897685 lr=0.003658 Epoch[058] Batch [2449]/[3759] Speed: 122.338075 samples/sec accuracy=76.376276 loss=0.897251 lr=0.003656 Epoch[058] Batch [2499]/[3759] Speed: 120.275827 samples/sec accuracy=76.360625 loss=0.898019 lr=0.003654 Epoch[058] Batch [2549]/[3759] Speed: 131.482268 samples/sec accuracy=76.359069 loss=0.898068 lr=0.003652 Epoch[058] Batch [2599]/[3759] Speed: 116.947564 samples/sec accuracy=76.337139 loss=0.899047 lr=0.003650 Epoch[058] Batch [2649]/[3759] Speed: 116.829080 samples/sec accuracy=76.327830 loss=0.900447 lr=0.003648 Epoch[058] Batch [2699]/[3759] Speed: 128.503394 samples/sec accuracy=76.326968 loss=0.900741 lr=0.003646 Epoch[058] Batch [2749]/[3759] Speed: 118.058114 samples/sec accuracy=76.311932 loss=0.901112 lr=0.003644 Epoch[058] Batch [2799]/[3759] Speed: 127.447524 samples/sec accuracy=76.301897 loss=0.901845 lr=0.003642 Epoch[058] Batch [2849]/[3759] Speed: 118.558701 samples/sec accuracy=76.297697 loss=0.901765 lr=0.003640 Epoch[058] Batch [2899]/[3759] Speed: 122.701072 samples/sec accuracy=76.295259 loss=0.901752 lr=0.003638 Epoch[058] Batch [2949]/[3759] Speed: 120.732992 samples/sec accuracy=76.285487 loss=0.902335 lr=0.003636 Epoch[058] Batch [2999]/[3759] Speed: 124.003318 samples/sec accuracy=76.280729 loss=0.902957 lr=0.003634 Epoch[058] Batch [3049]/[3759] Speed: 118.859432 samples/sec accuracy=76.263320 loss=0.903933 lr=0.003632 Epoch[058] Batch [3099]/[3759] Speed: 124.357219 samples/sec accuracy=76.255544 loss=0.904138 lr=0.003630 Epoch[058] Batch [3149]/[3759] Speed: 119.724768 samples/sec accuracy=76.256944 loss=0.904075 lr=0.003628 Epoch[058] Batch [3199]/[3759] Speed: 124.825661 samples/sec accuracy=76.229980 loss=0.904499 lr=0.003626 Epoch[058] Batch [3249]/[3759] Speed: 121.026290 samples/sec accuracy=76.193269 loss=0.905940 lr=0.003624 Epoch[058] Batch [3299]/[3759] Speed: 116.587614 samples/sec accuracy=76.153883 loss=0.907168 lr=0.003622 Epoch[058] Batch [3349]/[3759] Speed: 127.069970 samples/sec accuracy=76.131063 loss=0.908122 lr=0.003620 Epoch[058] Batch [3399]/[3759] Speed: 121.805853 samples/sec accuracy=76.116728 loss=0.908490 lr=0.003618 Epoch[058] Batch [3449]/[3759] Speed: 126.663674 samples/sec accuracy=76.114130 loss=0.908448 lr=0.003616 Epoch[058] Batch [3499]/[3759] Speed: 117.206341 samples/sec accuracy=76.108929 loss=0.909005 lr=0.003614 Epoch[058] Batch [3549]/[3759] Speed: 121.165149 samples/sec accuracy=76.071303 loss=0.910309 lr=0.003612 Epoch[058] Batch [3599]/[3759] Speed: 120.498994 samples/sec accuracy=76.073785 loss=0.910499 lr=0.003610 Epoch[058] Batch [3649]/[3759] Speed: 124.600762 samples/sec accuracy=76.064640 loss=0.910864 lr=0.003608 Epoch[058] Batch [3699]/[3759] Speed: 123.692797 samples/sec accuracy=76.060389 loss=0.910721 lr=0.003606 Epoch[058] Batch [3749]/[3759] Speed: 137.643747 samples/sec accuracy=76.044167 loss=0.911083 lr=0.003604 Batch [0049]/[0303]: acc-top1=61.312500 acc-top5=83.593750 Batch [0099]/[0303]: acc-top1=62.109375 acc-top5=83.828125 Batch [0149]/[0303]: acc-top1=62.406250 acc-top5=83.947917 Batch [0199]/[0303]: acc-top1=62.085938 acc-top5=83.765625 Batch [0249]/[0303]: acc-top1=62.150000 acc-top5=83.643750 Batch [0299]/[0303]: acc-top1=62.244792 acc-top5=83.697917 [Epoch 058] training: accuracy=76.053305 loss=0.910829 [Epoch 058] speed: 121 samples/sec time cost: 2168.522272 [Epoch 058] validation: acc-top1=62.267946 acc-top5=83.709777 loss=1.963927 Epoch[059] Batch [0049]/[3760] Speed: 89.419805 samples/sec accuracy=78.000000 loss=0.840683 lr=0.003601 Epoch[059] Batch [0099]/[3760] Speed: 118.713203 samples/sec accuracy=77.218750 loss=0.864699 lr=0.003599 Epoch[059] Batch [0149]/[3760] Speed: 122.959403 samples/sec accuracy=77.156250 loss=0.874494 lr=0.003597 Epoch[059] Batch [0199]/[3760] Speed: 129.993591 samples/sec accuracy=76.898438 loss=0.882613 lr=0.003595 Epoch[059] Batch [0249]/[3760] Speed: 117.436011 samples/sec accuracy=76.775000 loss=0.878386 lr=0.003593 Epoch[059] Batch [0299]/[3760] Speed: 131.416778 samples/sec accuracy=76.786458 loss=0.877243 lr=0.003591 Epoch[059] Batch [0349]/[3760] Speed: 117.072839 samples/sec accuracy=76.892857 loss=0.871435 lr=0.003589 Epoch[059] Batch [0399]/[3760] Speed: 117.074220 samples/sec accuracy=76.953125 loss=0.870310 lr=0.003587 Epoch[059] Batch [0449]/[3760] Speed: 126.534091 samples/sec accuracy=76.899306 loss=0.870510 lr=0.003585 Epoch[059] Batch [0499]/[3760] Speed: 122.986173 samples/sec accuracy=76.818750 loss=0.874347 lr=0.003583 Epoch[059] Batch [0549]/[3760] Speed: 125.942710 samples/sec accuracy=76.815341 loss=0.876989 lr=0.003581 Epoch[059] Batch [0599]/[3760] Speed: 116.987967 samples/sec accuracy=76.802083 loss=0.878525 lr=0.003579 Epoch[059] Batch [0649]/[3760] Speed: 126.136179 samples/sec accuracy=76.802885 loss=0.881012 lr=0.003577 Epoch[059] Batch [0699]/[3760] Speed: 119.527044 samples/sec accuracy=76.783482 loss=0.880700 lr=0.003575 Epoch[059] Batch [0749]/[3760] Speed: 115.931626 samples/sec accuracy=76.843750 loss=0.879824 lr=0.003573 Epoch[059] Batch [0799]/[3760] Speed: 125.795015 samples/sec accuracy=76.857422 loss=0.878339 lr=0.003571 Epoch[059] Batch [0849]/[3760] Speed: 122.718064 samples/sec accuracy=76.840074 loss=0.878348 lr=0.003569 Epoch[059] Batch [0899]/[3760] Speed: 115.759911 samples/sec accuracy=76.821181 loss=0.879009 lr=0.003567 Epoch[059] Batch [0949]/[3760] Speed: 136.087077 samples/sec accuracy=76.782895 loss=0.880881 lr=0.003565 Epoch[059] Batch [0999]/[3760] Speed: 109.595330 samples/sec accuracy=76.856250 loss=0.878553 lr=0.003563 Epoch[059] Batch [1049]/[3760] Speed: 134.295720 samples/sec accuracy=76.867560 loss=0.877592 lr=0.003561 Epoch[059] Batch [1099]/[3760] Speed: 116.049547 samples/sec accuracy=76.916193 loss=0.876812 lr=0.003559 Epoch[059] Batch [1149]/[3760] Speed: 123.517214 samples/sec accuracy=76.849185 loss=0.878995 lr=0.003557 Epoch[059] Batch [1199]/[3760] Speed: 121.558084 samples/sec accuracy=76.843750 loss=0.879955 lr=0.003555 Epoch[059] Batch [1249]/[3760] Speed: 119.807203 samples/sec accuracy=76.778750 loss=0.881154 lr=0.003553 Epoch[059] Batch [1299]/[3760] Speed: 127.463863 samples/sec accuracy=76.734375 loss=0.882795 lr=0.003551 Epoch[059] Batch [1349]/[3760] Speed: 117.402916 samples/sec accuracy=76.686343 loss=0.884853 lr=0.003549 Epoch[059] Batch [1399]/[3760] Speed: 122.943271 samples/sec accuracy=76.694196 loss=0.883767 lr=0.003547 Epoch[059] Batch [1449]/[3760] Speed: 121.772456 samples/sec accuracy=76.641164 loss=0.885072 lr=0.003545 Epoch[059] Batch [1499]/[3760] Speed: 117.772461 samples/sec accuracy=76.664583 loss=0.884087 lr=0.003543 Epoch[059] Batch [1549]/[3760] Speed: 123.911678 samples/sec accuracy=76.674395 loss=0.884377 lr=0.003541 Epoch[059] Batch [1599]/[3760] Speed: 124.146012 samples/sec accuracy=76.660156 loss=0.885018 lr=0.003539 Epoch[059] Batch [1649]/[3760] Speed: 122.902303 samples/sec accuracy=76.653409 loss=0.885143 lr=0.003537 Epoch[059] Batch [1699]/[3760] Speed: 116.199800 samples/sec accuracy=76.653493 loss=0.885771 lr=0.003535 Epoch[059] Batch [1749]/[3760] Speed: 129.733449 samples/sec accuracy=76.614286 loss=0.886067 lr=0.003533 Epoch[059] Batch [1799]/[3760] Speed: 113.921082 samples/sec accuracy=76.595486 loss=0.887216 lr=0.003531 Epoch[059] Batch [1849]/[3760] Speed: 132.241344 samples/sec accuracy=76.603885 loss=0.886969 lr=0.003529 Epoch[059] Batch [1899]/[3760] Speed: 111.831031 samples/sec accuracy=76.584704 loss=0.888253 lr=0.003527 Epoch[059] Batch [1949]/[3760] Speed: 134.162202 samples/sec accuracy=76.587340 loss=0.888190 lr=0.003525 Epoch[059] Batch [1999]/[3760] Speed: 117.392215 samples/sec accuracy=76.577344 loss=0.888127 lr=0.003523 Epoch[059] Batch [2049]/[3760] Speed: 121.034384 samples/sec accuracy=76.626524 loss=0.886753 lr=0.003521 Epoch[059] Batch [2099]/[3760] Speed: 127.133338 samples/sec accuracy=76.634673 loss=0.887444 lr=0.003519 Epoch[059] Batch [2149]/[3760] Speed: 117.553817 samples/sec accuracy=76.647529 loss=0.887609 lr=0.003517 Epoch[059] Batch [2199]/[3760] Speed: 120.573955 samples/sec accuracy=76.625710 loss=0.887826 lr=0.003515 Epoch[059] Batch [2249]/[3760] Speed: 120.936229 samples/sec accuracy=76.627778 loss=0.888784 lr=0.003513 Epoch[059] Batch [2299]/[3760] Speed: 123.602396 samples/sec accuracy=76.635190 loss=0.888676 lr=0.003511 Epoch[059] Batch [2349]/[3760] Speed: 116.229093 samples/sec accuracy=76.618351 loss=0.888974 lr=0.003509 Epoch[059] Batch [2399]/[3760] Speed: 128.786893 samples/sec accuracy=76.618490 loss=0.889002 lr=0.003507 Epoch[059] Batch [2449]/[3760] Speed: 116.191557 samples/sec accuracy=76.610969 loss=0.889290 lr=0.003505 Epoch[059] Batch [2499]/[3760] Speed: 125.270237 samples/sec accuracy=76.628125 loss=0.888877 lr=0.003503 Epoch[059] Batch [2549]/[3760] Speed: 122.831523 samples/sec accuracy=76.606618 loss=0.889476 lr=0.003502 Epoch[059] Batch [2599]/[3760] Speed: 122.560384 samples/sec accuracy=76.608173 loss=0.889490 lr=0.003500 Epoch[059] Batch [2649]/[3760] Speed: 116.791156 samples/sec accuracy=76.616156 loss=0.889325 lr=0.003498 Epoch[059] Batch [2699]/[3760] Speed: 131.347032 samples/sec accuracy=76.593750 loss=0.890179 lr=0.003496 Epoch[059] Batch [2749]/[3760] Speed: 121.949873 samples/sec accuracy=76.569886 loss=0.890971 lr=0.003494 Epoch[059] Batch [2799]/[3760] Speed: 123.872331 samples/sec accuracy=76.560268 loss=0.891192 lr=0.003492 Epoch[059] Batch [2849]/[3760] Speed: 122.155942 samples/sec accuracy=76.557566 loss=0.891403 lr=0.003490 Epoch[059] Batch [2899]/[3760] Speed: 131.815637 samples/sec accuracy=76.547414 loss=0.891752 lr=0.003488 Epoch[059] Batch [2949]/[3760] Speed: 115.281453 samples/sec accuracy=76.544492 loss=0.891674 lr=0.003486 Epoch[059] Batch [2999]/[3760] Speed: 122.761797 samples/sec accuracy=76.546875 loss=0.891548 lr=0.003484 Epoch[059] Batch [3049]/[3760] Speed: 119.876039 samples/sec accuracy=76.548156 loss=0.891681 lr=0.003482 Epoch[059] Batch [3099]/[3760] Speed: 122.417403 samples/sec accuracy=76.511089 loss=0.892845 lr=0.003480 Epoch[059] Batch [3149]/[3760] Speed: 117.986779 samples/sec accuracy=76.499008 loss=0.893198 lr=0.003478 Epoch[059] Batch [3199]/[3760] Speed: 138.443828 samples/sec accuracy=76.496582 loss=0.893139 lr=0.003476 Epoch[059] Batch [3249]/[3760] Speed: 111.986739 samples/sec accuracy=76.490865 loss=0.893527 lr=0.003474 Epoch[059] Batch [3299]/[3760] Speed: 131.036285 samples/sec accuracy=76.488163 loss=0.893754 lr=0.003472 Epoch[059] Batch [3349]/[3760] Speed: 112.911879 samples/sec accuracy=76.472481 loss=0.894049 lr=0.003470 Epoch[059] Batch [3399]/[3760] Speed: 129.942846 samples/sec accuracy=76.467831 loss=0.894391 lr=0.003468 Epoch[059] Batch [3449]/[3760] Speed: 113.641595 samples/sec accuracy=76.436141 loss=0.895384 lr=0.003466 Epoch[059] Batch [3499]/[3760] Speed: 127.318077 samples/sec accuracy=76.420089 loss=0.895705 lr=0.003464 Epoch[059] Batch [3549]/[3760] Speed: 118.236794 samples/sec accuracy=76.402729 loss=0.896466 lr=0.003462 Epoch[059] Batch [3599]/[3760] Speed: 131.483471 samples/sec accuracy=76.401042 loss=0.896814 lr=0.003460 Epoch[059] Batch [3649]/[3760] Speed: 120.703964 samples/sec accuracy=76.398545 loss=0.896782 lr=0.003458 Epoch[059] Batch [3699]/[3760] Speed: 122.408979 samples/sec accuracy=76.382601 loss=0.897228 lr=0.003456 Epoch[059] Batch [3749]/[3760] Speed: 141.028634 samples/sec accuracy=76.360000 loss=0.898076 lr=0.003454 Batch [0049]/[0303]: acc-top1=62.187500 acc-top5=83.906250 Batch [0099]/[0303]: acc-top1=62.156250 acc-top5=84.125000 Batch [0149]/[0303]: acc-top1=62.854167 acc-top5=84.239583 Batch [0199]/[0303]: acc-top1=62.476562 acc-top5=83.937500 Batch [0249]/[0303]: acc-top1=62.431250 acc-top5=83.862500 Batch [0299]/[0303]: acc-top1=62.583333 acc-top5=83.859375 [Epoch 059] training: accuracy=76.355967 loss=0.898191 [Epoch 059] speed: 121 samples/sec time cost: 2167.783356 [Epoch 059] validation: acc-top1=62.613449 acc-top5=83.859323 loss=2.005266 Epoch[060] Batch [0049]/[3760] Speed: 90.128059 samples/sec accuracy=79.125000 loss=0.791292 lr=0.003451 Epoch[060] Batch [0099]/[3760] Speed: 125.533398 samples/sec accuracy=78.531250 loss=0.820657 lr=0.003449 Epoch[060] Batch [0149]/[3760] Speed: 118.861961 samples/sec accuracy=78.312500 loss=0.832505 lr=0.003447 Epoch[060] Batch [0199]/[3760] Speed: 131.161513 samples/sec accuracy=78.203125 loss=0.835596 lr=0.003445 Epoch[060] Batch [0249]/[3760] Speed: 118.942062 samples/sec accuracy=77.756250 loss=0.846405 lr=0.003443 Epoch[060] Batch [0299]/[3760] Speed: 124.249423 samples/sec accuracy=77.697917 loss=0.845885 lr=0.003441 Epoch[060] Batch [0349]/[3760] Speed: 118.769483 samples/sec accuracy=77.611607 loss=0.847526 lr=0.003439 Epoch[060] Batch [0399]/[3760] Speed: 126.494485 samples/sec accuracy=77.675781 loss=0.848433 lr=0.003437 Epoch[060] Batch [0449]/[3760] Speed: 120.502640 samples/sec accuracy=77.777778 loss=0.846280 lr=0.003435 Epoch[060] Batch [0499]/[3760] Speed: 127.294581 samples/sec accuracy=77.771875 loss=0.850428 lr=0.003433 Epoch[060] Batch [0549]/[3760] Speed: 121.593973 samples/sec accuracy=77.778409 loss=0.850425 lr=0.003432 Epoch[060] Batch [0599]/[3760] Speed: 123.794045 samples/sec accuracy=77.708333 loss=0.850603 lr=0.003430 Epoch[060] Batch [0649]/[3760] Speed: 122.110013 samples/sec accuracy=77.687500 loss=0.851873 lr=0.003428 Epoch[060] Batch [0699]/[3760] Speed: 122.873278 samples/sec accuracy=77.642857 loss=0.852040 lr=0.003426 Epoch[060] Batch [0749]/[3760] Speed: 122.592123 samples/sec accuracy=77.627083 loss=0.853150 lr=0.003424 Epoch[060] Batch [0799]/[3760] Speed: 119.997470 samples/sec accuracy=77.615234 loss=0.853799 lr=0.003422 Epoch[060] Batch [0849]/[3760] Speed: 129.645229 samples/sec accuracy=77.579044 loss=0.853173 lr=0.003420 Epoch[060] Batch [0899]/[3760] Speed: 118.524356 samples/sec accuracy=77.618056 loss=0.850367 lr=0.003418 Epoch[060] Batch [0949]/[3760] Speed: 128.130467 samples/sec accuracy=77.623355 loss=0.850117 lr=0.003416 Epoch[060] Batch [0999]/[3760] Speed: 115.972354 samples/sec accuracy=77.617188 loss=0.850887 lr=0.003414 Epoch[060] Batch [1049]/[3760] Speed: 131.794472 samples/sec accuracy=77.540179 loss=0.851511 lr=0.003412 Epoch[060] Batch [1099]/[3760] Speed: 117.592103 samples/sec accuracy=77.546875 loss=0.851345 lr=0.003410 Epoch[060] Batch [1149]/[3760] Speed: 130.351226 samples/sec accuracy=77.546196 loss=0.850860 lr=0.003408 Epoch[060] Batch [1199]/[3760] Speed: 114.973292 samples/sec accuracy=77.566406 loss=0.851062 lr=0.003406 Epoch[060] Batch [1249]/[3760] Speed: 130.173945 samples/sec accuracy=77.571250 loss=0.849855 lr=0.003404 Epoch[060] Batch [1299]/[3760] Speed: 115.096342 samples/sec accuracy=77.525240 loss=0.850717 lr=0.003402 Epoch[060] Batch [1349]/[3760] Speed: 129.721499 samples/sec accuracy=77.553241 loss=0.850253 lr=0.003400 Epoch[060] Batch [1399]/[3760] Speed: 114.170760 samples/sec accuracy=77.495536 loss=0.851508 lr=0.003398 Epoch[060] Batch [1449]/[3760] Speed: 132.404563 samples/sec accuracy=77.494612 loss=0.851945 lr=0.003396 Epoch[060] Batch [1499]/[3760] Speed: 113.025484 samples/sec accuracy=77.516667 loss=0.850712 lr=0.003394 Epoch[060] Batch [1549]/[3760] Speed: 137.939351 samples/sec accuracy=77.496976 loss=0.850424 lr=0.003392 Epoch[060] Batch [1599]/[3760] Speed: 108.823053 samples/sec accuracy=77.500000 loss=0.851003 lr=0.003390 Epoch[060] Batch [1649]/[3760] Speed: 139.967401 samples/sec accuracy=77.485795 loss=0.851238 lr=0.003388 Epoch[060] Batch [1699]/[3760] Speed: 109.846308 samples/sec accuracy=77.490809 loss=0.851321 lr=0.003386 Epoch[060] Batch [1749]/[3760] Speed: 138.604730 samples/sec accuracy=77.450000 loss=0.853465 lr=0.003384 Epoch[060] Batch [1799]/[3760] Speed: 111.085206 samples/sec accuracy=77.460938 loss=0.853941 lr=0.003382 Epoch[060] Batch [1849]/[3760] Speed: 132.052448 samples/sec accuracy=77.440878 loss=0.854962 lr=0.003380 Epoch[060] Batch [1899]/[3760] Speed: 115.192565 samples/sec accuracy=77.452303 loss=0.855578 lr=0.003378 Epoch[060] Batch [1949]/[3760] Speed: 138.801545 samples/sec accuracy=77.456731 loss=0.855723 lr=0.003376 Epoch[060] Batch [1999]/[3760] Speed: 107.646467 samples/sec accuracy=77.430469 loss=0.856656 lr=0.003374 Epoch[060] Batch [2049]/[3760] Speed: 137.809699 samples/sec accuracy=77.395579 loss=0.857937 lr=0.003372 Epoch[060] Batch [2099]/[3760] Speed: 110.916561 samples/sec accuracy=77.393601 loss=0.857672 lr=0.003370 Epoch[060] Batch [2149]/[3760] Speed: 135.065562 samples/sec accuracy=77.361919 loss=0.858567 lr=0.003368 Epoch[060] Batch [2199]/[3760] Speed: 116.362084 samples/sec accuracy=77.328125 loss=0.859285 lr=0.003366 Epoch[060] Batch [2249]/[3760] Speed: 124.278677 samples/sec accuracy=77.314583 loss=0.859938 lr=0.003364 Epoch[060] Batch [2299]/[3760] Speed: 124.559957 samples/sec accuracy=77.306386 loss=0.860436 lr=0.003362 Epoch[060] Batch [2349]/[3760] Speed: 121.136954 samples/sec accuracy=77.320479 loss=0.859842 lr=0.003360 Epoch[060] Batch [2399]/[3760] Speed: 129.686253 samples/sec accuracy=77.279297 loss=0.860833 lr=0.003358 Epoch[060] Batch [2449]/[3760] Speed: 112.423764 samples/sec accuracy=77.269133 loss=0.861206 lr=0.003356 Epoch[060] Batch [2499]/[3760] Speed: 130.555900 samples/sec accuracy=77.250000 loss=0.861770 lr=0.003354 Epoch[060] Batch [2549]/[3760] Speed: 119.330772 samples/sec accuracy=77.257353 loss=0.861709 lr=0.003352 Epoch[060] Batch [2599]/[3760] Speed: 128.810966 samples/sec accuracy=77.225361 loss=0.863042 lr=0.003350 Epoch[060] Batch [2649]/[3760] Speed: 117.673959 samples/sec accuracy=77.227005 loss=0.863240 lr=0.003348 Epoch[060] Batch [2699]/[3760] Speed: 129.398995 samples/sec accuracy=77.208333 loss=0.863987 lr=0.003346 Epoch[060] Batch [2749]/[3760] Speed: 116.079280 samples/sec accuracy=77.192614 loss=0.864932 lr=0.003344 Epoch[060] Batch [2799]/[3760] Speed: 130.266213 samples/sec accuracy=77.191406 loss=0.865144 lr=0.003343 Epoch[060] Batch [2849]/[3760] Speed: 117.316556 samples/sec accuracy=77.192982 loss=0.864969 lr=0.003341 Epoch[060] Batch [2899]/[3760] Speed: 122.969848 samples/sec accuracy=77.171336 loss=0.865225 lr=0.003339 Epoch[060] Batch [2949]/[3760] Speed: 128.474166 samples/sec accuracy=77.154661 loss=0.865725 lr=0.003337 Epoch[060] Batch [2999]/[3760] Speed: 118.353891 samples/sec accuracy=77.140104 loss=0.865953 lr=0.003335 Epoch[060] Batch [3049]/[3760] Speed: 130.256428 samples/sec accuracy=77.127561 loss=0.866085 lr=0.003333 Epoch[060] Batch [3099]/[3760] Speed: 113.221157 samples/sec accuracy=77.106351 loss=0.867132 lr=0.003331 Epoch[060] Batch [3149]/[3760] Speed: 134.468098 samples/sec accuracy=77.094246 loss=0.867437 lr=0.003329 Epoch[060] Batch [3199]/[3760] Speed: 111.662192 samples/sec accuracy=77.086426 loss=0.867608 lr=0.003327 Epoch[060] Batch [3249]/[3760] Speed: 132.629625 samples/sec accuracy=77.085577 loss=0.867774 lr=0.003325 Epoch[060] Batch [3299]/[3760] Speed: 118.231135 samples/sec accuracy=77.054924 loss=0.868574 lr=0.003323 Epoch[060] Batch [3349]/[3760] Speed: 131.925618 samples/sec accuracy=77.056903 loss=0.868678 lr=0.003321 Epoch[060] Batch [3399]/[3760] Speed: 114.763580 samples/sec accuracy=77.056985 loss=0.868875 lr=0.003319 Epoch[060] Batch [3449]/[3760] Speed: 129.177091 samples/sec accuracy=77.043478 loss=0.869333 lr=0.003317 Epoch[060] Batch [3499]/[3760] Speed: 114.183890 samples/sec accuracy=77.026339 loss=0.869952 lr=0.003315 Epoch[060] Batch [3549]/[3760] Speed: 133.950642 samples/sec accuracy=77.006602 loss=0.870829 lr=0.003313 Epoch[060] Batch [3599]/[3760] Speed: 113.965119 samples/sec accuracy=77.000868 loss=0.870937 lr=0.003311 Epoch[060] Batch [3649]/[3760] Speed: 132.199723 samples/sec accuracy=76.990582 loss=0.871375 lr=0.003309 Epoch[060] Batch [3699]/[3760] Speed: 115.378053 samples/sec accuracy=76.985642 loss=0.871483 lr=0.003307 Epoch[060] Batch [3749]/[3760] Speed: 148.721453 samples/sec accuracy=76.983333 loss=0.871675 lr=0.003305 Batch [0049]/[0303]: acc-top1=62.562500 acc-top5=83.781250 Batch [0099]/[0303]: acc-top1=62.500000 acc-top5=83.984375 Batch [0149]/[0303]: acc-top1=62.520833 acc-top5=84.125000 Batch [0199]/[0303]: acc-top1=62.171875 acc-top5=83.726562 Batch [0249]/[0303]: acc-top1=62.193750 acc-top5=83.581250 Batch [0299]/[0303]: acc-top1=62.333333 acc-top5=83.651042 [Epoch 060] training: accuracy=76.974318 loss=0.871825 [Epoch 060] speed: 122 samples/sec time cost: 2154.452594 [Epoch 060] validation: acc-top1=62.360767 acc-top5=83.694307 loss=1.975461 Epoch[061] Batch [0049]/[3759] Speed: 90.475320 samples/sec accuracy=78.750000 loss=0.801610 lr=0.003303 Epoch[061] Batch [0099]/[3759] Speed: 125.795387 samples/sec accuracy=78.453125 loss=0.819390 lr=0.003301 Epoch[061] Batch [0149]/[3759] Speed: 119.307736 samples/sec accuracy=78.041667 loss=0.828381 lr=0.003299 Epoch[061] Batch [0199]/[3759] Speed: 124.228244 samples/sec accuracy=77.984375 loss=0.825622 lr=0.003297 Epoch[061] Batch [0249]/[3759] Speed: 122.061127 samples/sec accuracy=77.993750 loss=0.827539 lr=0.003295 Epoch[061] Batch [0299]/[3759] Speed: 123.105153 samples/sec accuracy=77.932292 loss=0.829851 lr=0.003293 Epoch[061] Batch [0349]/[3759] Speed: 126.697841 samples/sec accuracy=78.026786 loss=0.827324 lr=0.003291 Epoch[061] Batch [0399]/[3759] Speed: 120.123656 samples/sec accuracy=78.187500 loss=0.823131 lr=0.003289 Epoch[061] Batch [0449]/[3759] Speed: 124.285223 samples/sec accuracy=78.135417 loss=0.826817 lr=0.003287 Epoch[061] Batch [0499]/[3759] Speed: 122.702757 samples/sec accuracy=78.243750 loss=0.822749 lr=0.003285 Epoch[061] Batch [0549]/[3759] Speed: 121.651349 samples/sec accuracy=78.261364 loss=0.824077 lr=0.003283 Epoch[061] Batch [0599]/[3759] Speed: 122.723875 samples/sec accuracy=78.289062 loss=0.822615 lr=0.003281 Epoch[061] Batch [0649]/[3759] Speed: 119.778701 samples/sec accuracy=78.216346 loss=0.825082 lr=0.003279 Epoch[061] Batch [0699]/[3759] Speed: 123.619117 samples/sec accuracy=78.151786 loss=0.828074 lr=0.003277 Epoch[061] Batch [0749]/[3759] Speed: 120.509609 samples/sec accuracy=78.120833 loss=0.829392 lr=0.003275 Epoch[061] Batch [0799]/[3759] Speed: 127.826423 samples/sec accuracy=78.164062 loss=0.828528 lr=0.003273 Epoch[061] Batch [0849]/[3759] Speed: 117.164519 samples/sec accuracy=78.156250 loss=0.828363 lr=0.003271 Epoch[061] Batch [0899]/[3759] Speed: 131.485023 samples/sec accuracy=78.177083 loss=0.827575 lr=0.003269 Epoch[061] Batch [0949]/[3759] Speed: 116.796414 samples/sec accuracy=78.136513 loss=0.828512 lr=0.003267 Epoch[061] Batch [0999]/[3759] Speed: 127.709584 samples/sec accuracy=78.123438 loss=0.828783 lr=0.003265 Epoch[061] Batch [1049]/[3759] Speed: 122.978596 samples/sec accuracy=78.145833 loss=0.829387 lr=0.003264 Epoch[061] Batch [1099]/[3759] Speed: 125.381516 samples/sec accuracy=78.166193 loss=0.828359 lr=0.003262 Epoch[061] Batch [1149]/[3759] Speed: 112.894498 samples/sec accuracy=78.119565 loss=0.829683 lr=0.003260 Epoch[061] Batch [1199]/[3759] Speed: 131.699534 samples/sec accuracy=78.072917 loss=0.832247 lr=0.003258 Epoch[061] Batch [1249]/[3759] Speed: 118.133714 samples/sec accuracy=78.051250 loss=0.832795 lr=0.003256 Epoch[061] Batch [1299]/[3759] Speed: 128.344211 samples/sec accuracy=78.003606 loss=0.833454 lr=0.003254 Epoch[061] Batch [1349]/[3759] Speed: 118.481956 samples/sec accuracy=77.997685 loss=0.834024 lr=0.003252 Epoch[061] Batch [1399]/[3759] Speed: 122.957416 samples/sec accuracy=77.946429 loss=0.836051 lr=0.003250 Epoch[061] Batch [1449]/[3759] Speed: 121.136377 samples/sec accuracy=77.883621 loss=0.837940 lr=0.003248 Epoch[061] Batch [1499]/[3759] Speed: 121.929931 samples/sec accuracy=77.852083 loss=0.838895 lr=0.003246 Epoch[061] Batch [1549]/[3759] Speed: 127.417215 samples/sec accuracy=77.861895 loss=0.838409 lr=0.003244 Epoch[061] Batch [1599]/[3759] Speed: 120.452846 samples/sec accuracy=77.833008 loss=0.839260 lr=0.003242 Epoch[061] Batch [1649]/[3759] Speed: 121.774262 samples/sec accuracy=77.828598 loss=0.839790 lr=0.003240 Epoch[061] Batch [1699]/[3759] Speed: 126.816269 samples/sec accuracy=77.825368 loss=0.840362 lr=0.003238 Epoch[061] Batch [1749]/[3759] Speed: 125.093045 samples/sec accuracy=77.833929 loss=0.839994 lr=0.003236 Epoch[061] Batch [1799]/[3759] Speed: 121.135628 samples/sec accuracy=77.822917 loss=0.839829 lr=0.003234 Epoch[061] Batch [1849]/[3759] Speed: 121.614070 samples/sec accuracy=77.812500 loss=0.839662 lr=0.003232 Epoch[061] Batch [1899]/[3759] Speed: 126.918742 samples/sec accuracy=77.770559 loss=0.841457 lr=0.003230 Epoch[061] Batch [1949]/[3759] Speed: 111.608326 samples/sec accuracy=77.757212 loss=0.842384 lr=0.003228 Epoch[061] Batch [1999]/[3759] Speed: 139.481305 samples/sec accuracy=77.723438 loss=0.843832 lr=0.003226 Epoch[061] Batch [2049]/[3759] Speed: 116.557119 samples/sec accuracy=77.707317 loss=0.844050 lr=0.003224 Epoch[061] Batch [2099]/[3759] Speed: 128.095441 samples/sec accuracy=77.709821 loss=0.844488 lr=0.003222 Epoch[061] Batch [2149]/[3759] Speed: 119.441207 samples/sec accuracy=77.699855 loss=0.844704 lr=0.003220 Epoch[061] Batch [2199]/[3759] Speed: 125.564864 samples/sec accuracy=77.687500 loss=0.845009 lr=0.003219 Epoch[061] Batch [2249]/[3759] Speed: 120.714115 samples/sec accuracy=77.668056 loss=0.845777 lr=0.003217 Epoch[061] Batch [2299]/[3759] Speed: 122.327577 samples/sec accuracy=77.675272 loss=0.845442 lr=0.003215 Epoch[061] Batch [2349]/[3759] Speed: 119.057149 samples/sec accuracy=77.656250 loss=0.845878 lr=0.003213 Epoch[061] Batch [2399]/[3759] Speed: 132.338174 samples/sec accuracy=77.648438 loss=0.846186 lr=0.003211 Epoch[061] Batch [2449]/[3759] Speed: 117.320621 samples/sec accuracy=77.644133 loss=0.846668 lr=0.003209 Epoch[061] Batch [2499]/[3759] Speed: 119.618941 samples/sec accuracy=77.613125 loss=0.847364 lr=0.003207 Epoch[061] Batch [2549]/[3759] Speed: 130.748794 samples/sec accuracy=77.589461 loss=0.848097 lr=0.003205 Epoch[061] Batch [2599]/[3759] Speed: 120.229728 samples/sec accuracy=77.565505 loss=0.848621 lr=0.003203 Epoch[061] Batch [2649]/[3759] Speed: 125.517823 samples/sec accuracy=77.561321 loss=0.848586 lr=0.003201 Epoch[061] Batch [2699]/[3759] Speed: 117.184901 samples/sec accuracy=77.536458 loss=0.849087 lr=0.003199 Epoch[061] Batch [2749]/[3759] Speed: 128.107461 samples/sec accuracy=77.538068 loss=0.849018 lr=0.003197 Epoch[061] Batch [2799]/[3759] Speed: 118.620942 samples/sec accuracy=77.530134 loss=0.849028 lr=0.003195 Epoch[061] Batch [2849]/[3759] Speed: 127.680709 samples/sec accuracy=77.512061 loss=0.849386 lr=0.003193 Epoch[061] Batch [2899]/[3759] Speed: 117.337378 samples/sec accuracy=77.514009 loss=0.849366 lr=0.003191 Epoch[061] Batch [2949]/[3759] Speed: 128.062238 samples/sec accuracy=77.502648 loss=0.849729 lr=0.003189 Epoch[061] Batch [2999]/[3759] Speed: 117.717614 samples/sec accuracy=77.505208 loss=0.850030 lr=0.003187 Epoch[061] Batch [3049]/[3759] Speed: 123.990271 samples/sec accuracy=77.477971 loss=0.851031 lr=0.003185 Epoch[061] Batch [3099]/[3759] Speed: 125.627022 samples/sec accuracy=77.445060 loss=0.852481 lr=0.003183 Epoch[061] Batch [3149]/[3759] Speed: 115.494719 samples/sec accuracy=77.446925 loss=0.852454 lr=0.003181 Epoch[061] Batch [3199]/[3759] Speed: 127.070649 samples/sec accuracy=77.453125 loss=0.852606 lr=0.003180 Epoch[061] Batch [3249]/[3759] Speed: 117.472195 samples/sec accuracy=77.435096 loss=0.853524 lr=0.003178 Epoch[061] Batch [3299]/[3759] Speed: 132.585251 samples/sec accuracy=77.435133 loss=0.854068 lr=0.003176 Epoch[061] Batch [3349]/[3759] Speed: 119.774164 samples/sec accuracy=77.436101 loss=0.854098 lr=0.003174 Epoch[061] Batch [3399]/[3759] Speed: 122.477648 samples/sec accuracy=77.440257 loss=0.853976 lr=0.003172 Epoch[061] Batch [3449]/[3759] Speed: 125.585843 samples/sec accuracy=77.444746 loss=0.853768 lr=0.003170 Epoch[061] Batch [3499]/[3759] Speed: 116.024871 samples/sec accuracy=77.433482 loss=0.854092 lr=0.003168 Epoch[061] Batch [3549]/[3759] Speed: 133.746087 samples/sec accuracy=77.429137 loss=0.853922 lr=0.003166 Epoch[061] Batch [3599]/[3759] Speed: 112.183675 samples/sec accuracy=77.410590 loss=0.854704 lr=0.003164 Epoch[061] Batch [3649]/[3759] Speed: 122.701725 samples/sec accuracy=77.399829 loss=0.855314 lr=0.003162 Epoch[061] Batch [3699]/[3759] Speed: 126.480236 samples/sec accuracy=77.393159 loss=0.855567 lr=0.003160 Epoch[061] Batch [3749]/[3759] Speed: 145.567364 samples/sec accuracy=77.376667 loss=0.856172 lr=0.003158 Batch [0049]/[0303]: acc-top1=62.718750 acc-top5=83.875000 Batch [0099]/[0303]: acc-top1=62.953125 acc-top5=84.093750 Batch [0149]/[0303]: acc-top1=62.760417 acc-top5=84.260417 Batch [0199]/[0303]: acc-top1=62.578125 acc-top5=83.960938 Batch [0249]/[0303]: acc-top1=62.693750 acc-top5=83.843750 Batch [0299]/[0303]: acc-top1=62.723958 acc-top5=83.947917 [Epoch 061] training: accuracy=77.377627 loss=0.856229 [Epoch 061] speed: 122 samples/sec time cost: 2155.561142 [Epoch 061] validation: acc-top1=62.706271 acc-top5=83.967616 loss=1.983615 Epoch[062] Batch [0049]/[3760] Speed: 90.872655 samples/sec accuracy=78.781250 loss=0.801016 lr=0.003156 Epoch[062] Batch [0099]/[3760] Speed: 124.632090 samples/sec accuracy=78.828125 loss=0.798004 lr=0.003154 Epoch[062] Batch [0149]/[3760] Speed: 120.240846 samples/sec accuracy=79.145833 loss=0.795381 lr=0.003152 Epoch[062] Batch [0199]/[3760] Speed: 124.027163 samples/sec accuracy=79.257812 loss=0.791193 lr=0.003150 Epoch[062] Batch [0249]/[3760] Speed: 121.568883 samples/sec accuracy=78.912500 loss=0.801324 lr=0.003148 Epoch[062] Batch [0299]/[3760] Speed: 126.445985 samples/sec accuracy=78.927083 loss=0.802725 lr=0.003146 Epoch[062] Batch [0349]/[3760] Speed: 120.631866 samples/sec accuracy=78.678571 loss=0.813988 lr=0.003144 Epoch[062] Batch [0399]/[3760] Speed: 128.853691 samples/sec accuracy=78.652344 loss=0.813791 lr=0.003142 Epoch[062] Batch [0449]/[3760] Speed: 116.315596 samples/sec accuracy=78.611111 loss=0.817585 lr=0.003140 Epoch[062] Batch [0499]/[3760] Speed: 133.912636 samples/sec accuracy=78.518750 loss=0.818038 lr=0.003138 Epoch[062] Batch [0549]/[3760] Speed: 112.657993 samples/sec accuracy=78.517045 loss=0.816315 lr=0.003136 Epoch[062] Batch [0599]/[3760] Speed: 137.933951 samples/sec accuracy=78.575521 loss=0.812300 lr=0.003135 Epoch[062] Batch [0649]/[3760] Speed: 115.701661 samples/sec accuracy=78.615385 loss=0.810289 lr=0.003133 Epoch[062] Batch [0699]/[3760] Speed: 127.588791 samples/sec accuracy=78.662946 loss=0.809389 lr=0.003131 Epoch[062] Batch [0749]/[3760] Speed: 117.636088 samples/sec accuracy=78.647917 loss=0.809164 lr=0.003129 Epoch[062] Batch [0799]/[3760] Speed: 127.677140 samples/sec accuracy=78.593750 loss=0.809275 lr=0.003127 Epoch[062] Batch [0849]/[3760] Speed: 118.154151 samples/sec accuracy=78.580882 loss=0.809290 lr=0.003125 Epoch[062] Batch [0899]/[3760] Speed: 128.659216 samples/sec accuracy=78.565972 loss=0.810543 lr=0.003123 Epoch[062] Batch [0949]/[3760] Speed: 120.386567 samples/sec accuracy=78.521382 loss=0.812105 lr=0.003121 Epoch[062] Batch [0999]/[3760] Speed: 123.279258 samples/sec accuracy=78.520313 loss=0.811655 lr=0.003119 Epoch[062] Batch [1049]/[3760] Speed: 121.250848 samples/sec accuracy=78.535714 loss=0.811208 lr=0.003117 Epoch[062] Batch [1099]/[3760] Speed: 124.625801 samples/sec accuracy=78.500000 loss=0.812424 lr=0.003115 Epoch[062] Batch [1149]/[3760] Speed: 119.713550 samples/sec accuracy=78.475543 loss=0.812532 lr=0.003113 Epoch[062] Batch [1199]/[3760] Speed: 130.168796 samples/sec accuracy=78.425781 loss=0.815254 lr=0.003111 Epoch[062] Batch [1249]/[3760] Speed: 115.785765 samples/sec accuracy=78.430000 loss=0.814736 lr=0.003109 Epoch[062] Batch [1299]/[3760] Speed: 124.877833 samples/sec accuracy=78.395433 loss=0.815724 lr=0.003107 Epoch[062] Batch [1349]/[3760] Speed: 123.916751 samples/sec accuracy=78.349537 loss=0.817411 lr=0.003105 Epoch[062] Batch [1399]/[3760] Speed: 124.436158 samples/sec accuracy=78.358259 loss=0.816982 lr=0.003104 Epoch[062] Batch [1449]/[3760] Speed: 124.175656 samples/sec accuracy=78.353448 loss=0.816895 lr=0.003102 Epoch[062] Batch [1499]/[3760] Speed: 119.015727 samples/sec accuracy=78.400000 loss=0.815840 lr=0.003100 Epoch[062] Batch [1549]/[3760] Speed: 117.433181 samples/sec accuracy=78.377016 loss=0.816562 lr=0.003098 Epoch[062] Batch [1599]/[3760] Speed: 131.270801 samples/sec accuracy=78.336914 loss=0.817382 lr=0.003096 Epoch[062] Batch [1649]/[3760] Speed: 117.230268 samples/sec accuracy=78.290720 loss=0.818673 lr=0.003094 Epoch[062] Batch [1699]/[3760] Speed: 125.791791 samples/sec accuracy=78.251838 loss=0.819902 lr=0.003092 Epoch[062] Batch [1749]/[3760] Speed: 116.058407 samples/sec accuracy=78.233929 loss=0.820942 lr=0.003090 Epoch[062] Batch [1799]/[3760] Speed: 126.795656 samples/sec accuracy=78.202257 loss=0.821968 lr=0.003088 Epoch[062] Batch [1849]/[3760] Speed: 116.379689 samples/sec accuracy=78.191723 loss=0.822202 lr=0.003086 Epoch[062] Batch [1899]/[3760] Speed: 133.947477 samples/sec accuracy=78.159539 loss=0.823502 lr=0.003084 Epoch[062] Batch [1949]/[3760] Speed: 121.993704 samples/sec accuracy=78.140224 loss=0.824759 lr=0.003082 Epoch[062] Batch [1999]/[3760] Speed: 123.460780 samples/sec accuracy=78.131250 loss=0.825072 lr=0.003080 Epoch[062] Batch [2049]/[3760] Speed: 122.146114 samples/sec accuracy=78.110518 loss=0.825412 lr=0.003078 Epoch[062] Batch [2099]/[3760] Speed: 122.818786 samples/sec accuracy=78.109375 loss=0.825529 lr=0.003077 Epoch[062] Batch [2149]/[3760] Speed: 128.089153 samples/sec accuracy=78.077762 loss=0.826740 lr=0.003075 Epoch[062] Batch [2199]/[3760] Speed: 119.668794 samples/sec accuracy=78.098011 loss=0.826599 lr=0.003073 Epoch[062] Batch [2249]/[3760] Speed: 124.703491 samples/sec accuracy=78.115972 loss=0.826173 lr=0.003071 Epoch[062] Batch [2299]/[3760] Speed: 123.537134 samples/sec accuracy=78.077446 loss=0.827545 lr=0.003069 Epoch[062] Batch [2349]/[3760] Speed: 122.390660 samples/sec accuracy=78.063165 loss=0.828763 lr=0.003067 Epoch[062] Batch [2399]/[3760] Speed: 122.960257 samples/sec accuracy=78.065104 loss=0.829266 lr=0.003065 Epoch[062] Batch [2449]/[3760] Speed: 126.537033 samples/sec accuracy=78.065051 loss=0.829293 lr=0.003063 Epoch[062] Batch [2499]/[3760] Speed: 119.598832 samples/sec accuracy=78.057500 loss=0.829480 lr=0.003061 Epoch[062] Batch [2549]/[3760] Speed: 125.961312 samples/sec accuracy=78.056985 loss=0.829257 lr=0.003059 Epoch[062] Batch [2599]/[3760] Speed: 117.203372 samples/sec accuracy=78.025240 loss=0.829989 lr=0.003057 Epoch[062] Batch [2649]/[3760] Speed: 132.335943 samples/sec accuracy=78.008255 loss=0.830392 lr=0.003055 Epoch[062] Batch [2699]/[3760] Speed: 115.213082 samples/sec accuracy=78.003472 loss=0.830784 lr=0.003053 Epoch[062] Batch [2749]/[3760] Speed: 130.202599 samples/sec accuracy=77.994318 loss=0.830661 lr=0.003051 Epoch[062] Batch [2799]/[3760] Speed: 120.029380 samples/sec accuracy=77.972098 loss=0.831155 lr=0.003050 Epoch[062] Batch [2849]/[3760] Speed: 124.758126 samples/sec accuracy=77.965461 loss=0.831409 lr=0.003048 Epoch[062] Batch [2899]/[3760] Speed: 120.992838 samples/sec accuracy=77.944504 loss=0.832243 lr=0.003046 Epoch[062] Batch [2949]/[3760] Speed: 117.016176 samples/sec accuracy=77.952331 loss=0.832348 lr=0.003044 Epoch[062] Batch [2999]/[3760] Speed: 130.714888 samples/sec accuracy=77.934896 loss=0.832906 lr=0.003042 Epoch[062] Batch [3049]/[3760] Speed: 113.537865 samples/sec accuracy=77.923156 loss=0.833307 lr=0.003040 Epoch[062] Batch [3099]/[3760] Speed: 130.939101 samples/sec accuracy=77.922379 loss=0.833803 lr=0.003038 Epoch[062] Batch [3149]/[3760] Speed: 123.136730 samples/sec accuracy=77.916667 loss=0.834028 lr=0.003036 Epoch[062] Batch [3199]/[3760] Speed: 125.197851 samples/sec accuracy=77.902832 loss=0.834607 lr=0.003034 Epoch[062] Batch [3249]/[3760] Speed: 117.532879 samples/sec accuracy=77.906250 loss=0.834475 lr=0.003032 Epoch[062] Batch [3299]/[3760] Speed: 125.007365 samples/sec accuracy=77.901515 loss=0.834360 lr=0.003030 Epoch[062] Batch [3349]/[3760] Speed: 124.333126 samples/sec accuracy=77.888526 loss=0.834933 lr=0.003028 Epoch[062] Batch [3399]/[3760] Speed: 119.930387 samples/sec accuracy=77.870864 loss=0.836112 lr=0.003026 Epoch[062] Batch [3449]/[3760] Speed: 122.511362 samples/sec accuracy=77.849638 loss=0.836741 lr=0.003025 Epoch[062] Batch [3499]/[3760] Speed: 120.142478 samples/sec accuracy=77.864732 loss=0.836112 lr=0.003023 Epoch[062] Batch [3549]/[3760] Speed: 130.853352 samples/sec accuracy=77.866197 loss=0.835840 lr=0.003021 Epoch[062] Batch [3599]/[3760] Speed: 119.091649 samples/sec accuracy=77.851997 loss=0.836644 lr=0.003019 Epoch[062] Batch [3649]/[3760] Speed: 126.312936 samples/sec accuracy=77.847175 loss=0.836965 lr=0.003017 Epoch[062] Batch [3699]/[3760] Speed: 119.689731 samples/sec accuracy=77.823480 loss=0.837549 lr=0.003015 Epoch[062] Batch [3749]/[3760] Speed: 146.757664 samples/sec accuracy=77.823333 loss=0.837642 lr=0.003013 Batch [0049]/[0303]: acc-top1=63.343750 acc-top5=83.531250 Batch [0099]/[0303]: acc-top1=63.187500 acc-top5=84.109375 Batch [0149]/[0303]: acc-top1=63.020833 acc-top5=84.385417 Batch [0199]/[0303]: acc-top1=62.476562 acc-top5=84.179688 Batch [0249]/[0303]: acc-top1=62.637500 acc-top5=84.162500 Batch [0299]/[0303]: acc-top1=62.755208 acc-top5=84.192708 [Epoch 062] training: accuracy=77.812500 loss=0.837807 [Epoch 062] speed: 122 samples/sec time cost: 2153.661655 [Epoch 062] validation: acc-top1=62.737211 acc-top5=84.189356 loss=2.032012 Epoch[063] Batch [0049]/[3760] Speed: 88.574702 samples/sec accuracy=79.968750 loss=0.759821 lr=0.003011 Epoch[063] Batch [0099]/[3760] Speed: 123.540519 samples/sec accuracy=79.437500 loss=0.762402 lr=0.003009 Epoch[063] Batch [0149]/[3760] Speed: 123.960475 samples/sec accuracy=79.479167 loss=0.767093 lr=0.003007 Epoch[063] Batch [0199]/[3760] Speed: 121.996503 samples/sec accuracy=79.210938 loss=0.779474 lr=0.003005 Epoch[063] Batch [0249]/[3760] Speed: 127.911485 samples/sec accuracy=79.025000 loss=0.785708 lr=0.003003 Epoch[063] Batch [0299]/[3760] Speed: 117.920410 samples/sec accuracy=79.151042 loss=0.780637 lr=0.003001 Epoch[063] Batch [0349]/[3760] Speed: 125.864034 samples/sec accuracy=79.111607 loss=0.780002 lr=0.002999 Epoch[063] Batch [0399]/[3760] Speed: 114.861008 samples/sec accuracy=79.132812 loss=0.780790 lr=0.002997 Epoch[063] Batch [0449]/[3760] Speed: 128.399560 samples/sec accuracy=79.083333 loss=0.783985 lr=0.002995 Epoch[063] Batch [0499]/[3760] Speed: 120.691835 samples/sec accuracy=78.915625 loss=0.791936 lr=0.002994 Epoch[063] Batch [0549]/[3760] Speed: 125.350936 samples/sec accuracy=78.880682 loss=0.794591 lr=0.002992 Epoch[063] Batch [0599]/[3760] Speed: 121.247365 samples/sec accuracy=78.885417 loss=0.794905 lr=0.002990 Epoch[063] Batch [0649]/[3760] Speed: 124.253670 samples/sec accuracy=78.887019 loss=0.797854 lr=0.002988 Epoch[063] Batch [0699]/[3760] Speed: 119.750800 samples/sec accuracy=78.979911 loss=0.794416 lr=0.002986 Epoch[063] Batch [0749]/[3760] Speed: 128.025324 samples/sec accuracy=78.981250 loss=0.794231 lr=0.002984 Epoch[063] Batch [0799]/[3760] Speed: 118.915563 samples/sec accuracy=78.986328 loss=0.794866 lr=0.002982 Epoch[063] Batch [0849]/[3760] Speed: 124.536425 samples/sec accuracy=79.016544 loss=0.794644 lr=0.002980 Epoch[063] Batch [0899]/[3760] Speed: 123.734684 samples/sec accuracy=78.965278 loss=0.797846 lr=0.002978 Epoch[063] Batch [0949]/[3760] Speed: 124.905645 samples/sec accuracy=78.967105 loss=0.798735 lr=0.002976 Epoch[063] Batch [0999]/[3760] Speed: 123.202805 samples/sec accuracy=78.946875 loss=0.798629 lr=0.002974 Epoch[063] Batch [1049]/[3760] Speed: 121.845849 samples/sec accuracy=78.885417 loss=0.800248 lr=0.002972 Epoch[063] Batch [1099]/[3760] Speed: 124.611462 samples/sec accuracy=78.917614 loss=0.799867 lr=0.002971 Epoch[063] Batch [1149]/[3760] Speed: 121.143169 samples/sec accuracy=78.957880 loss=0.799204 lr=0.002969 Epoch[063] Batch [1199]/[3760] Speed: 119.995420 samples/sec accuracy=78.942708 loss=0.799792 lr=0.002967 Epoch[063] Batch [1249]/[3760] Speed: 123.298727 samples/sec accuracy=78.862500 loss=0.802059 lr=0.002965 Epoch[063] Batch [1299]/[3760] Speed: 122.721870 samples/sec accuracy=78.899038 loss=0.800603 lr=0.002963 Epoch[063] Batch [1349]/[3760] Speed: 125.410536 samples/sec accuracy=78.893519 loss=0.800593 lr=0.002961 Epoch[063] Batch [1399]/[3760] Speed: 121.085194 samples/sec accuracy=78.929688 loss=0.799169 lr=0.002959 Epoch[063] Batch [1449]/[3760] Speed: 122.440240 samples/sec accuracy=78.915948 loss=0.799759 lr=0.002957 Epoch[063] Batch [1499]/[3760] Speed: 122.978382 samples/sec accuracy=78.885417 loss=0.800023 lr=0.002955 Epoch[063] Batch [1549]/[3760] Speed: 120.644469 samples/sec accuracy=78.866935 loss=0.801252 lr=0.002953 Epoch[063] Batch [1599]/[3760] Speed: 128.514703 samples/sec accuracy=78.873047 loss=0.800916 lr=0.002951 Epoch[063] Batch [1649]/[3760] Speed: 114.775600 samples/sec accuracy=78.867424 loss=0.801407 lr=0.002950 Epoch[063] Batch [1699]/[3760] Speed: 132.280972 samples/sec accuracy=78.881434 loss=0.801978 lr=0.002948 Epoch[063] Batch [1749]/[3760] Speed: 116.458725 samples/sec accuracy=78.901786 loss=0.801239 lr=0.002946 Epoch[063] Batch [1799]/[3760] Speed: 133.208248 samples/sec accuracy=78.888889 loss=0.801001 lr=0.002944 Epoch[063] Batch [1849]/[3760] Speed: 116.478117 samples/sec accuracy=78.862331 loss=0.802262 lr=0.002942 Epoch[063] Batch [1899]/[3760] Speed: 127.199274 samples/sec accuracy=78.902138 loss=0.801436 lr=0.002940 Epoch[063] Batch [1949]/[3760] Speed: 117.528539 samples/sec accuracy=78.896635 loss=0.801551 lr=0.002938 Epoch[063] Batch [1999]/[3760] Speed: 126.248223 samples/sec accuracy=78.889062 loss=0.801870 lr=0.002936 Epoch[063] Batch [2049]/[3760] Speed: 123.530423 samples/sec accuracy=78.881098 loss=0.802169 lr=0.002934 Epoch[063] Batch [2099]/[3760] Speed: 120.189523 samples/sec accuracy=78.842262 loss=0.802992 lr=0.002932 Epoch[063] Batch [2149]/[3760] Speed: 117.243800 samples/sec accuracy=78.848110 loss=0.803560 lr=0.002931 Epoch[063] Batch [2199]/[3760] Speed: 131.481762 samples/sec accuracy=78.822443 loss=0.804327 lr=0.002929 Epoch[063] Batch [2249]/[3760] Speed: 118.266717 samples/sec accuracy=78.823611 loss=0.804045 lr=0.002927 Epoch[063] Batch [2299]/[3760] Speed: 121.821027 samples/sec accuracy=78.855978 loss=0.803288 lr=0.002925 Epoch[063] Batch [2349]/[3760] Speed: 122.870062 samples/sec accuracy=78.851064 loss=0.803437 lr=0.002923 Epoch[063] Batch [2399]/[3760] Speed: 117.476651 samples/sec accuracy=78.848307 loss=0.803887 lr=0.002921 Epoch[063] Batch [2449]/[3760] Speed: 134.203580 samples/sec accuracy=78.859694 loss=0.803994 lr=0.002919 Epoch[063] Batch [2499]/[3760] Speed: 111.863846 samples/sec accuracy=78.856875 loss=0.803598 lr=0.002917 Epoch[063] Batch [2549]/[3760] Speed: 136.887346 samples/sec accuracy=78.831495 loss=0.804133 lr=0.002915 Epoch[063] Batch [2599]/[3760] Speed: 109.109243 samples/sec accuracy=78.819712 loss=0.804338 lr=0.002913 Epoch[063] Batch [2649]/[3760] Speed: 134.451907 samples/sec accuracy=78.808373 loss=0.804360 lr=0.002912 Epoch[063] Batch [2699]/[3760] Speed: 118.826738 samples/sec accuracy=78.784144 loss=0.804465 lr=0.002910 Epoch[063] Batch [2749]/[3760] Speed: 130.263355 samples/sec accuracy=78.770455 loss=0.804867 lr=0.002908 Epoch[063] Batch [2799]/[3760] Speed: 121.309445 samples/sec accuracy=78.771763 loss=0.804686 lr=0.002906 Epoch[063] Batch [2849]/[3760] Speed: 120.246877 samples/sec accuracy=78.754934 loss=0.805353 lr=0.002904 Epoch[063] Batch [2899]/[3760] Speed: 121.816734 samples/sec accuracy=78.767241 loss=0.805481 lr=0.002902 Epoch[063] Batch [2949]/[3760] Speed: 122.137289 samples/sec accuracy=78.745763 loss=0.806866 lr=0.002900 Epoch[063] Batch [2999]/[3760] Speed: 126.660208 samples/sec accuracy=78.732292 loss=0.807614 lr=0.002898 Epoch[063] Batch [3049]/[3760] Speed: 123.775088 samples/sec accuracy=78.727459 loss=0.807413 lr=0.002896 Epoch[063] Batch [3099]/[3760] Speed: 124.269752 samples/sec accuracy=78.716734 loss=0.808050 lr=0.002894 Epoch[063] Batch [3149]/[3760] Speed: 119.471773 samples/sec accuracy=78.729663 loss=0.807780 lr=0.002893 Epoch[063] Batch [3199]/[3760] Speed: 126.597361 samples/sec accuracy=78.712891 loss=0.808121 lr=0.002891 Epoch[063] Batch [3249]/[3760] Speed: 119.311288 samples/sec accuracy=78.689904 loss=0.808972 lr=0.002889 Epoch[063] Batch [3299]/[3760] Speed: 133.383762 samples/sec accuracy=78.663352 loss=0.810302 lr=0.002887 Epoch[063] Batch [3349]/[3760] Speed: 113.766729 samples/sec accuracy=78.666511 loss=0.809981 lr=0.002885 Epoch[063] Batch [3399]/[3760] Speed: 133.168817 samples/sec accuracy=78.654412 loss=0.810110 lr=0.002883 Epoch[063] Batch [3449]/[3760] Speed: 112.681255 samples/sec accuracy=78.654438 loss=0.810387 lr=0.002881 Epoch[063] Batch [3499]/[3760] Speed: 130.134201 samples/sec accuracy=78.646875 loss=0.810522 lr=0.002879 Epoch[063] Batch [3549]/[3760] Speed: 113.246297 samples/sec accuracy=78.639965 loss=0.810843 lr=0.002877 Epoch[063] Batch [3599]/[3760] Speed: 135.605927 samples/sec accuracy=78.609809 loss=0.811472 lr=0.002876 Epoch[063] Batch [3649]/[3760] Speed: 112.569695 samples/sec accuracy=78.604024 loss=0.811734 lr=0.002874 Epoch[063] Batch [3699]/[3760] Speed: 138.780610 samples/sec accuracy=78.596284 loss=0.812057 lr=0.002872 Epoch[063] Batch [3749]/[3760] Speed: 130.143755 samples/sec accuracy=78.587500 loss=0.812500 lr=0.002870 Batch [0049]/[0303]: acc-top1=63.000000 acc-top5=84.812500 Batch [0099]/[0303]: acc-top1=63.406250 acc-top5=84.890625 Batch [0149]/[0303]: acc-top1=63.072917 acc-top5=84.812500 Batch [0199]/[0303]: acc-top1=62.937500 acc-top5=84.453125 Batch [0249]/[0303]: acc-top1=62.981250 acc-top5=84.206250 Batch [0299]/[0303]: acc-top1=63.109375 acc-top5=84.151042 [Epoch 063] training: accuracy=78.585854 loss=0.812617 [Epoch 063] speed: 122 samples/sec time cost: 2155.708496 [Epoch 063] validation: acc-top1=63.134282 acc-top5=84.163573 loss=2.024420 Epoch[064] Batch [0049]/[3759] Speed: 91.342395 samples/sec accuracy=80.062500 loss=0.734646 lr=0.002868 Epoch[064] Batch [0099]/[3759] Speed: 125.218261 samples/sec accuracy=80.500000 loss=0.740234 lr=0.002866 Epoch[064] Batch [0149]/[3759] Speed: 120.485340 samples/sec accuracy=80.197917 loss=0.753437 lr=0.002864 Epoch[064] Batch [0199]/[3759] Speed: 121.609851 samples/sec accuracy=80.164062 loss=0.755402 lr=0.002862 Epoch[064] Batch [0249]/[3759] Speed: 127.778942 samples/sec accuracy=80.218750 loss=0.756133 lr=0.002860 Epoch[064] Batch [0299]/[3759] Speed: 124.682020 samples/sec accuracy=80.239583 loss=0.752951 lr=0.002858 Epoch[064] Batch [0349]/[3759] Speed: 121.757139 samples/sec accuracy=80.098214 loss=0.757551 lr=0.002856 Epoch[064] Batch [0399]/[3759] Speed: 119.557848 samples/sec accuracy=80.113281 loss=0.755795 lr=0.002854 Epoch[064] Batch [0449]/[3759] Speed: 124.313586 samples/sec accuracy=79.965278 loss=0.759007 lr=0.002852 Epoch[064] Batch [0499]/[3759] Speed: 122.010930 samples/sec accuracy=79.759375 loss=0.767049 lr=0.002851 Epoch[064] Batch [0549]/[3759] Speed: 129.422161 samples/sec accuracy=79.636364 loss=0.770912 lr=0.002849 Epoch[064] Batch [0599]/[3759] Speed: 115.162659 samples/sec accuracy=79.695312 loss=0.769643 lr=0.002847 Epoch[064] Batch [0649]/[3759] Speed: 132.933062 samples/sec accuracy=79.680288 loss=0.769456 lr=0.002845 Epoch[064] Batch [0699]/[3759] Speed: 112.222011 samples/sec accuracy=79.658482 loss=0.768814 lr=0.002843 Epoch[064] Batch [0749]/[3759] Speed: 137.247998 samples/sec accuracy=79.662500 loss=0.772279 lr=0.002841 Epoch[064] Batch [0799]/[3759] Speed: 114.003848 samples/sec accuracy=79.660156 loss=0.773019 lr=0.002839 Epoch[064] Batch [0849]/[3759] Speed: 124.251139 samples/sec accuracy=79.588235 loss=0.774405 lr=0.002837 Epoch[064] Batch [0899]/[3759] Speed: 120.722601 samples/sec accuracy=79.564236 loss=0.775500 lr=0.002836 Epoch[064] Batch [0949]/[3759] Speed: 129.894125 samples/sec accuracy=79.490132 loss=0.776756 lr=0.002834 Epoch[064] Batch [0999]/[3759] Speed: 115.889178 samples/sec accuracy=79.465625 loss=0.776568 lr=0.002832 Epoch[064] Batch [1049]/[3759] Speed: 125.298625 samples/sec accuracy=79.412202 loss=0.778498 lr=0.002830 Epoch[064] Batch [1099]/[3759] Speed: 119.848417 samples/sec accuracy=79.369318 loss=0.779900 lr=0.002828 Epoch[064] Batch [1149]/[3759] Speed: 134.910515 samples/sec accuracy=79.351902 loss=0.780500 lr=0.002826 Epoch[064] Batch [1199]/[3759] Speed: 120.701584 samples/sec accuracy=79.333333 loss=0.781260 lr=0.002824 Epoch[064] Batch [1249]/[3759] Speed: 124.683206 samples/sec accuracy=79.330000 loss=0.781379 lr=0.002822 Epoch[064] Batch [1299]/[3759] Speed: 120.046558 samples/sec accuracy=79.366587 loss=0.779411 lr=0.002820 Epoch[064] Batch [1349]/[3759] Speed: 121.996323 samples/sec accuracy=79.379630 loss=0.778675 lr=0.002819 Epoch[064] Batch [1399]/[3759] Speed: 126.641133 samples/sec accuracy=79.368304 loss=0.778975 lr=0.002817 Epoch[064] Batch [1449]/[3759] Speed: 118.583883 samples/sec accuracy=79.368534 loss=0.778524 lr=0.002815 Epoch[064] Batch [1499]/[3759] Speed: 129.005424 samples/sec accuracy=79.368750 loss=0.779007 lr=0.002813 Epoch[064] Batch [1549]/[3759] Speed: 119.262002 samples/sec accuracy=79.332661 loss=0.779722 lr=0.002811 Epoch[064] Batch [1599]/[3759] Speed: 121.665120 samples/sec accuracy=79.286133 loss=0.780838 lr=0.002809 Epoch[064] Batch [1649]/[3759] Speed: 122.762596 samples/sec accuracy=79.234848 loss=0.782515 lr=0.002807 Epoch[064] Batch [1699]/[3759] Speed: 126.167324 samples/sec accuracy=79.195772 loss=0.783188 lr=0.002805 Epoch[064] Batch [1749]/[3759] Speed: 126.270434 samples/sec accuracy=79.160714 loss=0.783571 lr=0.002804 Epoch[064] Batch [1799]/[3759] Speed: 120.978726 samples/sec accuracy=79.158854 loss=0.783209 lr=0.002802 Epoch[064] Batch [1849]/[3759] Speed: 118.209091 samples/sec accuracy=79.147804 loss=0.783929 lr=0.002800 Epoch[064] Batch [1899]/[3759] Speed: 125.650521 samples/sec accuracy=79.137336 loss=0.783931 lr=0.002798 Epoch[064] Batch [1949]/[3759] Speed: 118.811944 samples/sec accuracy=79.151442 loss=0.783655 lr=0.002796 Epoch[064] Batch [1999]/[3759] Speed: 121.464516 samples/sec accuracy=79.143750 loss=0.784078 lr=0.002794 Epoch[064] Batch [2049]/[3759] Speed: 126.061611 samples/sec accuracy=79.143293 loss=0.784366 lr=0.002792 Epoch[064] Batch [2099]/[3759] Speed: 125.265049 samples/sec accuracy=79.142113 loss=0.784293 lr=0.002790 Epoch[064] Batch [2149]/[3759] Speed: 119.625150 samples/sec accuracy=79.125000 loss=0.784806 lr=0.002789 Epoch[064] Batch [2199]/[3759] Speed: 128.160654 samples/sec accuracy=79.121449 loss=0.784853 lr=0.002787 Epoch[064] Batch [2249]/[3759] Speed: 117.580140 samples/sec accuracy=79.103472 loss=0.785392 lr=0.002785 Epoch[064] Batch [2299]/[3759] Speed: 129.595218 samples/sec accuracy=79.105299 loss=0.785514 lr=0.002783 Epoch[064] Batch [2349]/[3759] Speed: 119.305332 samples/sec accuracy=79.106383 loss=0.785643 lr=0.002781 Epoch[064] Batch [2399]/[3759] Speed: 121.461398 samples/sec accuracy=79.078776 loss=0.786161 lr=0.002779 Epoch[064] Batch [2449]/[3759] Speed: 124.722197 samples/sec accuracy=79.051658 loss=0.786944 lr=0.002777 Epoch[064] Batch [2499]/[3759] Speed: 119.740430 samples/sec accuracy=79.057500 loss=0.786927 lr=0.002775 Epoch[064] Batch [2549]/[3759] Speed: 130.744891 samples/sec accuracy=79.057598 loss=0.786948 lr=0.002774 Epoch[064] Batch [2599]/[3759] Speed: 116.303820 samples/sec accuracy=79.060697 loss=0.786410 lr=0.002772 Epoch[064] Batch [2649]/[3759] Speed: 127.150309 samples/sec accuracy=79.035377 loss=0.787539 lr=0.002770 Epoch[064] Batch [2699]/[3759] Speed: 113.458867 samples/sec accuracy=79.034722 loss=0.787790 lr=0.002768 Epoch[064] Batch [2749]/[3759] Speed: 132.614885 samples/sec accuracy=79.021591 loss=0.788514 lr=0.002766 Epoch[064] Batch [2799]/[3759] Speed: 113.179042 samples/sec accuracy=78.982143 loss=0.789105 lr=0.002764 Epoch[064] Batch [2849]/[3759] Speed: 133.540742 samples/sec accuracy=78.968202 loss=0.789470 lr=0.002762 Epoch[064] Batch [2899]/[3759] Speed: 114.891517 samples/sec accuracy=78.962284 loss=0.789897 lr=0.002760 Epoch[064] Batch [2949]/[3759] Speed: 130.853476 samples/sec accuracy=78.960805 loss=0.790338 lr=0.002759 Epoch[064] Batch [2999]/[3759] Speed: 117.591255 samples/sec accuracy=78.966146 loss=0.790486 lr=0.002757 Epoch[064] Batch [3049]/[3759] Speed: 128.405098 samples/sec accuracy=78.950307 loss=0.791065 lr=0.002755 Epoch[064] Batch [3099]/[3759] Speed: 116.234781 samples/sec accuracy=78.951109 loss=0.791104 lr=0.002753 Epoch[064] Batch [3149]/[3759] Speed: 128.855380 samples/sec accuracy=78.925099 loss=0.791855 lr=0.002751 Epoch[064] Batch [3199]/[3759] Speed: 121.957234 samples/sec accuracy=78.907715 loss=0.792514 lr=0.002749 Epoch[064] Batch [3249]/[3759] Speed: 121.416482 samples/sec accuracy=78.894231 loss=0.793358 lr=0.002747 Epoch[064] Batch [3299]/[3759] Speed: 125.034872 samples/sec accuracy=78.883049 loss=0.793993 lr=0.002746 Epoch[064] Batch [3349]/[3759] Speed: 118.695637 samples/sec accuracy=78.876399 loss=0.794110 lr=0.002744 Epoch[064] Batch [3399]/[3759] Speed: 132.882401 samples/sec accuracy=78.861673 loss=0.795073 lr=0.002742 Epoch[064] Batch [3449]/[3759] Speed: 112.403855 samples/sec accuracy=78.853714 loss=0.794846 lr=0.002740 Epoch[064] Batch [3499]/[3759] Speed: 128.030899 samples/sec accuracy=78.844196 loss=0.795216 lr=0.002738 Epoch[064] Batch [3549]/[3759] Speed: 114.764463 samples/sec accuracy=78.851232 loss=0.795721 lr=0.002736 Epoch[064] Batch [3599]/[3759] Speed: 135.403712 samples/sec accuracy=78.834635 loss=0.796254 lr=0.002734 Epoch[064] Batch [3649]/[3759] Speed: 112.338859 samples/sec accuracy=78.821062 loss=0.796730 lr=0.002733 Epoch[064] Batch [3699]/[3759] Speed: 131.213429 samples/sec accuracy=78.810389 loss=0.796840 lr=0.002731 Epoch[064] Batch [3749]/[3759] Speed: 137.019767 samples/sec accuracy=78.791250 loss=0.797089 lr=0.002729 Batch [0049]/[0303]: acc-top1=62.906250 acc-top5=84.250000 Batch [0099]/[0303]: acc-top1=63.578125 acc-top5=84.640625 Batch [0149]/[0303]: acc-top1=63.520833 acc-top5=84.718750 Batch [0199]/[0303]: acc-top1=63.203125 acc-top5=84.445312 Batch [0249]/[0303]: acc-top1=63.187500 acc-top5=84.256250 Batch [0299]/[0303]: acc-top1=63.187500 acc-top5=84.234375 [Epoch 064] training: accuracy=78.790902 loss=0.797069 [Epoch 064] speed: 122 samples/sec time cost: 2153.306442 [Epoch 064] validation: acc-top1=63.227104 acc-top5=84.235767 loss=1.955890 Epoch[065] Batch [0049]/[3760] Speed: 90.437292 samples/sec accuracy=80.843750 loss=0.713649 lr=0.002727 Epoch[065] Batch [0099]/[3760] Speed: 125.487330 samples/sec accuracy=80.390625 loss=0.739146 lr=0.002725 Epoch[065] Batch [0149]/[3760] Speed: 119.488441 samples/sec accuracy=80.500000 loss=0.737977 lr=0.002723 Epoch[065] Batch [0199]/[3760] Speed: 118.528310 samples/sec accuracy=80.679688 loss=0.731223 lr=0.002721 Epoch[065] Batch [0249]/[3760] Speed: 121.507716 samples/sec accuracy=80.806250 loss=0.728291 lr=0.002719 Epoch[065] Batch [0299]/[3760] Speed: 129.208529 samples/sec accuracy=80.760417 loss=0.730277 lr=0.002717 Epoch[065] Batch [0349]/[3760] Speed: 117.714065 samples/sec accuracy=80.656250 loss=0.733087 lr=0.002715 Epoch[065] Batch [0399]/[3760] Speed: 135.369855 samples/sec accuracy=80.484375 loss=0.740202 lr=0.002714 Epoch[065] Batch [0449]/[3760] Speed: 114.936032 samples/sec accuracy=80.326389 loss=0.740655 lr=0.002712 Epoch[065] Batch [0499]/[3760] Speed: 137.959880 samples/sec accuracy=80.400000 loss=0.737938 lr=0.002710 Epoch[065] Batch [0549]/[3760] Speed: 113.083163 samples/sec accuracy=80.377841 loss=0.739870 lr=0.002708 Epoch[065] Batch [0599]/[3760] Speed: 133.038921 samples/sec accuracy=80.278646 loss=0.744538 lr=0.002706 Epoch[065] Batch [0649]/[3760] Speed: 110.101982 samples/sec accuracy=80.346154 loss=0.742082 lr=0.002704 Epoch[065] Batch [0699]/[3760] Speed: 136.690929 samples/sec accuracy=80.232143 loss=0.744197 lr=0.002702 Epoch[065] Batch [0749]/[3760] Speed: 113.961683 samples/sec accuracy=80.206250 loss=0.746520 lr=0.002701 Epoch[065] Batch [0799]/[3760] Speed: 126.458463 samples/sec accuracy=80.154297 loss=0.746824 lr=0.002699 Epoch[065] Batch [0849]/[3760] Speed: 121.999819 samples/sec accuracy=80.207721 loss=0.744994 lr=0.002697 Epoch[065] Batch [0899]/[3760] Speed: 124.912521 samples/sec accuracy=80.197917 loss=0.745966 lr=0.002695 Epoch[065] Batch [0949]/[3760] Speed: 122.323839 samples/sec accuracy=80.184211 loss=0.745318 lr=0.002693 Epoch[065] Batch [0999]/[3760] Speed: 122.556555 samples/sec accuracy=80.170312 loss=0.746746 lr=0.002691 Epoch[065] Batch [1049]/[3760] Speed: 125.236240 samples/sec accuracy=80.199405 loss=0.745978 lr=0.002689 Epoch[065] Batch [1099]/[3760] Speed: 119.506554 samples/sec accuracy=80.142045 loss=0.747648 lr=0.002688 Epoch[065] Batch [1149]/[3760] Speed: 128.580727 samples/sec accuracy=80.148098 loss=0.747894 lr=0.002686 Epoch[065] Batch [1199]/[3760] Speed: 119.757840 samples/sec accuracy=80.154948 loss=0.748160 lr=0.002684 Epoch[065] Batch [1249]/[3760] Speed: 121.682886 samples/sec accuracy=80.120000 loss=0.748722 lr=0.002682 Epoch[065] Batch [1299]/[3760] Speed: 120.153002 samples/sec accuracy=80.079327 loss=0.749740 lr=0.002680 Epoch[065] Batch [1349]/[3760] Speed: 128.341182 samples/sec accuracy=80.070602 loss=0.750315 lr=0.002678 Epoch[065] Batch [1399]/[3760] Speed: 120.242961 samples/sec accuracy=80.034598 loss=0.752297 lr=0.002676 Epoch[065] Batch [1449]/[3760] Speed: 123.980060 samples/sec accuracy=80.019397 loss=0.753265 lr=0.002675 Epoch[065] Batch [1499]/[3760] Speed: 123.376303 samples/sec accuracy=79.989583 loss=0.753934 lr=0.002673 Epoch[065] Batch [1549]/[3760] Speed: 119.440923 samples/sec accuracy=79.955645 loss=0.755741 lr=0.002671 Epoch[065] Batch [1599]/[3760] Speed: 126.224894 samples/sec accuracy=79.925781 loss=0.756075 lr=0.002669 Epoch[065] Batch [1649]/[3760] Speed: 126.631511 samples/sec accuracy=79.899621 loss=0.757374 lr=0.002667 Epoch[065] Batch [1699]/[3760] Speed: 120.677639 samples/sec accuracy=79.862132 loss=0.759374 lr=0.002665 Epoch[065] Batch [1749]/[3760] Speed: 122.902097 samples/sec accuracy=79.814286 loss=0.761224 lr=0.002664 Epoch[065] Batch [1799]/[3760] Speed: 120.195565 samples/sec accuracy=79.811632 loss=0.760897 lr=0.002662 Epoch[065] Batch [1849]/[3760] Speed: 129.383850 samples/sec accuracy=79.804899 loss=0.761288 lr=0.002660 Epoch[065] Batch [1899]/[3760] Speed: 121.079382 samples/sec accuracy=79.804276 loss=0.762243 lr=0.002658 Epoch[065] Batch [1949]/[3760] Speed: 121.874863 samples/sec accuracy=79.801282 loss=0.762869 lr=0.002656 Epoch[065] Batch [1999]/[3760] Speed: 125.088810 samples/sec accuracy=79.768750 loss=0.763483 lr=0.002654 Epoch[065] Batch [2049]/[3760] Speed: 119.620536 samples/sec accuracy=79.763720 loss=0.764058 lr=0.002652 Epoch[065] Batch [2099]/[3760] Speed: 127.038339 samples/sec accuracy=79.765625 loss=0.764236 lr=0.002651 Epoch[065] Batch [2149]/[3760] Speed: 119.405172 samples/sec accuracy=79.746366 loss=0.764639 lr=0.002649 Epoch[065] Batch [2199]/[3760] Speed: 129.482988 samples/sec accuracy=79.731534 loss=0.765426 lr=0.002647 Epoch[065] Batch [2249]/[3760] Speed: 117.281762 samples/sec accuracy=79.711111 loss=0.765653 lr=0.002645 Epoch[065] Batch [2299]/[3760] Speed: 126.668757 samples/sec accuracy=79.697011 loss=0.766094 lr=0.002643 Epoch[065] Batch [2349]/[3760] Speed: 121.332269 samples/sec accuracy=79.702128 loss=0.765802 lr=0.002641 Epoch[065] Batch [2399]/[3760] Speed: 128.455904 samples/sec accuracy=79.699870 loss=0.766204 lr=0.002640 Epoch[065] Batch [2449]/[3760] Speed: 120.734783 samples/sec accuracy=79.692602 loss=0.766738 lr=0.002638 Epoch[065] Batch [2499]/[3760] Speed: 122.898590 samples/sec accuracy=79.677500 loss=0.767211 lr=0.002636 Epoch[065] Batch [2549]/[3760] Speed: 123.857249 samples/sec accuracy=79.685049 loss=0.767261 lr=0.002634 Epoch[065] Batch [2599]/[3760] Speed: 124.603713 samples/sec accuracy=79.694111 loss=0.766727 lr=0.002632 Epoch[065] Batch [2649]/[3760] Speed: 121.771734 samples/sec accuracy=79.695165 loss=0.766796 lr=0.002630 Epoch[065] Batch [2699]/[3760] Speed: 125.028659 samples/sec accuracy=79.683449 loss=0.767331 lr=0.002629 Epoch[065] Batch [2749]/[3760] Speed: 119.174051 samples/sec accuracy=79.653409 loss=0.768474 lr=0.002627 Epoch[065] Batch [2799]/[3760] Speed: 128.887879 samples/sec accuracy=79.647879 loss=0.768792 lr=0.002625 Epoch[065] Batch [2849]/[3760] Speed: 116.351973 samples/sec accuracy=79.635965 loss=0.769068 lr=0.002623 Epoch[065] Batch [2899]/[3760] Speed: 138.434811 samples/sec accuracy=79.624461 loss=0.769266 lr=0.002621 Epoch[065] Batch [2949]/[3760] Speed: 109.214808 samples/sec accuracy=79.609110 loss=0.769609 lr=0.002619 Epoch[065] Batch [2999]/[3760] Speed: 133.886578 samples/sec accuracy=79.609896 loss=0.769663 lr=0.002618 Epoch[065] Batch [3049]/[3760] Speed: 116.158777 samples/sec accuracy=79.593238 loss=0.770115 lr=0.002616 Epoch[065] Batch [3099]/[3760] Speed: 124.085414 samples/sec accuracy=79.574093 loss=0.770764 lr=0.002614 Epoch[065] Batch [3149]/[3760] Speed: 120.425891 samples/sec accuracy=79.565972 loss=0.771225 lr=0.002612 Epoch[065] Batch [3199]/[3760] Speed: 121.905977 samples/sec accuracy=79.554199 loss=0.771438 lr=0.002610 Epoch[065] Batch [3249]/[3760] Speed: 125.175255 samples/sec accuracy=79.524519 loss=0.772478 lr=0.002608 Epoch[065] Batch [3299]/[3760] Speed: 124.710492 samples/sec accuracy=79.505682 loss=0.773213 lr=0.002606 Epoch[065] Batch [3349]/[3760] Speed: 117.345848 samples/sec accuracy=79.505131 loss=0.773220 lr=0.002605 Epoch[065] Batch [3399]/[3760] Speed: 134.889572 samples/sec accuracy=79.488511 loss=0.773513 lr=0.002603 Epoch[065] Batch [3449]/[3760] Speed: 115.743548 samples/sec accuracy=79.471920 loss=0.774552 lr=0.002601 Epoch[065] Batch [3499]/[3760] Speed: 121.657057 samples/sec accuracy=79.459821 loss=0.775193 lr=0.002599 Epoch[065] Batch [3549]/[3760] Speed: 127.771001 samples/sec accuracy=79.468750 loss=0.774761 lr=0.002597 Epoch[065] Batch [3599]/[3760] Speed: 117.237986 samples/sec accuracy=79.464410 loss=0.774709 lr=0.002595 Epoch[065] Batch [3649]/[3760] Speed: 128.173298 samples/sec accuracy=79.475599 loss=0.774473 lr=0.002594 Epoch[065] Batch [3699]/[3760] Speed: 115.639126 samples/sec accuracy=79.465372 loss=0.774837 lr=0.002592 Epoch[065] Batch [3749]/[3760] Speed: 148.607270 samples/sec accuracy=79.458750 loss=0.774801 lr=0.002590 Batch [0049]/[0303]: acc-top1=63.375000 acc-top5=84.625000 Batch [0099]/[0303]: acc-top1=63.687500 acc-top5=84.953125 Batch [0149]/[0303]: acc-top1=63.656250 acc-top5=85.010417 Batch [0199]/[0303]: acc-top1=63.539062 acc-top5=84.546875 Batch [0249]/[0303]: acc-top1=63.300000 acc-top5=84.337500 Batch [0299]/[0303]: acc-top1=63.421875 acc-top5=84.296875 [Epoch 065] training: accuracy=79.457696 loss=0.774956 [Epoch 065] speed: 122 samples/sec time cost: 2150.677716 [Epoch 065] validation: acc-top1=63.443688 acc-top5=84.318276 loss=1.995526 Epoch[066] Batch [0049]/[3759] Speed: 92.527301 samples/sec accuracy=79.968750 loss=0.732371 lr=0.002588 Epoch[066] Batch [0099]/[3759] Speed: 119.648402 samples/sec accuracy=80.046875 loss=0.743261 lr=0.002586 Epoch[066] Batch [0149]/[3759] Speed: 124.936996 samples/sec accuracy=80.333333 loss=0.739784 lr=0.002584 Epoch[066] Batch [0199]/[3759] Speed: 119.701868 samples/sec accuracy=80.445312 loss=0.731712 lr=0.002582 Epoch[066] Batch [0249]/[3759] Speed: 126.886990 samples/sec accuracy=80.456250 loss=0.733721 lr=0.002580 Epoch[066] Batch [0299]/[3759] Speed: 117.977082 samples/sec accuracy=80.437500 loss=0.733449 lr=0.002579 Epoch[066] Batch [0349]/[3759] Speed: 123.424654 samples/sec accuracy=80.513393 loss=0.728934 lr=0.002577 Epoch[066] Batch [0399]/[3759] Speed: 124.358841 samples/sec accuracy=80.535156 loss=0.729771 lr=0.002575 Epoch[066] Batch [0449]/[3759] Speed: 126.102690 samples/sec accuracy=80.486111 loss=0.728534 lr=0.002573 Epoch[066] Batch [0499]/[3759] Speed: 129.818927 samples/sec accuracy=80.450000 loss=0.728911 lr=0.002571 Epoch[066] Batch [0549]/[3759] Speed: 112.005074 samples/sec accuracy=80.465909 loss=0.728289 lr=0.002570 Epoch[066] Batch [0599]/[3759] Speed: 133.530109 samples/sec accuracy=80.445312 loss=0.728139 lr=0.002568 Epoch[066] Batch [0649]/[3759] Speed: 117.359511 samples/sec accuracy=80.483173 loss=0.728833 lr=0.002566 Epoch[066] Batch [0699]/[3759] Speed: 123.552434 samples/sec accuracy=80.419643 loss=0.730972 lr=0.002564 Epoch[066] Batch [0749]/[3759] Speed: 117.843578 samples/sec accuracy=80.387500 loss=0.733991 lr=0.002562 Epoch[066] Batch [0799]/[3759] Speed: 129.834527 samples/sec accuracy=80.357422 loss=0.735661 lr=0.002560 Epoch[066] Batch [0849]/[3759] Speed: 118.417142 samples/sec accuracy=80.360294 loss=0.734993 lr=0.002559 Epoch[066] Batch [0899]/[3759] Speed: 124.490151 samples/sec accuracy=80.359375 loss=0.735412 lr=0.002557 Epoch[066] Batch [0949]/[3759] Speed: 123.401581 samples/sec accuracy=80.343750 loss=0.735524 lr=0.002555 Epoch[066] Batch [0999]/[3759] Speed: 118.922276 samples/sec accuracy=80.310937 loss=0.737434 lr=0.002553 Epoch[066] Batch [1049]/[3759] Speed: 130.960597 samples/sec accuracy=80.272321 loss=0.739022 lr=0.002551 Epoch[066] Batch [1099]/[3759] Speed: 117.347853 samples/sec accuracy=80.193182 loss=0.741441 lr=0.002549 Epoch[066] Batch [1149]/[3759] Speed: 126.709685 samples/sec accuracy=80.218750 loss=0.741684 lr=0.002548 Epoch[066] Batch [1199]/[3759] Speed: 112.882160 samples/sec accuracy=80.229167 loss=0.741786 lr=0.002546 Epoch[066] Batch [1249]/[3759] Speed: 133.638274 samples/sec accuracy=80.242500 loss=0.741473 lr=0.002544 Epoch[066] Batch [1299]/[3759] Speed: 124.241474 samples/sec accuracy=80.207933 loss=0.742642 lr=0.002542 Epoch[066] Batch [1349]/[3759] Speed: 115.007599 samples/sec accuracy=80.166667 loss=0.745377 lr=0.002540 Epoch[066] Batch [1399]/[3759] Speed: 127.083007 samples/sec accuracy=80.140625 loss=0.745545 lr=0.002539 Epoch[066] Batch [1449]/[3759] Speed: 120.973850 samples/sec accuracy=80.159483 loss=0.744663 lr=0.002537 Epoch[066] Batch [1499]/[3759] Speed: 131.709553 samples/sec accuracy=80.188542 loss=0.744187 lr=0.002535 Epoch[066] Batch [1549]/[3759] Speed: 113.692379 samples/sec accuracy=80.201613 loss=0.744592 lr=0.002533 Epoch[066] Batch [1599]/[3759] Speed: 125.357466 samples/sec accuracy=80.202148 loss=0.744941 lr=0.002531 Epoch[066] Batch [1649]/[3759] Speed: 121.652178 samples/sec accuracy=80.195076 loss=0.745626 lr=0.002529 Epoch[066] Batch [1699]/[3759] Speed: 126.999994 samples/sec accuracy=80.193015 loss=0.746799 lr=0.002528 Epoch[066] Batch [1749]/[3759] Speed: 124.286594 samples/sec accuracy=80.158929 loss=0.747488 lr=0.002526 Epoch[066] Batch [1799]/[3759] Speed: 122.658213 samples/sec accuracy=80.119792 loss=0.748527 lr=0.002524 Epoch[066] Batch [1849]/[3759] Speed: 121.997586 samples/sec accuracy=80.099662 loss=0.748455 lr=0.002522 Epoch[066] Batch [1899]/[3759] Speed: 124.803030 samples/sec accuracy=80.103618 loss=0.747569 lr=0.002520 Epoch[066] Batch [1949]/[3759] Speed: 121.130110 samples/sec accuracy=80.089744 loss=0.747730 lr=0.002519 Epoch[066] Batch [1999]/[3759] Speed: 130.646284 samples/sec accuracy=80.109375 loss=0.747288 lr=0.002517 Epoch[066] Batch [2049]/[3759] Speed: 117.807650 samples/sec accuracy=80.115854 loss=0.747296 lr=0.002515 Epoch[066] Batch [2099]/[3759] Speed: 125.510286 samples/sec accuracy=80.116815 loss=0.747663 lr=0.002513 Epoch[066] Batch [2149]/[3759] Speed: 120.120812 samples/sec accuracy=80.106105 loss=0.747979 lr=0.002511 Epoch[066] Batch [2199]/[3759] Speed: 122.178572 samples/sec accuracy=80.088778 loss=0.748332 lr=0.002509 Epoch[066] Batch [2249]/[3759] Speed: 118.585016 samples/sec accuracy=80.106944 loss=0.747784 lr=0.002508 Epoch[066] Batch [2299]/[3759] Speed: 132.249386 samples/sec accuracy=80.099864 loss=0.747473 lr=0.002506 Epoch[066] Batch [2349]/[3759] Speed: 114.733189 samples/sec accuracy=80.098404 loss=0.747702 lr=0.002504 Epoch[066] Batch [2399]/[3759] Speed: 125.571214 samples/sec accuracy=80.091146 loss=0.747989 lr=0.002502 Epoch[066] Batch [2449]/[3759] Speed: 123.884900 samples/sec accuracy=80.060587 loss=0.749006 lr=0.002500 Epoch[066] Batch [2499]/[3759] Speed: 123.280155 samples/sec accuracy=80.041875 loss=0.749522 lr=0.002499 Epoch[066] Batch [2549]/[3759] Speed: 114.762497 samples/sec accuracy=80.015319 loss=0.750433 lr=0.002497 Epoch[066] Batch [2599]/[3759] Speed: 133.295633 samples/sec accuracy=80.028245 loss=0.750239 lr=0.002495 Epoch[066] Batch [2649]/[3759] Speed: 119.388739 samples/sec accuracy=80.024764 loss=0.750136 lr=0.002493 Epoch[066] Batch [2699]/[3759] Speed: 124.802332 samples/sec accuracy=80.020255 loss=0.750241 lr=0.002491 Epoch[066] Batch [2749]/[3759] Speed: 118.665242 samples/sec accuracy=79.997159 loss=0.751434 lr=0.002490 Epoch[066] Batch [2799]/[3759] Speed: 122.599046 samples/sec accuracy=80.002790 loss=0.751315 lr=0.002488 Epoch[066] Batch [2849]/[3759] Speed: 127.030425 samples/sec accuracy=79.992873 loss=0.751754 lr=0.002486 Epoch[066] Batch [2899]/[3759] Speed: 121.018619 samples/sec accuracy=79.983836 loss=0.752325 lr=0.002484 Epoch[066] Batch [2949]/[3759] Speed: 124.846627 samples/sec accuracy=79.977225 loss=0.753065 lr=0.002482 Epoch[066] Batch [2999]/[3759] Speed: 119.134261 samples/sec accuracy=79.958854 loss=0.753783 lr=0.002481 Epoch[066] Batch [3049]/[3759] Speed: 128.063831 samples/sec accuracy=79.967213 loss=0.754135 lr=0.002479 Epoch[066] Batch [3099]/[3759] Speed: 118.439438 samples/sec accuracy=79.980847 loss=0.753435 lr=0.002477 Epoch[066] Batch [3149]/[3759] Speed: 127.505038 samples/sec accuracy=79.985119 loss=0.753079 lr=0.002475 Epoch[066] Batch [3199]/[3759] Speed: 122.936038 samples/sec accuracy=79.987793 loss=0.753381 lr=0.002473 Epoch[066] Batch [3249]/[3759] Speed: 121.809050 samples/sec accuracy=79.976923 loss=0.753948 lr=0.002472 Epoch[066] Batch [3299]/[3759] Speed: 128.307576 samples/sec accuracy=79.968750 loss=0.754342 lr=0.002470 Epoch[066] Batch [3349]/[3759] Speed: 117.159972 samples/sec accuracy=79.960821 loss=0.754531 lr=0.002468 Epoch[066] Batch [3399]/[3759] Speed: 126.293005 samples/sec accuracy=79.931526 loss=0.755142 lr=0.002466 Epoch[066] Batch [3449]/[3759] Speed: 122.115353 samples/sec accuracy=79.927536 loss=0.755185 lr=0.002464 Epoch[066] Batch [3499]/[3759] Speed: 121.758748 samples/sec accuracy=79.930804 loss=0.754994 lr=0.002463 Epoch[066] Batch [3549]/[3759] Speed: 120.239907 samples/sec accuracy=79.933979 loss=0.755077 lr=0.002461 Epoch[066] Batch [3599]/[3759] Speed: 127.258413 samples/sec accuracy=79.937066 loss=0.755228 lr=0.002459 Epoch[066] Batch [3649]/[3759] Speed: 121.208549 samples/sec accuracy=79.919949 loss=0.755585 lr=0.002457 Epoch[066] Batch [3699]/[3759] Speed: 124.775908 samples/sec accuracy=79.906250 loss=0.755467 lr=0.002455 Epoch[066] Batch [3749]/[3759] Speed: 142.875141 samples/sec accuracy=79.918750 loss=0.755435 lr=0.002454 Batch [0049]/[0303]: acc-top1=63.312500 acc-top5=84.406250 Batch [0099]/[0303]: acc-top1=63.359375 acc-top5=85.031250 Batch [0149]/[0303]: acc-top1=63.322917 acc-top5=84.979167 Batch [0199]/[0303]: acc-top1=62.898438 acc-top5=84.640625 Batch [0249]/[0303]: acc-top1=63.087500 acc-top5=84.412500 Batch [0299]/[0303]: acc-top1=63.281250 acc-top5=84.375000 [Epoch 066] training: accuracy=79.919859 loss=0.755526 [Epoch 066] speed: 122 samples/sec time cost: 2151.795824 [Epoch 066] validation: acc-top1=63.294142 acc-top5=84.405941 loss=1.990127 Epoch[067] Batch [0049]/[3760] Speed: 91.379407 samples/sec accuracy=81.656250 loss=0.700423 lr=0.002451 Epoch[067] Batch [0099]/[3760] Speed: 114.831369 samples/sec accuracy=81.109375 loss=0.718501 lr=0.002450 Epoch[067] Batch [0149]/[3760] Speed: 127.451713 samples/sec accuracy=81.291667 loss=0.708483 lr=0.002448 Epoch[067] Batch [0199]/[3760] Speed: 131.072460 samples/sec accuracy=81.156250 loss=0.713715 lr=0.002446 Epoch[067] Batch [0249]/[3760] Speed: 117.278964 samples/sec accuracy=81.243750 loss=0.709988 lr=0.002444 Epoch[067] Batch [0299]/[3760] Speed: 128.213042 samples/sec accuracy=81.078125 loss=0.715878 lr=0.002442 Epoch[067] Batch [0349]/[3760] Speed: 116.227094 samples/sec accuracy=80.982143 loss=0.716327 lr=0.002441 Epoch[067] Batch [0399]/[3760] Speed: 126.470814 samples/sec accuracy=80.921875 loss=0.717723 lr=0.002439 Epoch[067] Batch [0449]/[3760] Speed: 122.505327 samples/sec accuracy=80.972222 loss=0.714837 lr=0.002437 Epoch[067] Batch [0499]/[3760] Speed: 122.153817 samples/sec accuracy=80.993750 loss=0.714967 lr=0.002435 Epoch[067] Batch [0549]/[3760] Speed: 127.534188 samples/sec accuracy=81.099432 loss=0.711137 lr=0.002433 Epoch[067] Batch [0599]/[3760] Speed: 122.013116 samples/sec accuracy=81.049479 loss=0.713590 lr=0.002432 Epoch[067] Batch [0649]/[3760] Speed: 117.787750 samples/sec accuracy=81.076923 loss=0.714570 lr=0.002430 Epoch[067] Batch [0699]/[3760] Speed: 132.595698 samples/sec accuracy=81.026786 loss=0.714165 lr=0.002428 Epoch[067] Batch [0749]/[3760] Speed: 117.568770 samples/sec accuracy=81.029167 loss=0.715022 lr=0.002426 Epoch[067] Batch [0799]/[3760] Speed: 128.454104 samples/sec accuracy=80.978516 loss=0.717411 lr=0.002425 Epoch[067] Batch [0849]/[3760] Speed: 116.804782 samples/sec accuracy=80.968750 loss=0.717824 lr=0.002423 Epoch[067] Batch [0899]/[3760] Speed: 131.262932 samples/sec accuracy=80.934028 loss=0.720136 lr=0.002421 Epoch[067] Batch [0949]/[3760] Speed: 112.732771 samples/sec accuracy=80.879934 loss=0.721099 lr=0.002419 Epoch[067] Batch [0999]/[3760] Speed: 128.836559 samples/sec accuracy=80.912500 loss=0.721426 lr=0.002417 Epoch[067] Batch [1049]/[3760] Speed: 120.968292 samples/sec accuracy=80.952381 loss=0.720837 lr=0.002416 Epoch[067] Batch [1099]/[3760] Speed: 125.649228 samples/sec accuracy=80.937500 loss=0.720930 lr=0.002414 Epoch[067] Batch [1149]/[3760] Speed: 117.302195 samples/sec accuracy=80.870924 loss=0.723948 lr=0.002412 Epoch[067] Batch [1199]/[3760] Speed: 132.204850 samples/sec accuracy=80.847656 loss=0.723000 lr=0.002410 Epoch[067] Batch [1249]/[3760] Speed: 115.692987 samples/sec accuracy=80.850000 loss=0.722179 lr=0.002408 Epoch[067] Batch [1299]/[3760] Speed: 125.144895 samples/sec accuracy=80.855769 loss=0.721416 lr=0.002407 Epoch[067] Batch [1349]/[3760] Speed: 121.177965 samples/sec accuracy=80.858796 loss=0.721320 lr=0.002405 Epoch[067] Batch [1399]/[3760] Speed: 122.493651 samples/sec accuracy=80.849330 loss=0.721359 lr=0.002403 Epoch[067] Batch [1449]/[3760] Speed: 123.918400 samples/sec accuracy=80.836207 loss=0.721797 lr=0.002401 Epoch[067] Batch [1499]/[3760] Speed: 121.801114 samples/sec accuracy=80.856250 loss=0.721024 lr=0.002399 Epoch[067] Batch [1549]/[3760] Speed: 125.036673 samples/sec accuracy=80.847782 loss=0.721720 lr=0.002398 Epoch[067] Batch [1599]/[3760] Speed: 116.645460 samples/sec accuracy=80.782227 loss=0.723117 lr=0.002396 Epoch[067] Batch [1649]/[3760] Speed: 135.805623 samples/sec accuracy=80.764205 loss=0.723797 lr=0.002394 Epoch[067] Batch [1699]/[3760] Speed: 111.681022 samples/sec accuracy=80.756434 loss=0.724235 lr=0.002392 Epoch[067] Batch [1749]/[3760] Speed: 134.990573 samples/sec accuracy=80.761607 loss=0.724240 lr=0.002391 Epoch[067] Batch [1799]/[3760] Speed: 116.503498 samples/sec accuracy=80.731771 loss=0.725199 lr=0.002389 Epoch[067] Batch [1849]/[3760] Speed: 132.085676 samples/sec accuracy=80.733108 loss=0.725228 lr=0.002387 Epoch[067] Batch [1899]/[3760] Speed: 117.905856 samples/sec accuracy=80.707237 loss=0.726509 lr=0.002385 Epoch[067] Batch [1949]/[3760] Speed: 120.802065 samples/sec accuracy=80.710737 loss=0.726209 lr=0.002383 Epoch[067] Batch [1999]/[3760] Speed: 127.163937 samples/sec accuracy=80.679688 loss=0.727474 lr=0.002382 Epoch[067] Batch [2049]/[3760] Speed: 123.286566 samples/sec accuracy=80.672256 loss=0.728279 lr=0.002380 Epoch[067] Batch [2099]/[3760] Speed: 122.700922 samples/sec accuracy=80.642857 loss=0.728880 lr=0.002378 Epoch[067] Batch [2149]/[3760] Speed: 122.118266 samples/sec accuracy=80.656250 loss=0.728751 lr=0.002376 Epoch[067] Batch [2199]/[3760] Speed: 125.638059 samples/sec accuracy=80.632102 loss=0.729548 lr=0.002375 Epoch[067] Batch [2249]/[3760] Speed: 120.246203 samples/sec accuracy=80.629167 loss=0.730044 lr=0.002373 Epoch[067] Batch [2299]/[3760] Speed: 123.631654 samples/sec accuracy=80.603261 loss=0.731050 lr=0.002371 Epoch[067] Batch [2349]/[3760] Speed: 117.585603 samples/sec accuracy=80.594415 loss=0.730937 lr=0.002369 Epoch[067] Batch [2399]/[3760] Speed: 126.092786 samples/sec accuracy=80.595703 loss=0.730986 lr=0.002367 Epoch[067] Batch [2449]/[3760] Speed: 130.432985 samples/sec accuracy=80.582908 loss=0.730845 lr=0.002366 Epoch[067] Batch [2499]/[3760] Speed: 116.659118 samples/sec accuracy=80.590625 loss=0.730794 lr=0.002364 Epoch[067] Batch [2549]/[3760] Speed: 133.713769 samples/sec accuracy=80.577819 loss=0.731578 lr=0.002362 Epoch[067] Batch [2599]/[3760] Speed: 117.395942 samples/sec accuracy=80.560096 loss=0.731712 lr=0.002360 Epoch[067] Batch [2649]/[3760] Speed: 126.930148 samples/sec accuracy=80.567807 loss=0.731351 lr=0.002359 Epoch[067] Batch [2699]/[3760] Speed: 118.898124 samples/sec accuracy=80.550347 loss=0.732119 lr=0.002357 Epoch[067] Batch [2749]/[3760] Speed: 127.218275 samples/sec accuracy=80.532955 loss=0.732830 lr=0.002355 Epoch[067] Batch [2799]/[3760] Speed: 117.456463 samples/sec accuracy=80.547991 loss=0.732552 lr=0.002353 Epoch[067] Batch [2849]/[3760] Speed: 123.736101 samples/sec accuracy=80.542763 loss=0.732898 lr=0.002351 Epoch[067] Batch [2899]/[3760] Speed: 121.508760 samples/sec accuracy=80.544181 loss=0.732664 lr=0.002350 Epoch[067] Batch [2949]/[3760] Speed: 125.497428 samples/sec accuracy=80.513242 loss=0.733750 lr=0.002348 Epoch[067] Batch [2999]/[3760] Speed: 119.088829 samples/sec accuracy=80.504167 loss=0.733893 lr=0.002346 Epoch[067] Batch [3049]/[3760] Speed: 127.519731 samples/sec accuracy=80.488217 loss=0.734720 lr=0.002344 Epoch[067] Batch [3099]/[3760] Speed: 123.391060 samples/sec accuracy=80.486391 loss=0.735173 lr=0.002343 Epoch[067] Batch [3149]/[3760] Speed: 126.241358 samples/sec accuracy=80.470238 loss=0.735974 lr=0.002341 Epoch[067] Batch [3199]/[3760] Speed: 119.992290 samples/sec accuracy=80.480469 loss=0.735653 lr=0.002339 Epoch[067] Batch [3249]/[3760] Speed: 123.247367 samples/sec accuracy=80.487500 loss=0.735580 lr=0.002337 Epoch[067] Batch [3299]/[3760] Speed: 119.825231 samples/sec accuracy=80.475852 loss=0.735482 lr=0.002336 Epoch[067] Batch [3349]/[3760] Speed: 126.470939 samples/sec accuracy=80.472481 loss=0.735963 lr=0.002334 Epoch[067] Batch [3399]/[3760] Speed: 121.301576 samples/sec accuracy=80.466452 loss=0.736281 lr=0.002332 Epoch[067] Batch [3449]/[3760] Speed: 125.142680 samples/sec accuracy=80.461504 loss=0.736360 lr=0.002330 Epoch[067] Batch [3499]/[3760] Speed: 123.982901 samples/sec accuracy=80.466964 loss=0.736456 lr=0.002328 Epoch[067] Batch [3549]/[3760] Speed: 124.316385 samples/sec accuracy=80.438380 loss=0.736749 lr=0.002327 Epoch[067] Batch [3599]/[3760] Speed: 126.209318 samples/sec accuracy=80.440104 loss=0.736499 lr=0.002325 Epoch[067] Batch [3649]/[3760] Speed: 120.339150 samples/sec accuracy=80.423801 loss=0.736870 lr=0.002323 Epoch[067] Batch [3699]/[3760] Speed: 116.046790 samples/sec accuracy=80.407939 loss=0.737408 lr=0.002321 Epoch[067] Batch [3749]/[3760] Speed: 144.579572 samples/sec accuracy=80.401667 loss=0.737358 lr=0.002320 Batch [0049]/[0303]: acc-top1=63.562500 acc-top5=83.437500 Batch [0099]/[0303]: acc-top1=63.562500 acc-top5=84.093750 Batch [0149]/[0303]: acc-top1=63.645833 acc-top5=84.447917 Batch [0199]/[0303]: acc-top1=63.312500 acc-top5=84.148438 Batch [0249]/[0303]: acc-top1=63.318750 acc-top5=84.256250 Batch [0299]/[0303]: acc-top1=63.500000 acc-top5=84.276042 [Epoch 067] training: accuracy=80.403923 loss=0.737305 [Epoch 067] speed: 122 samples/sec time cost: 2152.380227 [Epoch 067] validation: acc-top1=63.515883 acc-top5=84.292492 loss=1.957551 Epoch[068] Batch [0049]/[3760] Speed: 90.866878 samples/sec accuracy=83.125000 loss=0.663170 lr=0.002318 Epoch[068] Batch [0099]/[3760] Speed: 122.979126 samples/sec accuracy=82.671875 loss=0.673994 lr=0.002316 Epoch[068] Batch [0149]/[3760] Speed: 125.401585 samples/sec accuracy=81.979167 loss=0.692650 lr=0.002314 Epoch[068] Batch [0199]/[3760] Speed: 130.499676 samples/sec accuracy=81.812500 loss=0.691439 lr=0.002312 Epoch[068] Batch [0249]/[3760] Speed: 114.923170 samples/sec accuracy=81.906250 loss=0.692219 lr=0.002310 Epoch[068] Batch [0299]/[3760] Speed: 128.343451 samples/sec accuracy=81.989583 loss=0.688824 lr=0.002309 Epoch[068] Batch [0349]/[3760] Speed: 117.520785 samples/sec accuracy=81.941964 loss=0.690689 lr=0.002307 Epoch[068] Batch [0399]/[3760] Speed: 131.568805 samples/sec accuracy=81.742188 loss=0.693987 lr=0.002305 Epoch[068] Batch [0449]/[3760] Speed: 117.118959 samples/sec accuracy=81.680556 loss=0.696175 lr=0.002303 Epoch[068] Batch [0499]/[3760] Speed: 132.078176 samples/sec accuracy=81.753125 loss=0.692773 lr=0.002302 Epoch[068] Batch [0549]/[3760] Speed: 117.333088 samples/sec accuracy=81.772727 loss=0.690311 lr=0.002300 Epoch[068] Batch [0599]/[3760] Speed: 125.405961 samples/sec accuracy=81.736979 loss=0.691130 lr=0.002298 Epoch[068] Batch [0649]/[3760] Speed: 121.367856 samples/sec accuracy=81.805288 loss=0.688596 lr=0.002296 Epoch[068] Batch [0699]/[3760] Speed: 120.812187 samples/sec accuracy=81.828125 loss=0.688216 lr=0.002295 Epoch[068] Batch [0749]/[3760] Speed: 120.167165 samples/sec accuracy=81.729167 loss=0.692444 lr=0.002293 Epoch[068] Batch [0799]/[3760] Speed: 122.117419 samples/sec accuracy=81.710938 loss=0.692209 lr=0.002291 Epoch[068] Batch [0849]/[3760] Speed: 122.120175 samples/sec accuracy=81.661765 loss=0.693534 lr=0.002289 Epoch[068] Batch [0899]/[3760] Speed: 120.974371 samples/sec accuracy=81.614583 loss=0.694173 lr=0.002288 Epoch[068] Batch [0949]/[3760] Speed: 129.451048 samples/sec accuracy=81.598684 loss=0.693700 lr=0.002286 Epoch[068] Batch [0999]/[3760] Speed: 115.476860 samples/sec accuracy=81.620312 loss=0.691252 lr=0.002284 Epoch[068] Batch [1049]/[3760] Speed: 129.664716 samples/sec accuracy=81.592262 loss=0.692137 lr=0.002282 Epoch[068] Batch [1099]/[3760] Speed: 119.773485 samples/sec accuracy=81.607955 loss=0.691835 lr=0.002281 Epoch[068] Batch [1149]/[3760] Speed: 125.488694 samples/sec accuracy=81.565217 loss=0.693347 lr=0.002279 Epoch[068] Batch [1199]/[3760] Speed: 123.462786 samples/sec accuracy=81.539062 loss=0.694628 lr=0.002277 Epoch[068] Batch [1249]/[3760] Speed: 120.302031 samples/sec accuracy=81.512500 loss=0.696301 lr=0.002275 Epoch[068] Batch [1299]/[3760] Speed: 122.913879 samples/sec accuracy=81.456731 loss=0.698057 lr=0.002274 Epoch[068] Batch [1349]/[3760] Speed: 123.993334 samples/sec accuracy=81.401620 loss=0.698845 lr=0.002272 Epoch[068] Batch [1399]/[3760] Speed: 123.196068 samples/sec accuracy=81.344866 loss=0.700589 lr=0.002270 Epoch[068] Batch [1449]/[3760] Speed: 123.439268 samples/sec accuracy=81.308190 loss=0.701344 lr=0.002268 Epoch[068] Batch [1499]/[3760] Speed: 121.717912 samples/sec accuracy=81.306250 loss=0.701653 lr=0.002267 Epoch[068] Batch [1549]/[3760] Speed: 124.985981 samples/sec accuracy=81.262097 loss=0.702597 lr=0.002265 Epoch[068] Batch [1599]/[3760] Speed: 126.277723 samples/sec accuracy=81.252930 loss=0.703240 lr=0.002263 Epoch[068] Batch [1649]/[3760] Speed: 118.794463 samples/sec accuracy=81.239583 loss=0.703580 lr=0.002261 Epoch[068] Batch [1699]/[3760] Speed: 123.093025 samples/sec accuracy=81.247243 loss=0.703871 lr=0.002260 Epoch[068] Batch [1749]/[3760] Speed: 120.541320 samples/sec accuracy=81.227679 loss=0.704684 lr=0.002258 Epoch[068] Batch [1799]/[3760] Speed: 123.393229 samples/sec accuracy=81.164062 loss=0.706069 lr=0.002256 Epoch[068] Batch [1849]/[3760] Speed: 127.217631 samples/sec accuracy=81.186655 loss=0.705988 lr=0.002254 Epoch[068] Batch [1899]/[3760] Speed: 117.906903 samples/sec accuracy=81.189145 loss=0.706650 lr=0.002253 Epoch[068] Batch [1949]/[3760] Speed: 127.157888 samples/sec accuracy=81.173077 loss=0.707201 lr=0.002251 Epoch[068] Batch [1999]/[3760] Speed: 119.460813 samples/sec accuracy=81.162500 loss=0.707698 lr=0.002249 Epoch[068] Batch [2049]/[3760] Speed: 127.630986 samples/sec accuracy=81.140244 loss=0.709089 lr=0.002247 Epoch[068] Batch [2099]/[3760] Speed: 118.137737 samples/sec accuracy=81.133185 loss=0.708843 lr=0.002246 Epoch[068] Batch [2149]/[3760] Speed: 129.534794 samples/sec accuracy=81.117006 loss=0.709529 lr=0.002244 Epoch[068] Batch [2199]/[3760] Speed: 126.068290 samples/sec accuracy=81.117188 loss=0.709736 lr=0.002242 Epoch[068] Batch [2249]/[3760] Speed: 117.088099 samples/sec accuracy=81.103472 loss=0.709938 lr=0.002240 Epoch[068] Batch [2299]/[3760] Speed: 129.479046 samples/sec accuracy=81.065217 loss=0.710935 lr=0.002239 Epoch[068] Batch [2349]/[3760] Speed: 120.144417 samples/sec accuracy=81.065824 loss=0.711130 lr=0.002237 Epoch[068] Batch [2399]/[3760] Speed: 125.004059 samples/sec accuracy=81.048177 loss=0.710936 lr=0.002235 Epoch[068] Batch [2449]/[3760] Speed: 123.600595 samples/sec accuracy=81.038265 loss=0.711848 lr=0.002233 Epoch[068] Batch [2499]/[3760] Speed: 123.897717 samples/sec accuracy=81.039375 loss=0.711822 lr=0.002232 Epoch[068] Batch [2549]/[3760] Speed: 117.790862 samples/sec accuracy=81.039216 loss=0.711963 lr=0.002230 Epoch[068] Batch [2599]/[3760] Speed: 131.124785 samples/sec accuracy=81.019231 loss=0.711969 lr=0.002228 Epoch[068] Batch [2649]/[3760] Speed: 115.603323 samples/sec accuracy=81.025943 loss=0.712057 lr=0.002226 Epoch[068] Batch [2699]/[3760] Speed: 131.230676 samples/sec accuracy=81.044560 loss=0.711635 lr=0.002225 Epoch[068] Batch [2749]/[3760] Speed: 120.476375 samples/sec accuracy=81.043182 loss=0.711917 lr=0.002223 Epoch[068] Batch [2799]/[3760] Speed: 127.841380 samples/sec accuracy=81.030692 loss=0.712335 lr=0.002221 Epoch[068] Batch [2849]/[3760] Speed: 113.291314 samples/sec accuracy=81.025219 loss=0.712194 lr=0.002220 Epoch[068] Batch [2899]/[3760] Speed: 134.444023 samples/sec accuracy=81.022091 loss=0.712362 lr=0.002218 Epoch[068] Batch [2949]/[3760] Speed: 120.259208 samples/sec accuracy=81.011123 loss=0.713002 lr=0.002216 Epoch[068] Batch [2999]/[3760] Speed: 120.630412 samples/sec accuracy=80.997917 loss=0.713573 lr=0.002214 Epoch[068] Batch [3049]/[3760] Speed: 125.963345 samples/sec accuracy=80.993852 loss=0.713643 lr=0.002213 Epoch[068] Batch [3099]/[3760] Speed: 125.035907 samples/sec accuracy=80.983367 loss=0.714113 lr=0.002211 Epoch[068] Batch [3149]/[3760] Speed: 124.751278 samples/sec accuracy=80.979167 loss=0.714178 lr=0.002209 Epoch[068] Batch [3199]/[3760] Speed: 115.468517 samples/sec accuracy=80.958008 loss=0.714624 lr=0.002207 Epoch[068] Batch [3249]/[3760] Speed: 131.761695 samples/sec accuracy=80.954808 loss=0.715059 lr=0.002206 Epoch[068] Batch [3299]/[3760] Speed: 112.513032 samples/sec accuracy=80.952652 loss=0.714994 lr=0.002204 Epoch[068] Batch [3349]/[3760] Speed: 138.427287 samples/sec accuracy=80.937966 loss=0.715679 lr=0.002202 Epoch[068] Batch [3399]/[3760] Speed: 117.258537 samples/sec accuracy=80.927849 loss=0.715941 lr=0.002200 Epoch[068] Batch [3449]/[3760] Speed: 125.331361 samples/sec accuracy=80.931612 loss=0.715581 lr=0.002199 Epoch[068] Batch [3499]/[3760] Speed: 118.822157 samples/sec accuracy=80.929911 loss=0.715544 lr=0.002197 Epoch[068] Batch [3549]/[3760] Speed: 127.088276 samples/sec accuracy=80.927377 loss=0.715826 lr=0.002195 Epoch[068] Batch [3599]/[3760] Speed: 116.760174 samples/sec accuracy=80.908420 loss=0.716640 lr=0.002194 Epoch[068] Batch [3649]/[3760] Speed: 128.214286 samples/sec accuracy=80.897688 loss=0.716968 lr=0.002192 Epoch[068] Batch [3699]/[3760] Speed: 123.683071 samples/sec accuracy=80.899916 loss=0.716998 lr=0.002190 Epoch[068] Batch [3749]/[3760] Speed: 141.934801 samples/sec accuracy=80.886667 loss=0.717273 lr=0.002188 Batch [0049]/[0303]: acc-top1=62.875000 acc-top5=83.718750 Batch [0099]/[0303]: acc-top1=63.656250 acc-top5=84.343750 Batch [0149]/[0303]: acc-top1=63.895833 acc-top5=84.437500 Batch [0199]/[0303]: acc-top1=63.492188 acc-top5=84.257812 Batch [0249]/[0303]: acc-top1=63.431250 acc-top5=84.212500 Batch [0299]/[0303]: acc-top1=63.505208 acc-top5=84.281250 [Epoch 068] training: accuracy=80.884309 loss=0.717386 [Epoch 068] speed: 122 samples/sec time cost: 2148.575059 [Epoch 068] validation: acc-top1=63.500413 acc-top5=84.313119 loss=1.982856 Epoch[069] Batch [0049]/[3759] Speed: 90.671276 samples/sec accuracy=81.312500 loss=0.700545 lr=0.002186 Epoch[069] Batch [0099]/[3759] Speed: 125.969880 samples/sec accuracy=81.562500 loss=0.697649 lr=0.002185 Epoch[069] Batch [0149]/[3759] Speed: 117.494728 samples/sec accuracy=81.833333 loss=0.688191 lr=0.002183 Epoch[069] Batch [0199]/[3759] Speed: 124.678733 samples/sec accuracy=81.648438 loss=0.693742 lr=0.002181 Epoch[069] Batch [0249]/[3759] Speed: 124.060967 samples/sec accuracy=81.612500 loss=0.694328 lr=0.002179 Epoch[069] Batch [0299]/[3759] Speed: 127.153062 samples/sec accuracy=81.671875 loss=0.689565 lr=0.002178 Epoch[069] Batch [0349]/[3759] Speed: 118.193348 samples/sec accuracy=81.732143 loss=0.690740 lr=0.002176 Epoch[069] Batch [0399]/[3759] Speed: 125.548761 samples/sec accuracy=81.664062 loss=0.694658 lr=0.002174 Epoch[069] Batch [0449]/[3759] Speed: 121.883733 samples/sec accuracy=81.618056 loss=0.694450 lr=0.002172 Epoch[069] Batch [0499]/[3759] Speed: 123.723464 samples/sec accuracy=81.606250 loss=0.695363 lr=0.002171 Epoch[069] Batch [0549]/[3759] Speed: 120.935574 samples/sec accuracy=81.551136 loss=0.697757 lr=0.002169 Epoch[069] Batch [0599]/[3759] Speed: 127.411431 samples/sec accuracy=81.601562 loss=0.695056 lr=0.002167 Epoch[069] Batch [0649]/[3759] Speed: 121.629687 samples/sec accuracy=81.646635 loss=0.693116 lr=0.002166 Epoch[069] Batch [0699]/[3759] Speed: 119.795027 samples/sec accuracy=81.714286 loss=0.691822 lr=0.002164 Epoch[069] Batch [0749]/[3759] Speed: 125.919302 samples/sec accuracy=81.710417 loss=0.691151 lr=0.002162 Epoch[069] Batch [0799]/[3759] Speed: 119.928604 samples/sec accuracy=81.666016 loss=0.693125 lr=0.002160 Epoch[069] Batch [0849]/[3759] Speed: 127.663549 samples/sec accuracy=81.696691 loss=0.691902 lr=0.002159 Epoch[069] Batch [0899]/[3759] Speed: 124.630492 samples/sec accuracy=81.708333 loss=0.692383 lr=0.002157 Epoch[069] Batch [0949]/[3759] Speed: 125.074314 samples/sec accuracy=81.651316 loss=0.693342 lr=0.002155 Epoch[069] Batch [0999]/[3759] Speed: 110.668755 samples/sec accuracy=81.621875 loss=0.693571 lr=0.002154 Epoch[069] Batch [1049]/[3759] Speed: 140.712111 samples/sec accuracy=81.625000 loss=0.692743 lr=0.002152 Epoch[069] Batch [1099]/[3759] Speed: 116.522333 samples/sec accuracy=81.578125 loss=0.693454 lr=0.002150 Epoch[069] Batch [1149]/[3759] Speed: 128.446754 samples/sec accuracy=81.547554 loss=0.694248 lr=0.002148 Epoch[069] Batch [1199]/[3759] Speed: 116.540895 samples/sec accuracy=81.527344 loss=0.694986 lr=0.002147 Epoch[069] Batch [1249]/[3759] Speed: 131.287838 samples/sec accuracy=81.511250 loss=0.694699 lr=0.002145 Epoch[069] Batch [1299]/[3759] Speed: 115.305669 samples/sec accuracy=81.496394 loss=0.695232 lr=0.002143 Epoch[069] Batch [1349]/[3759] Speed: 133.296067 samples/sec accuracy=81.480324 loss=0.695681 lr=0.002142 Epoch[069] Batch [1399]/[3759] Speed: 123.209644 samples/sec accuracy=81.450893 loss=0.695806 lr=0.002140 Epoch[069] Batch [1449]/[3759] Speed: 121.844832 samples/sec accuracy=81.424569 loss=0.696698 lr=0.002138 Epoch[069] Batch [1499]/[3759] Speed: 124.417833 samples/sec accuracy=81.422917 loss=0.696739 lr=0.002136 Epoch[069] Batch [1549]/[3759] Speed: 122.098347 samples/sec accuracy=81.460685 loss=0.695472 lr=0.002135 Epoch[069] Batch [1599]/[3759] Speed: 125.107030 samples/sec accuracy=81.433594 loss=0.696359 lr=0.002133 Epoch[069] Batch [1649]/[3759] Speed: 116.976460 samples/sec accuracy=81.402462 loss=0.697094 lr=0.002131 Epoch[069] Batch [1699]/[3759] Speed: 125.076155 samples/sec accuracy=81.400735 loss=0.696785 lr=0.002130 Epoch[069] Batch [1749]/[3759] Speed: 123.166450 samples/sec accuracy=81.406250 loss=0.696619 lr=0.002128 Epoch[069] Batch [1799]/[3759] Speed: 128.799037 samples/sec accuracy=81.394965 loss=0.696406 lr=0.002126 Epoch[069] Batch [1849]/[3759] Speed: 117.865666 samples/sec accuracy=81.424831 loss=0.696301 lr=0.002124 Epoch[069] Batch [1899]/[3759] Speed: 127.670614 samples/sec accuracy=81.415296 loss=0.696513 lr=0.002123 Epoch[069] Batch [1949]/[3759] Speed: 112.237528 samples/sec accuracy=81.374199 loss=0.698126 lr=0.002121 Epoch[069] Batch [1999]/[3759] Speed: 136.583372 samples/sec accuracy=81.352344 loss=0.698972 lr=0.002119 Epoch[069] Batch [2049]/[3759] Speed: 112.985655 samples/sec accuracy=81.339939 loss=0.699039 lr=0.002118 Epoch[069] Batch [2099]/[3759] Speed: 136.048937 samples/sec accuracy=81.342262 loss=0.699271 lr=0.002116 Epoch[069] Batch [2149]/[3759] Speed: 116.052194 samples/sec accuracy=81.334302 loss=0.699281 lr=0.002114 Epoch[069] Batch [2199]/[3759] Speed: 128.129616 samples/sec accuracy=81.345881 loss=0.698901 lr=0.002112 Epoch[069] Batch [2249]/[3759] Speed: 116.343332 samples/sec accuracy=81.355556 loss=0.698557 lr=0.002111 Epoch[069] Batch [2299]/[3759] Speed: 131.086194 samples/sec accuracy=81.363451 loss=0.698102 lr=0.002109 Epoch[069] Batch [2349]/[3759] Speed: 117.950122 samples/sec accuracy=81.355718 loss=0.698537 lr=0.002107 Epoch[069] Batch [2399]/[3759] Speed: 126.735383 samples/sec accuracy=81.371745 loss=0.698224 lr=0.002106 Epoch[069] Batch [2449]/[3759] Speed: 115.323569 samples/sec accuracy=81.364158 loss=0.698218 lr=0.002104 Epoch[069] Batch [2499]/[3759] Speed: 131.725404 samples/sec accuracy=81.377500 loss=0.697725 lr=0.002102 Epoch[069] Batch [2549]/[3759] Speed: 121.299797 samples/sec accuracy=81.363358 loss=0.698339 lr=0.002101 Epoch[069] Batch [2599]/[3759] Speed: 128.162069 samples/sec accuracy=81.343750 loss=0.699230 lr=0.002099 Epoch[069] Batch [2649]/[3759] Speed: 115.777615 samples/sec accuracy=81.357901 loss=0.699193 lr=0.002097 Epoch[069] Batch [2699]/[3759] Speed: 121.435519 samples/sec accuracy=81.340278 loss=0.699884 lr=0.002095 Epoch[069] Batch [2749]/[3759] Speed: 127.313066 samples/sec accuracy=81.319318 loss=0.700302 lr=0.002094 Epoch[069] Batch [2799]/[3759] Speed: 113.631420 samples/sec accuracy=81.295201 loss=0.700989 lr=0.002092 Epoch[069] Batch [2849]/[3759] Speed: 135.947652 samples/sec accuracy=81.306469 loss=0.700718 lr=0.002090 Epoch[069] Batch [2899]/[3759] Speed: 119.417825 samples/sec accuracy=81.301185 loss=0.700871 lr=0.002089 Epoch[069] Batch [2949]/[3759] Speed: 127.109764 samples/sec accuracy=81.298729 loss=0.701174 lr=0.002087 Epoch[069] Batch [2999]/[3759] Speed: 120.217754 samples/sec accuracy=81.300521 loss=0.701126 lr=0.002085 Epoch[069] Batch [3049]/[3759] Speed: 123.232776 samples/sec accuracy=81.291496 loss=0.701293 lr=0.002084 Epoch[069] Batch [3099]/[3759] Speed: 128.244191 samples/sec accuracy=81.264617 loss=0.701778 lr=0.002082 Epoch[069] Batch [3149]/[3759] Speed: 113.089473 samples/sec accuracy=81.268353 loss=0.701827 lr=0.002080 Epoch[069] Batch [3199]/[3759] Speed: 135.980447 samples/sec accuracy=81.274414 loss=0.701637 lr=0.002078 Epoch[069] Batch [3249]/[3759] Speed: 112.953068 samples/sec accuracy=81.295192 loss=0.700944 lr=0.002077 Epoch[069] Batch [3299]/[3759] Speed: 129.695602 samples/sec accuracy=81.294508 loss=0.700738 lr=0.002075 Epoch[069] Batch [3349]/[3759] Speed: 113.847353 samples/sec accuracy=81.282183 loss=0.700841 lr=0.002073 Epoch[069] Batch [3399]/[3759] Speed: 138.759101 samples/sec accuracy=81.252298 loss=0.702016 lr=0.002072 Epoch[069] Batch [3449]/[3759] Speed: 115.671762 samples/sec accuracy=81.250906 loss=0.702179 lr=0.002070 Epoch[069] Batch [3499]/[3759] Speed: 127.766713 samples/sec accuracy=81.257143 loss=0.702006 lr=0.002068 Epoch[069] Batch [3549]/[3759] Speed: 123.031115 samples/sec accuracy=81.260123 loss=0.702056 lr=0.002067 Epoch[069] Batch [3599]/[3759] Speed: 114.259772 samples/sec accuracy=81.258247 loss=0.702082 lr=0.002065 Epoch[069] Batch [3649]/[3759] Speed: 124.483776 samples/sec accuracy=81.253853 loss=0.701805 lr=0.002063 Epoch[069] Batch [3699]/[3759] Speed: 117.203363 samples/sec accuracy=81.255912 loss=0.701595 lr=0.002062 Epoch[069] Batch [3749]/[3759] Speed: 154.322604 samples/sec accuracy=81.262500 loss=0.701532 lr=0.002060 Batch [0049]/[0303]: acc-top1=63.812500 acc-top5=83.718750 Batch [0099]/[0303]: acc-top1=63.640625 acc-top5=84.578125 Batch [0149]/[0303]: acc-top1=63.937500 acc-top5=84.531250 Batch [0199]/[0303]: acc-top1=63.867188 acc-top5=84.382812 Batch [0249]/[0303]: acc-top1=63.943750 acc-top5=84.231250 Batch [0299]/[0303]: acc-top1=63.942708 acc-top5=84.322917 [Epoch 069] training: accuracy=81.259145 loss=0.701630 [Epoch 069] speed: 122 samples/sec time cost: 2150.482297 [Epoch 069] validation: acc-top1=63.959365 acc-top5=84.333746 loss=1.980927 Epoch[070] Batch [0049]/[3760] Speed: 89.499940 samples/sec accuracy=83.531250 loss=0.621930 lr=0.002058 Epoch[070] Batch [0099]/[3760] Speed: 122.830025 samples/sec accuracy=83.203125 loss=0.636401 lr=0.002056 Epoch[070] Batch [0149]/[3760] Speed: 129.809132 samples/sec accuracy=82.489583 loss=0.657048 lr=0.002054 Epoch[070] Batch [0199]/[3760] Speed: 118.972076 samples/sec accuracy=82.312500 loss=0.667716 lr=0.002053 Epoch[070] Batch [0249]/[3760] Speed: 130.232097 samples/sec accuracy=82.200000 loss=0.670678 lr=0.002051 Epoch[070] Batch [0299]/[3760] Speed: 120.676572 samples/sec accuracy=82.145833 loss=0.670702 lr=0.002049 Epoch[070] Batch [0349]/[3760] Speed: 118.247184 samples/sec accuracy=82.142857 loss=0.669468 lr=0.002048 Epoch[070] Batch [0399]/[3760] Speed: 128.098727 samples/sec accuracy=82.222656 loss=0.668198 lr=0.002046 Epoch[070] Batch [0449]/[3760] Speed: 122.046583 samples/sec accuracy=82.229167 loss=0.668135 lr=0.002044 Epoch[070] Batch [0499]/[3760] Speed: 127.852082 samples/sec accuracy=82.312500 loss=0.666616 lr=0.002043 Epoch[070] Batch [0549]/[3760] Speed: 113.010210 samples/sec accuracy=82.440341 loss=0.662646 lr=0.002041 Epoch[070] Batch [0599]/[3760] Speed: 130.568765 samples/sec accuracy=82.427083 loss=0.662418 lr=0.002039 Epoch[070] Batch [0649]/[3760] Speed: 120.058425 samples/sec accuracy=82.365385 loss=0.664133 lr=0.002038 Epoch[070] Batch [0699]/[3760] Speed: 126.643360 samples/sec accuracy=82.310268 loss=0.665572 lr=0.002036 Epoch[070] Batch [0749]/[3760] Speed: 117.983483 samples/sec accuracy=82.231250 loss=0.666676 lr=0.002034 Epoch[070] Batch [0799]/[3760] Speed: 128.446030 samples/sec accuracy=82.193359 loss=0.666576 lr=0.002033 Epoch[070] Batch [0849]/[3760] Speed: 119.894185 samples/sec accuracy=82.215074 loss=0.667605 lr=0.002031 Epoch[070] Batch [0899]/[3760] Speed: 117.889780 samples/sec accuracy=82.163194 loss=0.669955 lr=0.002029 Epoch[070] Batch [0949]/[3760] Speed: 122.123997 samples/sec accuracy=82.149671 loss=0.670293 lr=0.002028 Epoch[070] Batch [0999]/[3760] Speed: 129.313529 samples/sec accuracy=82.178125 loss=0.670364 lr=0.002026 Epoch[070] Batch [1049]/[3760] Speed: 121.214491 samples/sec accuracy=82.208333 loss=0.670283 lr=0.002024 Epoch[070] Batch [1099]/[3760] Speed: 120.319314 samples/sec accuracy=82.227273 loss=0.668488 lr=0.002022 Epoch[070] Batch [1149]/[3760] Speed: 125.462160 samples/sec accuracy=82.202446 loss=0.668600 lr=0.002021 Epoch[070] Batch [1199]/[3760] Speed: 121.164425 samples/sec accuracy=82.216146 loss=0.668183 lr=0.002019 Epoch[070] Batch [1249]/[3760] Speed: 128.151732 samples/sec accuracy=82.203750 loss=0.669077 lr=0.002017 Epoch[070] Batch [1299]/[3760] Speed: 118.065680 samples/sec accuracy=82.176683 loss=0.670233 lr=0.002016 Epoch[070] Batch [1349]/[3760] Speed: 129.109391 samples/sec accuracy=82.174769 loss=0.670682 lr=0.002014 Epoch[070] Batch [1399]/[3760] Speed: 112.641780 samples/sec accuracy=82.106027 loss=0.672062 lr=0.002012 Epoch[070] Batch [1449]/[3760] Speed: 129.704797 samples/sec accuracy=82.077586 loss=0.672941 lr=0.002011 Epoch[070] Batch [1499]/[3760] Speed: 120.055749 samples/sec accuracy=82.062500 loss=0.673234 lr=0.002009 Epoch[070] Batch [1549]/[3760] Speed: 128.941948 samples/sec accuracy=82.067540 loss=0.673368 lr=0.002007 Epoch[070] Batch [1599]/[3760] Speed: 112.223221 samples/sec accuracy=82.080078 loss=0.673610 lr=0.002006 Epoch[070] Batch [1649]/[3760] Speed: 137.584482 samples/sec accuracy=82.065341 loss=0.673838 lr=0.002004 Epoch[070] Batch [1699]/[3760] Speed: 111.089685 samples/sec accuracy=82.088235 loss=0.673629 lr=0.002002 Epoch[070] Batch [1749]/[3760] Speed: 139.742098 samples/sec accuracy=82.078571 loss=0.673611 lr=0.002001 Epoch[070] Batch [1799]/[3760] Speed: 112.406186 samples/sec accuracy=82.079861 loss=0.673401 lr=0.001999 Epoch[070] Batch [1849]/[3760] Speed: 130.466068 samples/sec accuracy=82.070946 loss=0.674275 lr=0.001997 Epoch[070] Batch [1899]/[3760] Speed: 113.937738 samples/sec accuracy=82.033717 loss=0.675378 lr=0.001996 Epoch[070] Batch [1949]/[3760] Speed: 129.819499 samples/sec accuracy=82.020833 loss=0.675629 lr=0.001994 Epoch[070] Batch [1999]/[3760] Speed: 119.838645 samples/sec accuracy=82.010156 loss=0.675518 lr=0.001992 Epoch[070] Batch [2049]/[3760] Speed: 131.879721 samples/sec accuracy=81.993140 loss=0.675976 lr=0.001991 Epoch[070] Batch [2099]/[3760] Speed: 116.535703 samples/sec accuracy=81.951637 loss=0.676914 lr=0.001989 Epoch[070] Batch [2149]/[3760] Speed: 127.920451 samples/sec accuracy=81.957849 loss=0.676997 lr=0.001987 Epoch[070] Batch [2199]/[3760] Speed: 120.617884 samples/sec accuracy=81.945312 loss=0.676913 lr=0.001986 Epoch[070] Batch [2249]/[3760] Speed: 121.688195 samples/sec accuracy=81.959722 loss=0.676518 lr=0.001984 Epoch[070] Batch [2299]/[3760] Speed: 121.853068 samples/sec accuracy=81.942935 loss=0.676696 lr=0.001982 Epoch[070] Batch [2349]/[3760] Speed: 123.326817 samples/sec accuracy=81.949468 loss=0.676562 lr=0.001981 Epoch[070] Batch [2399]/[3760] Speed: 129.194425 samples/sec accuracy=81.937500 loss=0.677242 lr=0.001979 Epoch[070] Batch [2449]/[3760] Speed: 119.939825 samples/sec accuracy=81.913903 loss=0.678181 lr=0.001977 Epoch[070] Batch [2499]/[3760] Speed: 130.692124 samples/sec accuracy=81.906875 loss=0.678180 lr=0.001976 Epoch[070] Batch [2549]/[3760] Speed: 115.094515 samples/sec accuracy=81.910539 loss=0.678416 lr=0.001974 Epoch[070] Batch [2599]/[3760] Speed: 128.979831 samples/sec accuracy=81.924279 loss=0.677866 lr=0.001972 Epoch[070] Batch [2649]/[3760] Speed: 116.985003 samples/sec accuracy=81.919811 loss=0.678115 lr=0.001971 Epoch[070] Batch [2699]/[3760] Speed: 132.494919 samples/sec accuracy=81.909144 loss=0.678672 lr=0.001969 Epoch[070] Batch [2749]/[3760] Speed: 117.451037 samples/sec accuracy=81.912500 loss=0.678600 lr=0.001967 Epoch[070] Batch [2799]/[3760] Speed: 129.433050 samples/sec accuracy=81.901786 loss=0.678850 lr=0.001966 Epoch[070] Batch [2849]/[3760] Speed: 121.331534 samples/sec accuracy=81.906798 loss=0.679028 lr=0.001964 Epoch[070] Batch [2899]/[3760] Speed: 124.134511 samples/sec accuracy=81.928341 loss=0.678776 lr=0.001962 Epoch[070] Batch [2949]/[3760] Speed: 121.045637 samples/sec accuracy=81.930614 loss=0.678863 lr=0.001961 Epoch[070] Batch [2999]/[3760] Speed: 122.258398 samples/sec accuracy=81.919792 loss=0.679557 lr=0.001959 Epoch[070] Batch [3049]/[3760] Speed: 128.769991 samples/sec accuracy=81.901639 loss=0.680025 lr=0.001957 Epoch[070] Batch [3099]/[3760] Speed: 114.033648 samples/sec accuracy=81.897681 loss=0.680285 lr=0.001956 Epoch[070] Batch [3149]/[3760] Speed: 132.809897 samples/sec accuracy=81.905754 loss=0.679786 lr=0.001954 Epoch[070] Batch [3199]/[3760] Speed: 113.001114 samples/sec accuracy=81.927734 loss=0.678893 lr=0.001952 Epoch[070] Batch [3249]/[3760] Speed: 132.974608 samples/sec accuracy=81.915385 loss=0.679105 lr=0.001951 Epoch[070] Batch [3299]/[3760] Speed: 118.781839 samples/sec accuracy=81.908144 loss=0.679338 lr=0.001949 Epoch[070] Batch [3349]/[3760] Speed: 134.828462 samples/sec accuracy=81.911381 loss=0.679039 lr=0.001947 Epoch[070] Batch [3399]/[3760] Speed: 113.305282 samples/sec accuracy=81.908548 loss=0.679239 lr=0.001946 Epoch[070] Batch [3449]/[3760] Speed: 127.310758 samples/sec accuracy=81.896286 loss=0.679831 lr=0.001944 Epoch[070] Batch [3499]/[3760] Speed: 123.989219 samples/sec accuracy=81.901339 loss=0.680046 lr=0.001943 Epoch[070] Batch [3549]/[3760] Speed: 115.985021 samples/sec accuracy=81.919014 loss=0.679606 lr=0.001941 Epoch[070] Batch [3599]/[3760] Speed: 133.777610 samples/sec accuracy=81.910156 loss=0.679918 lr=0.001939 Epoch[070] Batch [3649]/[3760] Speed: 109.132099 samples/sec accuracy=81.910103 loss=0.680052 lr=0.001938 Epoch[070] Batch [3699]/[3760] Speed: 138.025759 samples/sec accuracy=81.911740 loss=0.680179 lr=0.001936 Epoch[070] Batch [3749]/[3760] Speed: 136.420575 samples/sec accuracy=81.896667 loss=0.680335 lr=0.001934 Batch [0049]/[0303]: acc-top1=63.812500 acc-top5=84.218750 Batch [0099]/[0303]: acc-top1=63.906250 acc-top5=84.609375 Batch [0149]/[0303]: acc-top1=63.781250 acc-top5=84.697917 Batch [0199]/[0303]: acc-top1=63.617188 acc-top5=84.468750 Batch [0249]/[0303]: acc-top1=63.643750 acc-top5=84.443750 Batch [0299]/[0303]: acc-top1=63.703125 acc-top5=84.500000 [Epoch 070] training: accuracy=81.896609 loss=0.680423 [Epoch 070] speed: 122 samples/sec time cost: 2150.940851 [Epoch 070] validation: acc-top1=63.742781 acc-top5=84.509076 loss=1.958991 Epoch[071] Batch [0049]/[3760] Speed: 90.965355 samples/sec accuracy=83.406250 loss=0.620725 lr=0.001932 Epoch[071] Batch [0099]/[3760] Speed: 122.154224 samples/sec accuracy=83.468750 loss=0.627213 lr=0.001931 Epoch[071] Batch [0149]/[3760] Speed: 126.145813 samples/sec accuracy=83.104167 loss=0.639777 lr=0.001929 Epoch[071] Batch [0199]/[3760] Speed: 116.803238 samples/sec accuracy=82.921875 loss=0.644767 lr=0.001927 Epoch[071] Batch [0249]/[3760] Speed: 129.935375 samples/sec accuracy=83.187500 loss=0.638542 lr=0.001926 Epoch[071] Batch [0299]/[3760] Speed: 117.188887 samples/sec accuracy=83.156250 loss=0.640862 lr=0.001924 Epoch[071] Batch [0349]/[3760] Speed: 126.829216 samples/sec accuracy=83.147321 loss=0.640160 lr=0.001922 Epoch[071] Batch [0399]/[3760] Speed: 123.912731 samples/sec accuracy=83.097656 loss=0.641611 lr=0.001921 Epoch[071] Batch [0449]/[3760] Speed: 117.319847 samples/sec accuracy=82.958333 loss=0.644436 lr=0.001919 Epoch[071] Batch [0499]/[3760] Speed: 131.706046 samples/sec accuracy=82.975000 loss=0.643803 lr=0.001917 Epoch[071] Batch [0549]/[3760] Speed: 119.416719 samples/sec accuracy=83.034091 loss=0.642346 lr=0.001916 Epoch[071] Batch [0599]/[3760] Speed: 125.944450 samples/sec accuracy=82.989583 loss=0.643492 lr=0.001914 Epoch[071] Batch [0649]/[3760] Speed: 118.986465 samples/sec accuracy=82.985577 loss=0.644139 lr=0.001913 Epoch[071] Batch [0699]/[3760] Speed: 129.348982 samples/sec accuracy=82.975446 loss=0.644662 lr=0.001911 Epoch[071] Batch [0749]/[3760] Speed: 114.005879 samples/sec accuracy=82.997917 loss=0.643794 lr=0.001909 Epoch[071] Batch [0799]/[3760] Speed: 131.207485 samples/sec accuracy=82.945312 loss=0.645289 lr=0.001908 Epoch[071] Batch [0849]/[3760] Speed: 120.635740 samples/sec accuracy=82.895221 loss=0.646739 lr=0.001906 Epoch[071] Batch [0899]/[3760] Speed: 126.848972 samples/sec accuracy=82.885417 loss=0.646037 lr=0.001904 Epoch[071] Batch [0949]/[3760] Speed: 116.733682 samples/sec accuracy=82.847039 loss=0.646816 lr=0.001903 Epoch[071] Batch [0999]/[3760] Speed: 125.626507 samples/sec accuracy=82.823437 loss=0.648171 lr=0.001901 Epoch[071] Batch [1049]/[3760] Speed: 120.508366 samples/sec accuracy=82.863095 loss=0.647263 lr=0.001899 Epoch[071] Batch [1099]/[3760] Speed: 125.311054 samples/sec accuracy=82.855114 loss=0.647901 lr=0.001898 Epoch[071] Batch [1149]/[3760] Speed: 120.181914 samples/sec accuracy=82.786685 loss=0.650331 lr=0.001896 Epoch[071] Batch [1199]/[3760] Speed: 125.365721 samples/sec accuracy=82.736979 loss=0.652210 lr=0.001894 Epoch[071] Batch [1249]/[3760] Speed: 120.369602 samples/sec accuracy=82.740000 loss=0.650615 lr=0.001893 Epoch[071] Batch [1299]/[3760] Speed: 125.970163 samples/sec accuracy=82.676683 loss=0.651850 lr=0.001891 Epoch[071] Batch [1349]/[3760] Speed: 122.098826 samples/sec accuracy=82.619213 loss=0.653113 lr=0.001890 Epoch[071] Batch [1399]/[3760] Speed: 112.410376 samples/sec accuracy=82.625000 loss=0.652819 lr=0.001888 Epoch[071] Batch [1449]/[3760] Speed: 137.823499 samples/sec accuracy=82.610991 loss=0.653193 lr=0.001886 Epoch[071] Batch [1499]/[3760] Speed: 117.147340 samples/sec accuracy=82.600000 loss=0.653809 lr=0.001885 Epoch[071] Batch [1549]/[3760] Speed: 127.965380 samples/sec accuracy=82.579637 loss=0.654193 lr=0.001883 Epoch[071] Batch [1599]/[3760] Speed: 114.172136 samples/sec accuracy=82.558594 loss=0.654748 lr=0.001881 Epoch[071] Batch [1649]/[3760] Speed: 130.127179 samples/sec accuracy=82.570076 loss=0.654382 lr=0.001880 Epoch[071] Batch [1699]/[3760] Speed: 118.689391 samples/sec accuracy=82.539522 loss=0.655697 lr=0.001878 Epoch[071] Batch [1749]/[3760] Speed: 128.046060 samples/sec accuracy=82.549107 loss=0.655219 lr=0.001876 Epoch[071] Batch [1799]/[3760] Speed: 117.204166 samples/sec accuracy=82.508681 loss=0.656964 lr=0.001875 Epoch[071] Batch [1849]/[3760] Speed: 129.169183 samples/sec accuracy=82.508446 loss=0.657201 lr=0.001873 Epoch[071] Batch [1899]/[3760] Speed: 112.975211 samples/sec accuracy=82.513980 loss=0.656393 lr=0.001872 Epoch[071] Batch [1949]/[3760] Speed: 137.013944 samples/sec accuracy=82.522436 loss=0.656635 lr=0.001870 Epoch[071] Batch [1999]/[3760] Speed: 115.353019 samples/sec accuracy=82.523438 loss=0.656561 lr=0.001868 Epoch[071] Batch [2049]/[3760] Speed: 126.331773 samples/sec accuracy=82.525152 loss=0.656750 lr=0.001867 Epoch[071] Batch [2099]/[3760] Speed: 116.013942 samples/sec accuracy=82.522321 loss=0.656636 lr=0.001865 Epoch[071] Batch [2149]/[3760] Speed: 127.619555 samples/sec accuracy=82.522529 loss=0.656855 lr=0.001863 Epoch[071] Batch [2199]/[3760] Speed: 119.825416 samples/sec accuracy=82.509943 loss=0.656778 lr=0.001862 Epoch[071] Batch [2249]/[3760] Speed: 126.359733 samples/sec accuracy=82.480556 loss=0.657013 lr=0.001860 Epoch[071] Batch [2299]/[3760] Speed: 123.461311 samples/sec accuracy=82.454484 loss=0.657635 lr=0.001859 Epoch[071] Batch [2349]/[3760] Speed: 126.015278 samples/sec accuracy=82.458112 loss=0.657659 lr=0.001857 Epoch[071] Batch [2399]/[3760] Speed: 117.905747 samples/sec accuracy=82.465495 loss=0.657585 lr=0.001855 Epoch[071] Batch [2449]/[3760] Speed: 125.044983 samples/sec accuracy=82.464923 loss=0.657385 lr=0.001854 Epoch[071] Batch [2499]/[3760] Speed: 122.654710 samples/sec accuracy=82.481875 loss=0.657127 lr=0.001852 Epoch[071] Batch [2549]/[3760] Speed: 123.166983 samples/sec accuracy=82.492034 loss=0.657382 lr=0.001850 Epoch[071] Batch [2599]/[3760] Speed: 122.378140 samples/sec accuracy=82.498197 loss=0.656903 lr=0.001849 Epoch[071] Batch [2649]/[3760] Speed: 123.859595 samples/sec accuracy=82.464623 loss=0.658270 lr=0.001847 Epoch[071] Batch [2699]/[3760] Speed: 125.940926 samples/sec accuracy=82.454282 loss=0.658859 lr=0.001846 Epoch[071] Batch [2749]/[3760] Speed: 119.851204 samples/sec accuracy=82.451705 loss=0.659227 lr=0.001844 Epoch[071] Batch [2799]/[3760] Speed: 128.155730 samples/sec accuracy=82.448103 loss=0.659376 lr=0.001842 Epoch[071] Batch [2849]/[3760] Speed: 116.775707 samples/sec accuracy=82.414474 loss=0.660611 lr=0.001841 Epoch[071] Batch [2899]/[3760] Speed: 132.086578 samples/sec accuracy=82.400862 loss=0.660879 lr=0.001839 Epoch[071] Batch [2949]/[3760] Speed: 116.928908 samples/sec accuracy=82.393538 loss=0.661441 lr=0.001837 Epoch[071] Batch [2999]/[3760] Speed: 129.368886 samples/sec accuracy=82.374479 loss=0.661878 lr=0.001836 Epoch[071] Batch [3049]/[3760] Speed: 115.733474 samples/sec accuracy=82.376025 loss=0.661488 lr=0.001834 Epoch[071] Batch [3099]/[3760] Speed: 128.023443 samples/sec accuracy=82.386593 loss=0.661053 lr=0.001833 Epoch[071] Batch [3149]/[3760] Speed: 117.766428 samples/sec accuracy=82.373016 loss=0.661067 lr=0.001831 Epoch[071] Batch [3199]/[3760] Speed: 122.250415 samples/sec accuracy=82.384277 loss=0.661015 lr=0.001829 Epoch[071] Batch [3249]/[3760] Speed: 134.816633 samples/sec accuracy=82.375481 loss=0.661465 lr=0.001828 Epoch[071] Batch [3299]/[3760] Speed: 116.781696 samples/sec accuracy=82.373580 loss=0.661476 lr=0.001826 Epoch[071] Batch [3349]/[3760] Speed: 118.795672 samples/sec accuracy=82.375933 loss=0.661454 lr=0.001825 Epoch[071] Batch [3399]/[3760] Speed: 125.632094 samples/sec accuracy=82.375919 loss=0.661463 lr=0.001823 Epoch[071] Batch [3449]/[3760] Speed: 119.514062 samples/sec accuracy=82.384058 loss=0.661378 lr=0.001821 Epoch[071] Batch [3499]/[3760] Speed: 130.127748 samples/sec accuracy=82.375893 loss=0.661709 lr=0.001820 Epoch[071] Batch [3549]/[3760] Speed: 118.010716 samples/sec accuracy=82.375000 loss=0.661729 lr=0.001818 Epoch[071] Batch [3599]/[3760] Speed: 129.044339 samples/sec accuracy=82.380642 loss=0.661795 lr=0.001816 Epoch[071] Batch [3649]/[3760] Speed: 118.674361 samples/sec accuracy=82.371575 loss=0.661937 lr=0.001815 Epoch[071] Batch [3699]/[3760] Speed: 123.697016 samples/sec accuracy=82.373733 loss=0.661707 lr=0.001813 Epoch[071] Batch [3749]/[3760] Speed: 142.181517 samples/sec accuracy=82.369583 loss=0.661723 lr=0.001812 Batch [0049]/[0303]: acc-top1=64.531250 acc-top5=84.312500 Batch [0099]/[0303]: acc-top1=64.421875 acc-top5=84.937500 Batch [0149]/[0303]: acc-top1=64.479167 acc-top5=85.177083 Batch [0199]/[0303]: acc-top1=64.046875 acc-top5=84.859375 Batch [0249]/[0303]: acc-top1=64.150000 acc-top5=84.718750 Batch [0299]/[0303]: acc-top1=64.145833 acc-top5=84.770833 [Epoch 071] training: accuracy=82.369930 loss=0.661789 [Epoch 071] speed: 122 samples/sec time cost: 2152.768071 [Epoch 071] validation: acc-top1=64.165635 acc-top5=84.803012 loss=1.967418 Epoch[072] Batch [0049]/[3759] Speed: 90.065901 samples/sec accuracy=83.843750 loss=0.610223 lr=0.001810 Epoch[072] Batch [0099]/[3759] Speed: 118.941282 samples/sec accuracy=83.593750 loss=0.626269 lr=0.001808 Epoch[072] Batch [0149]/[3759] Speed: 126.973662 samples/sec accuracy=83.354167 loss=0.628589 lr=0.001807 Epoch[072] Batch [0199]/[3759] Speed: 128.399489 samples/sec accuracy=82.921875 loss=0.647336 lr=0.001805 Epoch[072] Batch [0249]/[3759] Speed: 119.571317 samples/sec accuracy=82.993750 loss=0.638313 lr=0.001803 Epoch[072] Batch [0299]/[3759] Speed: 126.705594 samples/sec accuracy=82.958333 loss=0.638182 lr=0.001802 Epoch[072] Batch [0349]/[3759] Speed: 123.161564 samples/sec accuracy=83.013393 loss=0.637330 lr=0.001800 Epoch[072] Batch [0399]/[3759] Speed: 118.544669 samples/sec accuracy=83.050781 loss=0.635345 lr=0.001798 Epoch[072] Batch [0449]/[3759] Speed: 128.131008 samples/sec accuracy=83.138889 loss=0.632660 lr=0.001797 Epoch[072] Batch [0499]/[3759] Speed: 114.414372 samples/sec accuracy=83.125000 loss=0.633521 lr=0.001795 Epoch[072] Batch [0549]/[3759] Speed: 131.022264 samples/sec accuracy=83.127841 loss=0.632677 lr=0.001794 Epoch[072] Batch [0599]/[3759] Speed: 116.927661 samples/sec accuracy=83.169271 loss=0.631634 lr=0.001792 Epoch[072] Batch [0649]/[3759] Speed: 131.286383 samples/sec accuracy=83.122596 loss=0.633646 lr=0.001790 Epoch[072] Batch [0699]/[3759] Speed: 117.944382 samples/sec accuracy=83.055804 loss=0.635729 lr=0.001789 Epoch[072] Batch [0749]/[3759] Speed: 120.595712 samples/sec accuracy=83.022917 loss=0.634788 lr=0.001787 Epoch[072] Batch [0799]/[3759] Speed: 127.907024 samples/sec accuracy=83.003906 loss=0.635230 lr=0.001786 Epoch[072] Batch [0849]/[3759] Speed: 123.837649 samples/sec accuracy=83.040441 loss=0.634220 lr=0.001784 Epoch[072] Batch [0899]/[3759] Speed: 125.512196 samples/sec accuracy=83.071181 loss=0.634368 lr=0.001782 Epoch[072] Batch [0949]/[3759] Speed: 115.231284 samples/sec accuracy=83.059211 loss=0.635216 lr=0.001781 Epoch[072] Batch [0999]/[3759] Speed: 132.748791 samples/sec accuracy=83.093750 loss=0.633956 lr=0.001779 Epoch[072] Batch [1049]/[3759] Speed: 111.679320 samples/sec accuracy=83.041667 loss=0.635576 lr=0.001778 Epoch[072] Batch [1099]/[3759] Speed: 133.662112 samples/sec accuracy=83.039773 loss=0.636983 lr=0.001776 Epoch[072] Batch [1149]/[3759] Speed: 121.274728 samples/sec accuracy=83.050272 loss=0.636992 lr=0.001774 Epoch[072] Batch [1199]/[3759] Speed: 120.858672 samples/sec accuracy=83.075521 loss=0.636579 lr=0.001773 Epoch[072] Batch [1249]/[3759] Speed: 119.126596 samples/sec accuracy=83.083750 loss=0.635822 lr=0.001771 Epoch[072] Batch [1299]/[3759] Speed: 130.118616 samples/sec accuracy=83.114183 loss=0.635331 lr=0.001770 Epoch[072] Batch [1349]/[3759] Speed: 118.391963 samples/sec accuracy=83.089120 loss=0.635884 lr=0.001768 Epoch[072] Batch [1399]/[3759] Speed: 127.086465 samples/sec accuracy=83.068080 loss=0.636041 lr=0.001767 Epoch[072] Batch [1449]/[3759] Speed: 119.465762 samples/sec accuracy=83.062500 loss=0.635975 lr=0.001765 Epoch[072] Batch [1499]/[3759] Speed: 124.825142 samples/sec accuracy=83.018750 loss=0.636588 lr=0.001763 Epoch[072] Batch [1549]/[3759] Speed: 118.024656 samples/sec accuracy=83.045363 loss=0.635972 lr=0.001762 Epoch[072] Batch [1599]/[3759] Speed: 130.344724 samples/sec accuracy=83.042969 loss=0.635885 lr=0.001760 Epoch[072] Batch [1649]/[3759] Speed: 113.758474 samples/sec accuracy=83.016098 loss=0.636737 lr=0.001759 Epoch[072] Batch [1699]/[3759] Speed: 133.751909 samples/sec accuracy=83.032169 loss=0.636205 lr=0.001757 Epoch[072] Batch [1749]/[3759] Speed: 113.232481 samples/sec accuracy=83.006250 loss=0.637266 lr=0.001755 Epoch[072] Batch [1799]/[3759] Speed: 134.511308 samples/sec accuracy=82.980903 loss=0.638113 lr=0.001754 Epoch[072] Batch [1849]/[3759] Speed: 115.275232 samples/sec accuracy=83.009291 loss=0.636858 lr=0.001752 Epoch[072] Batch [1899]/[3759] Speed: 124.480831 samples/sec accuracy=83.014803 loss=0.636434 lr=0.001751 Epoch[072] Batch [1949]/[3759] Speed: 126.693380 samples/sec accuracy=83.003205 loss=0.636881 lr=0.001749 Epoch[072] Batch [1999]/[3759] Speed: 121.574093 samples/sec accuracy=83.014844 loss=0.637412 lr=0.001747 Epoch[072] Batch [2049]/[3759] Speed: 125.670645 samples/sec accuracy=83.016006 loss=0.637100 lr=0.001746 Epoch[072] Batch [2099]/[3759] Speed: 117.365652 samples/sec accuracy=83.011905 loss=0.637304 lr=0.001744 Epoch[072] Batch [2149]/[3759] Speed: 128.810068 samples/sec accuracy=82.999273 loss=0.637379 lr=0.001743 Epoch[072] Batch [2199]/[3759] Speed: 121.087168 samples/sec accuracy=82.976562 loss=0.637861 lr=0.001741 Epoch[072] Batch [2249]/[3759] Speed: 126.042057 samples/sec accuracy=82.971528 loss=0.638052 lr=0.001739 Epoch[072] Batch [2299]/[3759] Speed: 124.287998 samples/sec accuracy=82.957880 loss=0.638589 lr=0.001738 Epoch[072] Batch [2349]/[3759] Speed: 120.086655 samples/sec accuracy=82.958777 loss=0.638809 lr=0.001736 Epoch[072] Batch [2399]/[3759] Speed: 124.981551 samples/sec accuracy=82.960938 loss=0.638771 lr=0.001735 Epoch[072] Batch [2449]/[3759] Speed: 119.108307 samples/sec accuracy=82.933036 loss=0.639172 lr=0.001733 Epoch[072] Batch [2499]/[3759] Speed: 122.562182 samples/sec accuracy=82.963125 loss=0.638420 lr=0.001732 Epoch[072] Batch [2549]/[3759] Speed: 128.257453 samples/sec accuracy=82.961397 loss=0.638273 lr=0.001730 Epoch[072] Batch [2599]/[3759] Speed: 124.523187 samples/sec accuracy=82.950721 loss=0.639267 lr=0.001728 Epoch[072] Batch [2649]/[3759] Speed: 118.624665 samples/sec accuracy=82.939858 loss=0.639670 lr=0.001727 Epoch[072] Batch [2699]/[3759] Speed: 123.635795 samples/sec accuracy=82.944444 loss=0.639961 lr=0.001725 Epoch[072] Batch [2749]/[3759] Speed: 121.062880 samples/sec accuracy=82.965341 loss=0.640003 lr=0.001724 Epoch[072] Batch [2799]/[3759] Speed: 129.556717 samples/sec accuracy=82.973214 loss=0.639528 lr=0.001722 Epoch[072] Batch [2849]/[3759] Speed: 120.283583 samples/sec accuracy=82.986294 loss=0.639003 lr=0.001721 Epoch[072] Batch [2899]/[3759] Speed: 120.151032 samples/sec accuracy=82.990302 loss=0.639134 lr=0.001719 Epoch[072] Batch [2949]/[3759] Speed: 122.810041 samples/sec accuracy=82.992055 loss=0.639147 lr=0.001717 Epoch[072] Batch [2999]/[3759] Speed: 122.536664 samples/sec accuracy=82.990104 loss=0.639639 lr=0.001716 Epoch[072] Batch [3049]/[3759] Speed: 126.149627 samples/sec accuracy=82.971824 loss=0.640136 lr=0.001714 Epoch[072] Batch [3099]/[3759] Speed: 119.089397 samples/sec accuracy=82.969254 loss=0.640275 lr=0.001713 Epoch[072] Batch [3149]/[3759] Speed: 130.255677 samples/sec accuracy=82.969742 loss=0.640085 lr=0.001711 Epoch[072] Batch [3199]/[3759] Speed: 120.015508 samples/sec accuracy=82.974121 loss=0.639803 lr=0.001709 Epoch[072] Batch [3249]/[3759] Speed: 122.760588 samples/sec accuracy=82.966346 loss=0.640233 lr=0.001708 Epoch[072] Batch [3299]/[3759] Speed: 132.051843 samples/sec accuracy=82.960701 loss=0.640601 lr=0.001706 Epoch[072] Batch [3349]/[3759] Speed: 111.322250 samples/sec accuracy=82.977612 loss=0.640027 lr=0.001705 Epoch[072] Batch [3399]/[3759] Speed: 130.152795 samples/sec accuracy=82.975184 loss=0.639874 lr=0.001703 Epoch[072] Batch [3449]/[3759] Speed: 121.078021 samples/sec accuracy=82.939312 loss=0.640968 lr=0.001702 Epoch[072] Batch [3499]/[3759] Speed: 121.073621 samples/sec accuracy=82.931250 loss=0.641302 lr=0.001700 Epoch[072] Batch [3549]/[3759] Speed: 123.976772 samples/sec accuracy=82.911532 loss=0.641680 lr=0.001698 Epoch[072] Batch [3599]/[3759] Speed: 124.946326 samples/sec accuracy=82.903646 loss=0.641920 lr=0.001697 Epoch[072] Batch [3649]/[3759] Speed: 131.734045 samples/sec accuracy=82.925086 loss=0.641400 lr=0.001695 Epoch[072] Batch [3699]/[3759] Speed: 116.905425 samples/sec accuracy=82.926098 loss=0.641253 lr=0.001694 Epoch[072] Batch [3749]/[3759] Speed: 146.363343 samples/sec accuracy=82.923333 loss=0.641034 lr=0.001692 Batch [0049]/[0303]: acc-top1=63.468750 acc-top5=84.250000 Batch [0099]/[0303]: acc-top1=63.828125 acc-top5=84.843750 Batch [0149]/[0303]: acc-top1=64.135417 acc-top5=85.041667 Batch [0199]/[0303]: acc-top1=63.859375 acc-top5=84.867188 Batch [0249]/[0303]: acc-top1=63.850000 acc-top5=84.612500 Batch [0299]/[0303]: acc-top1=63.937500 acc-top5=84.609375 [Epoch 072] training: accuracy=82.924731 loss=0.641045 [Epoch 072] speed: 122 samples/sec time cost: 2149.113104 [Epoch 072] validation: acc-top1=63.933581 acc-top5=84.627682 loss=2.010603 Epoch[073] Batch [0049]/[3760] Speed: 89.456569 samples/sec accuracy=83.031250 loss=0.614410 lr=0.001690 Epoch[073] Batch [0099]/[3760] Speed: 127.377807 samples/sec accuracy=83.531250 loss=0.612531 lr=0.001689 Epoch[073] Batch [0149]/[3760] Speed: 120.484324 samples/sec accuracy=83.937500 loss=0.604924 lr=0.001687 Epoch[073] Batch [0199]/[3760] Speed: 118.126632 samples/sec accuracy=84.148438 loss=0.598517 lr=0.001686 Epoch[073] Batch [0249]/[3760] Speed: 128.322673 samples/sec accuracy=84.093750 loss=0.599415 lr=0.001684 Epoch[073] Batch [0299]/[3760] Speed: 116.370054 samples/sec accuracy=84.265625 loss=0.593681 lr=0.001683 Epoch[073] Batch [0349]/[3760] Speed: 128.815027 samples/sec accuracy=84.066964 loss=0.600477 lr=0.001681 Epoch[073] Batch [0399]/[3760] Speed: 122.052117 samples/sec accuracy=83.984375 loss=0.602413 lr=0.001679 Epoch[073] Batch [0449]/[3760] Speed: 130.572217 samples/sec accuracy=83.930556 loss=0.602510 lr=0.001678 Epoch[073] Batch [0499]/[3760] Speed: 115.292419 samples/sec accuracy=83.825000 loss=0.606030 lr=0.001676 Epoch[073] Batch [0549]/[3760] Speed: 126.058331 samples/sec accuracy=83.707386 loss=0.610786 lr=0.001675 Epoch[073] Batch [0599]/[3760] Speed: 119.622437 samples/sec accuracy=83.783854 loss=0.608864 lr=0.001673 Epoch[073] Batch [0649]/[3760] Speed: 128.741547 samples/sec accuracy=83.766827 loss=0.607960 lr=0.001672 Epoch[073] Batch [0699]/[3760] Speed: 119.800550 samples/sec accuracy=83.821429 loss=0.606288 lr=0.001670 Epoch[073] Batch [0749]/[3760] Speed: 131.984648 samples/sec accuracy=83.825000 loss=0.606408 lr=0.001669 Epoch[073] Batch [0799]/[3760] Speed: 117.849321 samples/sec accuracy=83.820312 loss=0.606540 lr=0.001667 Epoch[073] Batch [0849]/[3760] Speed: 120.392596 samples/sec accuracy=83.766544 loss=0.607925 lr=0.001665 Epoch[073] Batch [0899]/[3760] Speed: 121.827106 samples/sec accuracy=83.796875 loss=0.607939 lr=0.001664 Epoch[073] Batch [0949]/[3760] Speed: 125.335886 samples/sec accuracy=83.722039 loss=0.609982 lr=0.001662 Epoch[073] Batch [0999]/[3760] Speed: 120.608838 samples/sec accuracy=83.651562 loss=0.611920 lr=0.001661 Epoch[073] Batch [1049]/[3760] Speed: 130.017026 samples/sec accuracy=83.672619 loss=0.612493 lr=0.001659 Epoch[073] Batch [1099]/[3760] Speed: 112.913513 samples/sec accuracy=83.700284 loss=0.611506 lr=0.001658 Epoch[073] Batch [1149]/[3760] Speed: 132.740396 samples/sec accuracy=83.705163 loss=0.610777 lr=0.001656 Epoch[073] Batch [1199]/[3760] Speed: 117.915627 samples/sec accuracy=83.718750 loss=0.611209 lr=0.001655 Epoch[073] Batch [1249]/[3760] Speed: 125.850216 samples/sec accuracy=83.722500 loss=0.611063 lr=0.001653 Epoch[073] Batch [1299]/[3760] Speed: 126.231894 samples/sec accuracy=83.704327 loss=0.612049 lr=0.001651 Epoch[073] Batch [1349]/[3760] Speed: 122.626594 samples/sec accuracy=83.710648 loss=0.612202 lr=0.001650 Epoch[073] Batch [1399]/[3760] Speed: 120.551351 samples/sec accuracy=83.702009 loss=0.612590 lr=0.001648 Epoch[073] Batch [1449]/[3760] Speed: 121.401472 samples/sec accuracy=83.751078 loss=0.611200 lr=0.001647 Epoch[073] Batch [1499]/[3760] Speed: 127.666573 samples/sec accuracy=83.750000 loss=0.611679 lr=0.001645 Epoch[073] Batch [1549]/[3760] Speed: 118.035091 samples/sec accuracy=83.742944 loss=0.611557 lr=0.001644 Epoch[073] Batch [1599]/[3760] Speed: 136.709256 samples/sec accuracy=83.735352 loss=0.611925 lr=0.001642 Epoch[073] Batch [1649]/[3760] Speed: 113.604374 samples/sec accuracy=83.758523 loss=0.612079 lr=0.001641 Epoch[073] Batch [1699]/[3760] Speed: 132.357917 samples/sec accuracy=83.733456 loss=0.613169 lr=0.001639 Epoch[073] Batch [1749]/[3760] Speed: 116.560156 samples/sec accuracy=83.732143 loss=0.613199 lr=0.001637 Epoch[073] Batch [1799]/[3760] Speed: 126.249064 samples/sec accuracy=83.738715 loss=0.613293 lr=0.001636 Epoch[073] Batch [1849]/[3760] Speed: 118.603494 samples/sec accuracy=83.744932 loss=0.612574 lr=0.001634 Epoch[073] Batch [1899]/[3760] Speed: 129.513567 samples/sec accuracy=83.722039 loss=0.613668 lr=0.001633 Epoch[073] Batch [1949]/[3760] Speed: 117.239184 samples/sec accuracy=83.728365 loss=0.612954 lr=0.001631 Epoch[073] Batch [1999]/[3760] Speed: 126.184730 samples/sec accuracy=83.696875 loss=0.613518 lr=0.001630 Epoch[073] Batch [2049]/[3760] Speed: 123.653491 samples/sec accuracy=83.670732 loss=0.614516 lr=0.001628 Epoch[073] Batch [2099]/[3760] Speed: 124.598032 samples/sec accuracy=83.687500 loss=0.614216 lr=0.001627 Epoch[073] Batch [2149]/[3760] Speed: 121.462699 samples/sec accuracy=83.647529 loss=0.615511 lr=0.001625 Epoch[073] Batch [2199]/[3760] Speed: 128.181862 samples/sec accuracy=83.625710 loss=0.615897 lr=0.001624 Epoch[073] Batch [2249]/[3760] Speed: 121.099139 samples/sec accuracy=83.606944 loss=0.616810 lr=0.001622 Epoch[073] Batch [2299]/[3760] Speed: 120.598894 samples/sec accuracy=83.604620 loss=0.616622 lr=0.001620 Epoch[073] Batch [2349]/[3760] Speed: 123.089673 samples/sec accuracy=83.622340 loss=0.616160 lr=0.001619 Epoch[073] Batch [2399]/[3760] Speed: 123.260297 samples/sec accuracy=83.621094 loss=0.616105 lr=0.001617 Epoch[073] Batch [2449]/[3760] Speed: 123.152329 samples/sec accuracy=83.591199 loss=0.616884 lr=0.001616 Epoch[073] Batch [2499]/[3760] Speed: 124.281078 samples/sec accuracy=83.582500 loss=0.617069 lr=0.001614 Epoch[073] Batch [2549]/[3760] Speed: 119.281787 samples/sec accuracy=83.596201 loss=0.616467 lr=0.001613 Epoch[073] Batch [2599]/[3760] Speed: 135.122873 samples/sec accuracy=83.612380 loss=0.616136 lr=0.001611 Epoch[073] Batch [2649]/[3760] Speed: 116.553052 samples/sec accuracy=83.614387 loss=0.615940 lr=0.001610 Epoch[073] Batch [2699]/[3760] Speed: 133.074324 samples/sec accuracy=83.592014 loss=0.616512 lr=0.001608 Epoch[073] Batch [2749]/[3760] Speed: 113.043048 samples/sec accuracy=83.563636 loss=0.617377 lr=0.001607 Epoch[073] Batch [2799]/[3760] Speed: 133.471692 samples/sec accuracy=83.561384 loss=0.617442 lr=0.001605 Epoch[073] Batch [2849]/[3760] Speed: 116.862885 samples/sec accuracy=83.566886 loss=0.617419 lr=0.001604 Epoch[073] Batch [2899]/[3760] Speed: 129.093341 samples/sec accuracy=83.551724 loss=0.617698 lr=0.001602 Epoch[073] Batch [2949]/[3760] Speed: 116.148898 samples/sec accuracy=83.550318 loss=0.617661 lr=0.001601 Epoch[073] Batch [2999]/[3760] Speed: 131.926502 samples/sec accuracy=83.538542 loss=0.618216 lr=0.001599 Epoch[073] Batch [3049]/[3760] Speed: 114.736598 samples/sec accuracy=83.504098 loss=0.619117 lr=0.001597 Epoch[073] Batch [3099]/[3760] Speed: 129.752094 samples/sec accuracy=83.477319 loss=0.619870 lr=0.001596 Epoch[073] Batch [3149]/[3760] Speed: 116.744637 samples/sec accuracy=83.449901 loss=0.620789 lr=0.001594 Epoch[073] Batch [3199]/[3760] Speed: 135.151892 samples/sec accuracy=83.444824 loss=0.620745 lr=0.001593 Epoch[073] Batch [3249]/[3760] Speed: 113.996162 samples/sec accuracy=83.429808 loss=0.621215 lr=0.001591 Epoch[073] Batch [3299]/[3760] Speed: 127.938016 samples/sec accuracy=83.420928 loss=0.621315 lr=0.001590 Epoch[073] Batch [3349]/[3760] Speed: 116.648300 samples/sec accuracy=83.426306 loss=0.621127 lr=0.001588 Epoch[073] Batch [3399]/[3760] Speed: 129.972518 samples/sec accuracy=83.408088 loss=0.621854 lr=0.001587 Epoch[073] Batch [3449]/[3760] Speed: 117.659146 samples/sec accuracy=83.413043 loss=0.621830 lr=0.001585 Epoch[073] Batch [3499]/[3760] Speed: 124.109198 samples/sec accuracy=83.405357 loss=0.622103 lr=0.001584 Epoch[073] Batch [3549]/[3760] Speed: 122.741237 samples/sec accuracy=83.401849 loss=0.621979 lr=0.001582 Epoch[073] Batch [3599]/[3760] Speed: 123.587301 samples/sec accuracy=83.408854 loss=0.621553 lr=0.001581 Epoch[073] Batch [3649]/[3760] Speed: 128.134920 samples/sec accuracy=83.402825 loss=0.621661 lr=0.001579 Epoch[073] Batch [3699]/[3760] Speed: 121.309607 samples/sec accuracy=83.402449 loss=0.621687 lr=0.001578 Epoch[073] Batch [3749]/[3760] Speed: 143.412875 samples/sec accuracy=83.385833 loss=0.622107 lr=0.001576 Batch [0049]/[0303]: acc-top1=63.156250 acc-top5=84.031250 Batch [0099]/[0303]: acc-top1=63.796875 acc-top5=84.640625 Batch [0149]/[0303]: acc-top1=63.833333 acc-top5=84.708333 Batch [0199]/[0303]: acc-top1=63.914062 acc-top5=84.484375 Batch [0249]/[0303]: acc-top1=64.112500 acc-top5=84.481250 Batch [0299]/[0303]: acc-top1=64.239583 acc-top5=84.588542 [Epoch 073] training: accuracy=83.382646 loss=0.622340 [Epoch 073] speed: 122 samples/sec time cost: 2148.253624 [Epoch 073] validation: acc-top1=64.268771 acc-top5=84.591584 loss=1.959215 Epoch[074] Batch [0049]/[3760] Speed: 89.567091 samples/sec accuracy=83.562500 loss=0.606112 lr=0.001574 Epoch[074] Batch [0099]/[3760] Speed: 125.697454 samples/sec accuracy=84.187500 loss=0.598378 lr=0.001573 Epoch[074] Batch [0149]/[3760] Speed: 118.833491 samples/sec accuracy=84.604167 loss=0.580753 lr=0.001571 Epoch[074] Batch [0199]/[3760] Speed: 128.945894 samples/sec accuracy=84.328125 loss=0.590198 lr=0.001570 Epoch[074] Batch [0249]/[3760] Speed: 117.590414 samples/sec accuracy=84.100000 loss=0.596525 lr=0.001568 Epoch[074] Batch [0299]/[3760] Speed: 129.241761 samples/sec accuracy=84.364583 loss=0.589897 lr=0.001567 Epoch[074] Batch [0349]/[3760] Speed: 124.067215 samples/sec accuracy=84.366071 loss=0.589562 lr=0.001565 Epoch[074] Batch [0399]/[3760] Speed: 119.471356 samples/sec accuracy=84.316406 loss=0.589243 lr=0.001564 Epoch[074] Batch [0449]/[3760] Speed: 120.897414 samples/sec accuracy=84.381944 loss=0.587206 lr=0.001562 Epoch[074] Batch [0499]/[3760] Speed: 118.517650 samples/sec accuracy=84.368750 loss=0.586356 lr=0.001561 Epoch[074] Batch [0549]/[3760] Speed: 132.759058 samples/sec accuracy=84.394886 loss=0.586004 lr=0.001559 Epoch[074] Batch [0599]/[3760] Speed: 120.616847 samples/sec accuracy=84.427083 loss=0.585538 lr=0.001558 Epoch[074] Batch [0649]/[3760] Speed: 124.614843 samples/sec accuracy=84.483173 loss=0.583510 lr=0.001556 Epoch[074] Batch [0699]/[3760] Speed: 119.894573 samples/sec accuracy=84.388393 loss=0.586453 lr=0.001555 Epoch[074] Batch [0749]/[3760] Speed: 127.126113 samples/sec accuracy=84.437500 loss=0.585361 lr=0.001553 Epoch[074] Batch [0799]/[3760] Speed: 120.803574 samples/sec accuracy=84.414062 loss=0.586013 lr=0.001551 Epoch[074] Batch [0849]/[3760] Speed: 125.470058 samples/sec accuracy=84.375000 loss=0.586798 lr=0.001550 Epoch[074] Batch [0899]/[3760] Speed: 122.101382 samples/sec accuracy=84.333333 loss=0.589186 lr=0.001548 Epoch[074] Batch [0949]/[3760] Speed: 122.180109 samples/sec accuracy=84.350329 loss=0.588656 lr=0.001547 Epoch[074] Batch [0999]/[3760] Speed: 128.499905 samples/sec accuracy=84.334375 loss=0.588845 lr=0.001545 Epoch[074] Batch [1049]/[3760] Speed: 119.581296 samples/sec accuracy=84.303571 loss=0.588636 lr=0.001544 Epoch[074] Batch [1099]/[3760] Speed: 125.358386 samples/sec accuracy=84.264205 loss=0.590261 lr=0.001542 Epoch[074] Batch [1149]/[3760] Speed: 123.070998 samples/sec accuracy=84.254076 loss=0.590620 lr=0.001541 Epoch[074] Batch [1199]/[3760] Speed: 119.836608 samples/sec accuracy=84.207031 loss=0.591874 lr=0.001539 Epoch[074] Batch [1249]/[3760] Speed: 123.444111 samples/sec accuracy=84.227500 loss=0.591986 lr=0.001538 Epoch[074] Batch [1299]/[3760] Speed: 121.010515 samples/sec accuracy=84.157452 loss=0.593659 lr=0.001536 Epoch[074] Batch [1349]/[3760] Speed: 128.143071 samples/sec accuracy=84.179398 loss=0.592988 lr=0.001535 Epoch[074] Batch [1399]/[3760] Speed: 122.559060 samples/sec accuracy=84.174107 loss=0.593446 lr=0.001533 Epoch[074] Batch [1449]/[3760] Speed: 115.614239 samples/sec accuracy=84.176724 loss=0.594232 lr=0.001532 Epoch[074] Batch [1499]/[3760] Speed: 136.034095 samples/sec accuracy=84.161458 loss=0.594584 lr=0.001530 Epoch[074] Batch [1549]/[3760] Speed: 113.537381 samples/sec accuracy=84.155242 loss=0.594237 lr=0.001529 Epoch[074] Batch [1599]/[3760] Speed: 132.795231 samples/sec accuracy=84.139648 loss=0.594176 lr=0.001527 Epoch[074] Batch [1649]/[3760] Speed: 120.949092 samples/sec accuracy=84.092803 loss=0.595156 lr=0.001526 Epoch[074] Batch [1699]/[3760] Speed: 124.666721 samples/sec accuracy=84.118566 loss=0.594196 lr=0.001524 Epoch[074] Batch [1749]/[3760] Speed: 125.670637 samples/sec accuracy=84.117857 loss=0.593897 lr=0.001523 Epoch[074] Batch [1799]/[3760] Speed: 120.146832 samples/sec accuracy=84.099826 loss=0.594405 lr=0.001521 Epoch[074] Batch [1849]/[3760] Speed: 117.220493 samples/sec accuracy=84.056588 loss=0.595322 lr=0.001520 Epoch[074] Batch [1899]/[3760] Speed: 130.458353 samples/sec accuracy=84.055099 loss=0.596382 lr=0.001518 Epoch[074] Batch [1949]/[3760] Speed: 118.200056 samples/sec accuracy=84.040064 loss=0.597278 lr=0.001517 Epoch[074] Batch [1999]/[3760] Speed: 128.477641 samples/sec accuracy=84.023438 loss=0.597842 lr=0.001515 Epoch[074] Batch [2049]/[3760] Speed: 118.386222 samples/sec accuracy=84.004573 loss=0.598269 lr=0.001514 Epoch[074] Batch [2099]/[3760] Speed: 125.085954 samples/sec accuracy=84.022321 loss=0.598260 lr=0.001512 Epoch[074] Batch [2149]/[3760] Speed: 122.574540 samples/sec accuracy=84.007994 loss=0.598530 lr=0.001511 Epoch[074] Batch [2199]/[3760] Speed: 123.096188 samples/sec accuracy=84.019886 loss=0.597980 lr=0.001509 Epoch[074] Batch [2249]/[3760] Speed: 121.513678 samples/sec accuracy=84.023611 loss=0.597741 lr=0.001508 Epoch[074] Batch [2299]/[3760] Speed: 124.573351 samples/sec accuracy=84.009511 loss=0.598788 lr=0.001506 Epoch[074] Batch [2349]/[3760] Speed: 122.969097 samples/sec accuracy=84.023936 loss=0.598489 lr=0.001505 Epoch[074] Batch [2399]/[3760] Speed: 123.689622 samples/sec accuracy=84.026693 loss=0.598521 lr=0.001503 Epoch[074] Batch [2449]/[3760] Speed: 124.467661 samples/sec accuracy=84.019770 loss=0.598506 lr=0.001502 Epoch[074] Batch [2499]/[3760] Speed: 120.565742 samples/sec accuracy=84.001250 loss=0.599107 lr=0.001500 Epoch[074] Batch [2549]/[3760] Speed: 122.134009 samples/sec accuracy=83.996324 loss=0.599287 lr=0.001499 Epoch[074] Batch [2599]/[3760] Speed: 124.595082 samples/sec accuracy=84.000000 loss=0.599207 lr=0.001497 Epoch[074] Batch [2649]/[3760] Speed: 125.597993 samples/sec accuracy=83.972288 loss=0.600301 lr=0.001496 Epoch[074] Batch [2699]/[3760] Speed: 121.585559 samples/sec accuracy=83.977431 loss=0.600482 lr=0.001494 Epoch[074] Batch [2749]/[3760] Speed: 130.096607 samples/sec accuracy=83.978977 loss=0.600293 lr=0.001493 Epoch[074] Batch [2799]/[3760] Speed: 113.479865 samples/sec accuracy=83.967634 loss=0.600759 lr=0.001491 Epoch[074] Batch [2849]/[3760] Speed: 131.702292 samples/sec accuracy=83.952303 loss=0.601027 lr=0.001490 Epoch[074] Batch [2899]/[3760] Speed: 115.248114 samples/sec accuracy=83.932651 loss=0.601270 lr=0.001488 Epoch[074] Batch [2949]/[3760] Speed: 131.692607 samples/sec accuracy=83.930614 loss=0.601399 lr=0.001487 Epoch[074] Batch [2999]/[3760] Speed: 118.060367 samples/sec accuracy=83.926042 loss=0.601924 lr=0.001486 Epoch[074] Batch [3049]/[3760] Speed: 127.645682 samples/sec accuracy=83.931865 loss=0.601969 lr=0.001484 Epoch[074] Batch [3099]/[3760] Speed: 114.141290 samples/sec accuracy=83.948085 loss=0.601655 lr=0.001483 Epoch[074] Batch [3149]/[3760] Speed: 136.666314 samples/sec accuracy=83.957341 loss=0.601454 lr=0.001481 Epoch[074] Batch [3199]/[3760] Speed: 111.208837 samples/sec accuracy=83.943359 loss=0.602018 lr=0.001480 Epoch[074] Batch [3249]/[3760] Speed: 138.454032 samples/sec accuracy=83.955769 loss=0.601685 lr=0.001478 Epoch[074] Batch [3299]/[3760] Speed: 114.822179 samples/sec accuracy=83.951705 loss=0.601772 lr=0.001477 Epoch[074] Batch [3349]/[3760] Speed: 134.879132 samples/sec accuracy=83.959422 loss=0.601443 lr=0.001475 Epoch[074] Batch [3399]/[3760] Speed: 115.289516 samples/sec accuracy=83.959559 loss=0.601669 lr=0.001474 Epoch[074] Batch [3449]/[3760] Speed: 126.649936 samples/sec accuracy=83.943388 loss=0.602407 lr=0.001472 Epoch[074] Batch [3499]/[3760] Speed: 120.922299 samples/sec accuracy=83.926339 loss=0.602763 lr=0.001471 Epoch[074] Batch [3549]/[3760] Speed: 121.605396 samples/sec accuracy=83.897887 loss=0.603648 lr=0.001469 Epoch[074] Batch [3599]/[3760] Speed: 127.480869 samples/sec accuracy=83.897135 loss=0.603684 lr=0.001468 Epoch[074] Batch [3649]/[3760] Speed: 120.182390 samples/sec accuracy=83.905394 loss=0.603392 lr=0.001466 Epoch[074] Batch [3699]/[3760] Speed: 119.544979 samples/sec accuracy=83.891892 loss=0.603894 lr=0.001465 Epoch[074] Batch [3749]/[3760] Speed: 142.013761 samples/sec accuracy=83.866250 loss=0.604667 lr=0.001463 Batch [0049]/[0303]: acc-top1=63.625000 acc-top5=84.500000 Batch [0099]/[0303]: acc-top1=63.765625 acc-top5=84.953125 Batch [0149]/[0303]: acc-top1=64.166667 acc-top5=85.145833 Batch [0199]/[0303]: acc-top1=64.000000 acc-top5=85.031250 Batch [0249]/[0303]: acc-top1=64.162500 acc-top5=84.993750 Batch [0299]/[0303]: acc-top1=64.218750 acc-top5=85.052083 [Epoch 074] training: accuracy=83.864279 loss=0.604817 [Epoch 074] speed: 122 samples/sec time cost: 2148.293972 [Epoch 074] validation: acc-top1=64.253300 acc-top5=85.060850 loss=1.965948 Epoch[075] Batch [0049]/[3759] Speed: 90.860956 samples/sec accuracy=85.593750 loss=0.549201 lr=0.001462 Epoch[075] Batch [0099]/[3759] Speed: 117.651699 samples/sec accuracy=85.281250 loss=0.558767 lr=0.001460 Epoch[075] Batch [0149]/[3759] Speed: 126.296260 samples/sec accuracy=84.958333 loss=0.560731 lr=0.001459 Epoch[075] Batch [0199]/[3759] Speed: 121.332424 samples/sec accuracy=84.570312 loss=0.575879 lr=0.001457 Epoch[075] Batch [0249]/[3759] Speed: 123.230401 samples/sec accuracy=84.456250 loss=0.580025 lr=0.001456 Epoch[075] Batch [0299]/[3759] Speed: 120.906996 samples/sec accuracy=84.583333 loss=0.575860 lr=0.001454 Epoch[075] Batch [0349]/[3759] Speed: 128.013173 samples/sec accuracy=84.683036 loss=0.571570 lr=0.001453 Epoch[075] Batch [0399]/[3759] Speed: 118.395182 samples/sec accuracy=84.562500 loss=0.575966 lr=0.001451 Epoch[075] Batch [0449]/[3759] Speed: 127.740662 samples/sec accuracy=84.524306 loss=0.578491 lr=0.001450 Epoch[075] Batch [0499]/[3759] Speed: 130.577190 samples/sec accuracy=84.640625 loss=0.576154 lr=0.001448 Epoch[075] Batch [0549]/[3759] Speed: 111.002633 samples/sec accuracy=84.687500 loss=0.574964 lr=0.001447 Epoch[075] Batch [0599]/[3759] Speed: 135.702222 samples/sec accuracy=84.666667 loss=0.575811 lr=0.001445 Epoch[075] Batch [0649]/[3759] Speed: 112.988445 samples/sec accuracy=84.716346 loss=0.574282 lr=0.001444 Epoch[075] Batch [0699]/[3759] Speed: 131.670650 samples/sec accuracy=84.725446 loss=0.574212 lr=0.001442 Epoch[075] Batch [0749]/[3759] Speed: 119.504843 samples/sec accuracy=84.735417 loss=0.574924 lr=0.001441 Epoch[075] Batch [0799]/[3759] Speed: 125.549735 samples/sec accuracy=84.740234 loss=0.575204 lr=0.001439 Epoch[075] Batch [0849]/[3759] Speed: 119.614661 samples/sec accuracy=84.755515 loss=0.574894 lr=0.001438 Epoch[075] Batch [0899]/[3759] Speed: 128.603722 samples/sec accuracy=84.708333 loss=0.575702 lr=0.001437 Epoch[075] Batch [0949]/[3759] Speed: 117.895936 samples/sec accuracy=84.689145 loss=0.575764 lr=0.001435 Epoch[075] Batch [0999]/[3759] Speed: 125.369548 samples/sec accuracy=84.756250 loss=0.575012 lr=0.001434 Epoch[075] Batch [1049]/[3759] Speed: 116.521258 samples/sec accuracy=84.748512 loss=0.575457 lr=0.001432 Epoch[075] Batch [1099]/[3759] Speed: 135.232232 samples/sec accuracy=84.714489 loss=0.576157 lr=0.001431 Epoch[075] Batch [1149]/[3759] Speed: 114.448960 samples/sec accuracy=84.716033 loss=0.576671 lr=0.001429 Epoch[075] Batch [1199]/[3759] Speed: 129.638577 samples/sec accuracy=84.697917 loss=0.577501 lr=0.001428 Epoch[075] Batch [1249]/[3759] Speed: 117.416048 samples/sec accuracy=84.725000 loss=0.577015 lr=0.001426 Epoch[075] Batch [1299]/[3759] Speed: 129.454946 samples/sec accuracy=84.703125 loss=0.577945 lr=0.001425 Epoch[075] Batch [1349]/[3759] Speed: 121.594069 samples/sec accuracy=84.688657 loss=0.577706 lr=0.001423 Epoch[075] Batch [1399]/[3759] Speed: 120.284777 samples/sec accuracy=84.699777 loss=0.577668 lr=0.001422 Epoch[075] Batch [1449]/[3759] Speed: 125.040278 samples/sec accuracy=84.679957 loss=0.577385 lr=0.001420 Epoch[075] Batch [1499]/[3759] Speed: 123.710630 samples/sec accuracy=84.682292 loss=0.577353 lr=0.001419 Epoch[075] Batch [1549]/[3759] Speed: 116.742397 samples/sec accuracy=84.642137 loss=0.578041 lr=0.001418 Epoch[075] Batch [1599]/[3759] Speed: 129.043932 samples/sec accuracy=84.608398 loss=0.579337 lr=0.001416 Epoch[075] Batch [1649]/[3759] Speed: 119.533353 samples/sec accuracy=84.607008 loss=0.579388 lr=0.001415 Epoch[075] Batch [1699]/[3759] Speed: 129.341520 samples/sec accuracy=84.600184 loss=0.580016 lr=0.001413 Epoch[075] Batch [1749]/[3759] Speed: 116.924871 samples/sec accuracy=84.583929 loss=0.580273 lr=0.001412 Epoch[075] Batch [1799]/[3759] Speed: 129.275780 samples/sec accuracy=84.592014 loss=0.579895 lr=0.001410 Epoch[075] Batch [1849]/[3759] Speed: 122.382253 samples/sec accuracy=84.609797 loss=0.579462 lr=0.001409 Epoch[075] Batch [1899]/[3759] Speed: 122.569276 samples/sec accuracy=84.586349 loss=0.580192 lr=0.001407 Epoch[075] Batch [1949]/[3759] Speed: 128.146726 samples/sec accuracy=84.580128 loss=0.580665 lr=0.001406 Epoch[075] Batch [1999]/[3759] Speed: 114.512690 samples/sec accuracy=84.572656 loss=0.580289 lr=0.001404 Epoch[075] Batch [2049]/[3759] Speed: 132.485070 samples/sec accuracy=84.562500 loss=0.580547 lr=0.001403 Epoch[075] Batch [2099]/[3759] Speed: 115.993652 samples/sec accuracy=84.533482 loss=0.581492 lr=0.001402 Epoch[075] Batch [2149]/[3759] Speed: 127.869364 samples/sec accuracy=84.521802 loss=0.582281 lr=0.001400 Epoch[075] Batch [2199]/[3759] Speed: 118.651180 samples/sec accuracy=84.507102 loss=0.582501 lr=0.001399 Epoch[075] Batch [2249]/[3759] Speed: 129.969632 samples/sec accuracy=84.494444 loss=0.582739 lr=0.001397 Epoch[075] Batch [2299]/[3759] Speed: 116.651307 samples/sec accuracy=84.478940 loss=0.582967 lr=0.001396 Epoch[075] Batch [2349]/[3759] Speed: 127.937798 samples/sec accuracy=84.466755 loss=0.583596 lr=0.001394 Epoch[075] Batch [2399]/[3759] Speed: 124.050893 samples/sec accuracy=84.460938 loss=0.583432 lr=0.001393 Epoch[075] Batch [2449]/[3759] Speed: 121.796023 samples/sec accuracy=84.452806 loss=0.583836 lr=0.001391 Epoch[075] Batch [2499]/[3759] Speed: 125.153036 samples/sec accuracy=84.443750 loss=0.584062 lr=0.001390 Epoch[075] Batch [2549]/[3759] Speed: 122.720947 samples/sec accuracy=84.435662 loss=0.584279 lr=0.001388 Epoch[075] Batch [2599]/[3759] Speed: 120.513323 samples/sec accuracy=84.448317 loss=0.583855 lr=0.001387 Epoch[075] Batch [2649]/[3759] Speed: 123.423037 samples/sec accuracy=84.443396 loss=0.584769 lr=0.001386 Epoch[075] Batch [2699]/[3759] Speed: 119.315814 samples/sec accuracy=84.436921 loss=0.585122 lr=0.001384 Epoch[075] Batch [2749]/[3759] Speed: 128.135990 samples/sec accuracy=84.434091 loss=0.585570 lr=0.001383 Epoch[075] Batch [2799]/[3759] Speed: 116.726101 samples/sec accuracy=84.430246 loss=0.585851 lr=0.001381 Epoch[075] Batch [2849]/[3759] Speed: 132.400536 samples/sec accuracy=84.416118 loss=0.585776 lr=0.001380 Epoch[075] Batch [2899]/[3759] Speed: 121.881847 samples/sec accuracy=84.393319 loss=0.586211 lr=0.001378 Epoch[075] Batch [2949]/[3759] Speed: 117.684974 samples/sec accuracy=84.400953 loss=0.586219 lr=0.001377 Epoch[075] Batch [2999]/[3759] Speed: 130.462034 samples/sec accuracy=84.399479 loss=0.585763 lr=0.001376 Epoch[075] Batch [3049]/[3759] Speed: 119.869885 samples/sec accuracy=84.400102 loss=0.585707 lr=0.001374 Epoch[075] Batch [3099]/[3759] Speed: 126.026665 samples/sec accuracy=84.394657 loss=0.585929 lr=0.001373 Epoch[075] Batch [3149]/[3759] Speed: 121.558809 samples/sec accuracy=84.408730 loss=0.586071 lr=0.001371 Epoch[075] Batch [3199]/[3759] Speed: 121.550323 samples/sec accuracy=84.394531 loss=0.586257 lr=0.001370 Epoch[075] Batch [3249]/[3759] Speed: 125.306055 samples/sec accuracy=84.398558 loss=0.586151 lr=0.001368 Epoch[075] Batch [3299]/[3759] Speed: 116.730460 samples/sec accuracy=84.391098 loss=0.586522 lr=0.001367 Epoch[075] Batch [3349]/[3759] Speed: 121.352256 samples/sec accuracy=84.373134 loss=0.587103 lr=0.001365 Epoch[075] Batch [3399]/[3759] Speed: 131.436060 samples/sec accuracy=84.371324 loss=0.587270 lr=0.001364 Epoch[075] Batch [3449]/[3759] Speed: 118.958873 samples/sec accuracy=84.359601 loss=0.587656 lr=0.001363 Epoch[075] Batch [3499]/[3759] Speed: 127.219726 samples/sec accuracy=84.367411 loss=0.587766 lr=0.001361 Epoch[075] Batch [3549]/[3759] Speed: 119.844235 samples/sec accuracy=84.369278 loss=0.587813 lr=0.001360 Epoch[075] Batch [3599]/[3759] Speed: 126.187369 samples/sec accuracy=84.355469 loss=0.587888 lr=0.001358 Epoch[075] Batch [3649]/[3759] Speed: 119.265308 samples/sec accuracy=84.343322 loss=0.588208 lr=0.001357 Epoch[075] Batch [3699]/[3759] Speed: 125.314475 samples/sec accuracy=84.350507 loss=0.588104 lr=0.001355 Epoch[075] Batch [3749]/[3759] Speed: 140.846006 samples/sec accuracy=84.348750 loss=0.588045 lr=0.001354 Batch [0049]/[0303]: acc-top1=64.156250 acc-top5=84.843750 Batch [0099]/[0303]: acc-top1=64.187500 acc-top5=85.156250 Batch [0149]/[0303]: acc-top1=64.291667 acc-top5=85.364583 Batch [0199]/[0303]: acc-top1=64.023438 acc-top5=85.156250 Batch [0249]/[0303]: acc-top1=64.181250 acc-top5=84.900000 Batch [0299]/[0303]: acc-top1=64.281250 acc-top5=84.947917 [Epoch 075] training: accuracy=84.348813 loss=0.587991 [Epoch 075] speed: 122 samples/sec time cost: 2151.657758 [Epoch 075] validation: acc-top1=64.279084 acc-top5=84.957715 loss=1.990030 Epoch[076] Batch [0049]/[3760] Speed: 87.093135 samples/sec accuracy=85.625000 loss=0.558100 lr=0.001352 Epoch[076] Batch [0099]/[3760] Speed: 123.945335 samples/sec accuracy=85.265625 loss=0.564179 lr=0.001351 Epoch[076] Batch [0149]/[3760] Speed: 125.223787 samples/sec accuracy=85.531250 loss=0.551803 lr=0.001349 Epoch[076] Batch [0199]/[3760] Speed: 125.262927 samples/sec accuracy=85.476562 loss=0.552378 lr=0.001348 Epoch[076] Batch [0249]/[3760] Speed: 117.380280 samples/sec accuracy=85.350000 loss=0.553030 lr=0.001347 Epoch[076] Batch [0299]/[3760] Speed: 133.370826 samples/sec accuracy=85.369792 loss=0.551763 lr=0.001345 Epoch[076] Batch [0349]/[3760] Speed: 116.742840 samples/sec accuracy=85.000000 loss=0.562449 lr=0.001344 Epoch[076] Batch [0399]/[3760] Speed: 128.585929 samples/sec accuracy=84.968750 loss=0.564565 lr=0.001342 Epoch[076] Batch [0449]/[3760] Speed: 118.306120 samples/sec accuracy=84.930556 loss=0.562594 lr=0.001341 Epoch[076] Batch [0499]/[3760] Speed: 122.819660 samples/sec accuracy=84.950000 loss=0.561464 lr=0.001339 Epoch[076] Batch [0549]/[3760] Speed: 123.059284 samples/sec accuracy=84.900568 loss=0.564655 lr=0.001338 Epoch[076] Batch [0599]/[3760] Speed: 122.742823 samples/sec accuracy=84.911458 loss=0.564887 lr=0.001337 Epoch[076] Batch [0649]/[3760] Speed: 124.396704 samples/sec accuracy=84.975962 loss=0.563250 lr=0.001335 Epoch[076] Batch [0699]/[3760] Speed: 121.257506 samples/sec accuracy=85.060268 loss=0.561262 lr=0.001334 Epoch[076] Batch [0749]/[3760] Speed: 128.019912 samples/sec accuracy=85.064583 loss=0.561472 lr=0.001332 Epoch[076] Batch [0799]/[3760] Speed: 117.157962 samples/sec accuracy=85.025391 loss=0.562361 lr=0.001331 Epoch[076] Batch [0849]/[3760] Speed: 124.888686 samples/sec accuracy=85.045956 loss=0.562784 lr=0.001330 Epoch[076] Batch [0899]/[3760] Speed: 117.419811 samples/sec accuracy=84.996528 loss=0.564443 lr=0.001328 Epoch[076] Batch [0949]/[3760] Speed: 130.928799 samples/sec accuracy=84.957237 loss=0.564354 lr=0.001327 Epoch[076] Batch [0999]/[3760] Speed: 117.454182 samples/sec accuracy=84.921875 loss=0.565015 lr=0.001325 Epoch[076] Batch [1049]/[3760] Speed: 131.183369 samples/sec accuracy=84.916667 loss=0.565283 lr=0.001324 Epoch[076] Batch [1099]/[3760] Speed: 120.801229 samples/sec accuracy=84.913352 loss=0.565584 lr=0.001322 Epoch[076] Batch [1149]/[3760] Speed: 124.522887 samples/sec accuracy=84.904891 loss=0.566214 lr=0.001321 Epoch[076] Batch [1199]/[3760] Speed: 119.366521 samples/sec accuracy=84.903646 loss=0.565708 lr=0.001320 Epoch[076] Batch [1249]/[3760] Speed: 124.245801 samples/sec accuracy=84.931250 loss=0.565270 lr=0.001318 Epoch[076] Batch [1299]/[3760] Speed: 124.276485 samples/sec accuracy=84.945913 loss=0.564401 lr=0.001317 Epoch[076] Batch [1349]/[3760] Speed: 115.425698 samples/sec accuracy=84.958333 loss=0.565025 lr=0.001315 Epoch[076] Batch [1399]/[3760] Speed: 126.182789 samples/sec accuracy=84.949777 loss=0.565518 lr=0.001314 Epoch[076] Batch [1449]/[3760] Speed: 118.417566 samples/sec accuracy=84.934267 loss=0.565702 lr=0.001313 Epoch[076] Batch [1499]/[3760] Speed: 123.502567 samples/sec accuracy=84.940625 loss=0.565534 lr=0.001311 Epoch[076] Batch [1549]/[3760] Speed: 125.397974 samples/sec accuracy=84.941532 loss=0.565640 lr=0.001310 Epoch[076] Batch [1599]/[3760] Speed: 122.291008 samples/sec accuracy=84.935547 loss=0.566076 lr=0.001308 Epoch[076] Batch [1649]/[3760] Speed: 125.868189 samples/sec accuracy=84.936553 loss=0.566385 lr=0.001307 Epoch[076] Batch [1699]/[3760] Speed: 121.518484 samples/sec accuracy=84.911765 loss=0.567328 lr=0.001305 Epoch[076] Batch [1749]/[3760] Speed: 124.889225 samples/sec accuracy=84.900893 loss=0.567595 lr=0.001304 Epoch[076] Batch [1799]/[3760] Speed: 118.846389 samples/sec accuracy=84.899306 loss=0.567608 lr=0.001303 Epoch[076] Batch [1849]/[3760] Speed: 114.840924 samples/sec accuracy=84.872466 loss=0.568337 lr=0.001301 Epoch[076] Batch [1899]/[3760] Speed: 134.165849 samples/sec accuracy=84.864309 loss=0.568628 lr=0.001300 Epoch[076] Batch [1949]/[3760] Speed: 114.347422 samples/sec accuracy=84.838942 loss=0.569326 lr=0.001298 Epoch[076] Batch [1999]/[3760] Speed: 130.968920 samples/sec accuracy=84.843750 loss=0.568850 lr=0.001297 Epoch[076] Batch [2049]/[3760] Speed: 116.846779 samples/sec accuracy=84.870427 loss=0.567764 lr=0.001296 Epoch[076] Batch [2099]/[3760] Speed: 126.436647 samples/sec accuracy=84.848214 loss=0.568567 lr=0.001294 Epoch[076] Batch [2149]/[3760] Speed: 120.213661 samples/sec accuracy=84.843750 loss=0.568835 lr=0.001293 Epoch[076] Batch [2199]/[3760] Speed: 123.187104 samples/sec accuracy=84.839489 loss=0.568851 lr=0.001291 Epoch[076] Batch [2249]/[3760] Speed: 125.532587 samples/sec accuracy=84.859028 loss=0.568128 lr=0.001290 Epoch[076] Batch [2299]/[3760] Speed: 121.264791 samples/sec accuracy=84.855299 loss=0.568547 lr=0.001289 Epoch[076] Batch [2349]/[3760] Speed: 124.323974 samples/sec accuracy=84.849069 loss=0.568462 lr=0.001287 Epoch[076] Batch [2399]/[3760] Speed: 117.288534 samples/sec accuracy=84.857422 loss=0.568387 lr=0.001286 Epoch[076] Batch [2449]/[3760] Speed: 127.910005 samples/sec accuracy=84.858418 loss=0.568206 lr=0.001284 Epoch[076] Batch [2499]/[3760] Speed: 119.366410 samples/sec accuracy=84.846875 loss=0.568945 lr=0.001283 Epoch[076] Batch [2549]/[3760] Speed: 120.266245 samples/sec accuracy=84.842525 loss=0.568936 lr=0.001282 Epoch[076] Batch [2599]/[3760] Speed: 138.940736 samples/sec accuracy=84.814303 loss=0.569303 lr=0.001280 Epoch[076] Batch [2649]/[3760] Speed: 112.294020 samples/sec accuracy=84.815448 loss=0.569417 lr=0.001279 Epoch[076] Batch [2699]/[3760] Speed: 131.462953 samples/sec accuracy=84.827546 loss=0.568868 lr=0.001277 Epoch[076] Batch [2749]/[3760] Speed: 116.192946 samples/sec accuracy=84.835227 loss=0.568543 lr=0.001276 Epoch[076] Batch [2799]/[3760] Speed: 128.397037 samples/sec accuracy=84.831473 loss=0.568787 lr=0.001275 Epoch[076] Batch [2849]/[3760] Speed: 120.385269 samples/sec accuracy=84.830044 loss=0.569152 lr=0.001273 Epoch[076] Batch [2899]/[3760] Speed: 123.055036 samples/sec accuracy=84.829203 loss=0.569301 lr=0.001272 Epoch[076] Batch [2949]/[3760] Speed: 120.986501 samples/sec accuracy=84.821504 loss=0.569674 lr=0.001271 Epoch[076] Batch [2999]/[3760] Speed: 126.774066 samples/sec accuracy=84.800000 loss=0.570099 lr=0.001269 Epoch[076] Batch [3049]/[3760] Speed: 117.874293 samples/sec accuracy=84.797131 loss=0.569985 lr=0.001268 Epoch[076] Batch [3099]/[3760] Speed: 127.884790 samples/sec accuracy=84.785282 loss=0.570224 lr=0.001266 Epoch[076] Batch [3149]/[3760] Speed: 127.381502 samples/sec accuracy=84.759921 loss=0.570649 lr=0.001265 Epoch[076] Batch [3199]/[3760] Speed: 116.399083 samples/sec accuracy=84.747559 loss=0.570811 lr=0.001264 Epoch[076] Batch [3249]/[3760] Speed: 124.343438 samples/sec accuracy=84.757212 loss=0.570782 lr=0.001262 Epoch[076] Batch [3299]/[3760] Speed: 126.590070 samples/sec accuracy=84.768466 loss=0.570341 lr=0.001261 Epoch[076] Batch [3349]/[3760] Speed: 121.183678 samples/sec accuracy=84.784049 loss=0.569847 lr=0.001259 Epoch[076] Batch [3399]/[3760] Speed: 123.666689 samples/sec accuracy=84.774816 loss=0.570190 lr=0.001258 Epoch[076] Batch [3449]/[3760] Speed: 129.426253 samples/sec accuracy=84.771286 loss=0.570372 lr=0.001257 Epoch[076] Batch [3499]/[3760] Speed: 115.668470 samples/sec accuracy=84.764286 loss=0.570604 lr=0.001255 Epoch[076] Batch [3549]/[3760] Speed: 124.437110 samples/sec accuracy=84.763204 loss=0.570867 lr=0.001254 Epoch[076] Batch [3599]/[3760] Speed: 121.438450 samples/sec accuracy=84.755208 loss=0.570828 lr=0.001252 Epoch[076] Batch [3649]/[3760] Speed: 118.771612 samples/sec accuracy=84.761986 loss=0.570420 lr=0.001251 Epoch[076] Batch [3699]/[3760] Speed: 128.447440 samples/sec accuracy=84.772382 loss=0.570063 lr=0.001250 Epoch[076] Batch [3749]/[3760] Speed: 140.703929 samples/sec accuracy=84.769167 loss=0.570129 lr=0.001248 Batch [0049]/[0303]: acc-top1=63.593750 acc-top5=84.312500 Batch [0099]/[0303]: acc-top1=63.875000 acc-top5=84.859375 Batch [0149]/[0303]: acc-top1=64.250000 acc-top5=85.062500 Batch [0199]/[0303]: acc-top1=64.164062 acc-top5=84.781250 Batch [0249]/[0303]: acc-top1=64.287500 acc-top5=84.612500 Batch [0299]/[0303]: acc-top1=64.442708 acc-top5=84.729167 [Epoch 076] training: accuracy=84.773105 loss=0.570150 [Epoch 076] speed: 122 samples/sec time cost: 2153.278863 [Epoch 076] validation: acc-top1=64.423474 acc-top5=84.725660 loss=1.980228 Epoch[077] Batch [0049]/[3760] Speed: 90.229484 samples/sec accuracy=85.281250 loss=0.543947 lr=0.001247 Epoch[077] Batch [0099]/[3760] Speed: 123.767792 samples/sec accuracy=85.546875 loss=0.539107 lr=0.001245 Epoch[077] Batch [0149]/[3760] Speed: 117.445708 samples/sec accuracy=85.593750 loss=0.535370 lr=0.001244 Epoch[077] Batch [0199]/[3760] Speed: 131.286714 samples/sec accuracy=85.296875 loss=0.543407 lr=0.001243 Epoch[077] Batch [0249]/[3760] Speed: 114.674801 samples/sec accuracy=85.575000 loss=0.537902 lr=0.001241 Epoch[077] Batch [0299]/[3760] Speed: 125.496334 samples/sec accuracy=85.406250 loss=0.547624 lr=0.001240 Epoch[077] Batch [0349]/[3760] Speed: 119.840851 samples/sec accuracy=85.370536 loss=0.547981 lr=0.001238 Epoch[077] Batch [0399]/[3760] Speed: 127.888221 samples/sec accuracy=85.441406 loss=0.546041 lr=0.001237 Epoch[077] Batch [0449]/[3760] Speed: 116.199377 samples/sec accuracy=85.479167 loss=0.545461 lr=0.001236 Epoch[077] Batch [0499]/[3760] Speed: 126.051428 samples/sec accuracy=85.359375 loss=0.547252 lr=0.001234 Epoch[077] Batch [0549]/[3760] Speed: 115.620424 samples/sec accuracy=85.210227 loss=0.552165 lr=0.001233 Epoch[077] Batch [0599]/[3760] Speed: 136.487150 samples/sec accuracy=85.223958 loss=0.552385 lr=0.001232 Epoch[077] Batch [0649]/[3760] Speed: 110.454136 samples/sec accuracy=85.250000 loss=0.549454 lr=0.001230 Epoch[077] Batch [0699]/[3760] Speed: 138.471333 samples/sec accuracy=85.301339 loss=0.549719 lr=0.001229 Epoch[077] Batch [0749]/[3760] Speed: 113.915740 samples/sec accuracy=85.289583 loss=0.550462 lr=0.001227 Epoch[077] Batch [0799]/[3760] Speed: 130.631730 samples/sec accuracy=85.328125 loss=0.550234 lr=0.001226 Epoch[077] Batch [0849]/[3760] Speed: 119.311032 samples/sec accuracy=85.347426 loss=0.550169 lr=0.001225 Epoch[077] Batch [0899]/[3760] Speed: 128.851699 samples/sec accuracy=85.406250 loss=0.548186 lr=0.001223 Epoch[077] Batch [0949]/[3760] Speed: 117.126964 samples/sec accuracy=85.417763 loss=0.548028 lr=0.001222 Epoch[077] Batch [0999]/[3760] Speed: 130.065186 samples/sec accuracy=85.440625 loss=0.546576 lr=0.001221 Epoch[077] Batch [1049]/[3760] Speed: 116.552214 samples/sec accuracy=85.403274 loss=0.547158 lr=0.001219 Epoch[077] Batch [1099]/[3760] Speed: 125.721286 samples/sec accuracy=85.424716 loss=0.546652 lr=0.001218 Epoch[077] Batch [1149]/[3760] Speed: 123.033475 samples/sec accuracy=85.331522 loss=0.549529 lr=0.001216 Epoch[077] Batch [1199]/[3760] Speed: 121.200268 samples/sec accuracy=85.348958 loss=0.549708 lr=0.001215 Epoch[077] Batch [1249]/[3760] Speed: 119.931339 samples/sec accuracy=85.336250 loss=0.549517 lr=0.001214 Epoch[077] Batch [1299]/[3760] Speed: 131.065154 samples/sec accuracy=85.346154 loss=0.549069 lr=0.001212 Epoch[077] Batch [1349]/[3760] Speed: 114.867478 samples/sec accuracy=85.342593 loss=0.548902 lr=0.001211 Epoch[077] Batch [1399]/[3760] Speed: 129.321297 samples/sec accuracy=85.312500 loss=0.549276 lr=0.001210 Epoch[077] Batch [1449]/[3760] Speed: 117.588163 samples/sec accuracy=85.324353 loss=0.548912 lr=0.001208 Epoch[077] Batch [1499]/[3760] Speed: 126.911621 samples/sec accuracy=85.309375 loss=0.549793 lr=0.001207 Epoch[077] Batch [1549]/[3760] Speed: 117.595315 samples/sec accuracy=85.303427 loss=0.550261 lr=0.001206 Epoch[077] Batch [1599]/[3760] Speed: 125.701215 samples/sec accuracy=85.302734 loss=0.550690 lr=0.001204 Epoch[077] Batch [1649]/[3760] Speed: 121.766903 samples/sec accuracy=85.295455 loss=0.551532 lr=0.001203 Epoch[077] Batch [1699]/[3760] Speed: 123.183125 samples/sec accuracy=85.297794 loss=0.550919 lr=0.001201 Epoch[077] Batch [1749]/[3760] Speed: 123.335409 samples/sec accuracy=85.316964 loss=0.550285 lr=0.001200 Epoch[077] Batch [1799]/[3760] Speed: 123.704701 samples/sec accuracy=85.341146 loss=0.549456 lr=0.001199 Epoch[077] Batch [1849]/[3760] Speed: 118.595079 samples/sec accuracy=85.326858 loss=0.550009 lr=0.001197 Epoch[077] Batch [1899]/[3760] Speed: 127.997151 samples/sec accuracy=85.308388 loss=0.550566 lr=0.001196 Epoch[077] Batch [1949]/[3760] Speed: 122.202359 samples/sec accuracy=85.321314 loss=0.550498 lr=0.001195 Epoch[077] Batch [1999]/[3760] Speed: 121.015305 samples/sec accuracy=85.326563 loss=0.550529 lr=0.001193 Epoch[077] Batch [2049]/[3760] Speed: 125.813334 samples/sec accuracy=85.345274 loss=0.549869 lr=0.001192 Epoch[077] Batch [2099]/[3760] Speed: 118.072914 samples/sec accuracy=85.334821 loss=0.549556 lr=0.001191 Epoch[077] Batch [2149]/[3760] Speed: 124.055120 samples/sec accuracy=85.329215 loss=0.549553 lr=0.001189 Epoch[077] Batch [2199]/[3760] Speed: 121.367330 samples/sec accuracy=85.318892 loss=0.549926 lr=0.001188 Epoch[077] Batch [2249]/[3760] Speed: 129.251165 samples/sec accuracy=85.321528 loss=0.550331 lr=0.001187 Epoch[077] Batch [2299]/[3760] Speed: 110.103006 samples/sec accuracy=85.290761 loss=0.551719 lr=0.001185 Epoch[077] Batch [2349]/[3760] Speed: 132.939208 samples/sec accuracy=85.301862 loss=0.551632 lr=0.001184 Epoch[077] Batch [2399]/[3760] Speed: 117.766449 samples/sec accuracy=85.302083 loss=0.551369 lr=0.001183 Epoch[077] Batch [2449]/[3760] Speed: 129.621158 samples/sec accuracy=85.274235 loss=0.552678 lr=0.001181 Epoch[077] Batch [2499]/[3760] Speed: 120.999709 samples/sec accuracy=85.296875 loss=0.552089 lr=0.001180 Epoch[077] Batch [2549]/[3760] Speed: 119.656833 samples/sec accuracy=85.310662 loss=0.551506 lr=0.001178 Epoch[077] Batch [2599]/[3760] Speed: 122.643529 samples/sec accuracy=85.304087 loss=0.551640 lr=0.001177 Epoch[077] Batch [2649]/[3760] Speed: 125.073424 samples/sec accuracy=85.316038 loss=0.551512 lr=0.001176 Epoch[077] Batch [2699]/[3760] Speed: 118.935283 samples/sec accuracy=85.317708 loss=0.551800 lr=0.001174 Epoch[077] Batch [2749]/[3760] Speed: 129.747956 samples/sec accuracy=85.325568 loss=0.551594 lr=0.001173 Epoch[077] Batch [2799]/[3760] Speed: 114.518004 samples/sec accuracy=85.315290 loss=0.552038 lr=0.001172 Epoch[077] Batch [2849]/[3760] Speed: 133.412830 samples/sec accuracy=85.319627 loss=0.552091 lr=0.001170 Epoch[077] Batch [2899]/[3760] Speed: 112.079660 samples/sec accuracy=85.327047 loss=0.552026 lr=0.001169 Epoch[077] Batch [2949]/[3760] Speed: 135.161228 samples/sec accuracy=85.299788 loss=0.552656 lr=0.001168 Epoch[077] Batch [2999]/[3760] Speed: 115.288580 samples/sec accuracy=85.288021 loss=0.553234 lr=0.001166 Epoch[077] Batch [3049]/[3760] Speed: 132.047752 samples/sec accuracy=85.278176 loss=0.553455 lr=0.001165 Epoch[077] Batch [3099]/[3760] Speed: 115.456137 samples/sec accuracy=85.279234 loss=0.553681 lr=0.001164 Epoch[077] Batch [3149]/[3760] Speed: 132.086845 samples/sec accuracy=85.284722 loss=0.553286 lr=0.001162 Epoch[077] Batch [3199]/[3760] Speed: 115.404300 samples/sec accuracy=85.282227 loss=0.553514 lr=0.001161 Epoch[077] Batch [3249]/[3760] Speed: 125.492035 samples/sec accuracy=85.280769 loss=0.553870 lr=0.001160 Epoch[077] Batch [3299]/[3760] Speed: 116.434951 samples/sec accuracy=85.290246 loss=0.553696 lr=0.001158 Epoch[077] Batch [3349]/[3760] Speed: 138.076845 samples/sec accuracy=85.268190 loss=0.554118 lr=0.001157 Epoch[077] Batch [3399]/[3760] Speed: 116.507218 samples/sec accuracy=85.279412 loss=0.553882 lr=0.001156 Epoch[077] Batch [3449]/[3760] Speed: 123.867838 samples/sec accuracy=85.266757 loss=0.554304 lr=0.001154 Epoch[077] Batch [3499]/[3760] Speed: 118.987533 samples/sec accuracy=85.254018 loss=0.554566 lr=0.001153 Epoch[077] Batch [3549]/[3760] Speed: 127.096305 samples/sec accuracy=85.256602 loss=0.553924 lr=0.001152 Epoch[077] Batch [3599]/[3760] Speed: 126.267891 samples/sec accuracy=85.258681 loss=0.554054 lr=0.001150 Epoch[077] Batch [3649]/[3760] Speed: 113.304943 samples/sec accuracy=85.247003 loss=0.554266 lr=0.001149 Epoch[077] Batch [3699]/[3760] Speed: 136.695881 samples/sec accuracy=85.236486 loss=0.554726 lr=0.001148 Epoch[077] Batch [3749]/[3760] Speed: 126.734922 samples/sec accuracy=85.236667 loss=0.554732 lr=0.001146 Batch [0049]/[0303]: acc-top1=63.875000 acc-top5=84.781250 Batch [0099]/[0303]: acc-top1=63.843750 acc-top5=85.234375 Batch [0149]/[0303]: acc-top1=64.187500 acc-top5=85.322917 Batch [0199]/[0303]: acc-top1=64.085938 acc-top5=84.890625 Batch [0249]/[0303]: acc-top1=64.243750 acc-top5=84.693750 Batch [0299]/[0303]: acc-top1=64.281250 acc-top5=84.770833 [Epoch 077] training: accuracy=85.235622 loss=0.554831 [Epoch 077] speed: 122 samples/sec time cost: 2156.721801 [Epoch 077] validation: acc-top1=64.273927 acc-top5=84.761757 loss=1.975497 Epoch[078] Batch [0049]/[3759] Speed: 91.059712 samples/sec accuracy=86.718750 loss=0.518046 lr=0.001145 Epoch[078] Batch [0099]/[3759] Speed: 118.228128 samples/sec accuracy=85.890625 loss=0.539381 lr=0.001143 Epoch[078] Batch [0149]/[3759] Speed: 124.122312 samples/sec accuracy=86.041667 loss=0.528350 lr=0.001142 Epoch[078] Batch [0199]/[3759] Speed: 123.938067 samples/sec accuracy=86.328125 loss=0.520539 lr=0.001141 Epoch[078] Batch [0249]/[3759] Speed: 123.305536 samples/sec accuracy=86.243750 loss=0.525161 lr=0.001139 Epoch[078] Batch [0299]/[3759] Speed: 122.071732 samples/sec accuracy=86.343750 loss=0.520207 lr=0.001138 Epoch[078] Batch [0349]/[3759] Speed: 118.568167 samples/sec accuracy=86.272321 loss=0.521524 lr=0.001137 Epoch[078] Batch [0399]/[3759] Speed: 124.746713 samples/sec accuracy=86.335938 loss=0.517826 lr=0.001135 Epoch[078] Batch [0449]/[3759] Speed: 123.719988 samples/sec accuracy=86.309028 loss=0.519147 lr=0.001134 Epoch[078] Batch [0499]/[3759] Speed: 127.973838 samples/sec accuracy=86.181250 loss=0.522827 lr=0.001133 Epoch[078] Batch [0549]/[3759] Speed: 115.212446 samples/sec accuracy=86.136364 loss=0.523728 lr=0.001131 Epoch[078] Batch [0599]/[3759] Speed: 131.053032 samples/sec accuracy=85.986979 loss=0.526408 lr=0.001130 Epoch[078] Batch [0649]/[3759] Speed: 118.278258 samples/sec accuracy=85.870192 loss=0.530594 lr=0.001129 Epoch[078] Batch [0699]/[3759] Speed: 121.708346 samples/sec accuracy=85.843750 loss=0.530863 lr=0.001127 Epoch[078] Batch [0749]/[3759] Speed: 126.941653 samples/sec accuracy=85.804167 loss=0.532401 lr=0.001126 Epoch[078] Batch [0799]/[3759] Speed: 120.593536 samples/sec accuracy=85.820312 loss=0.531051 lr=0.001125 Epoch[078] Batch [0849]/[3759] Speed: 120.328144 samples/sec accuracy=85.819853 loss=0.530398 lr=0.001124 Epoch[078] Batch [0899]/[3759] Speed: 126.759351 samples/sec accuracy=85.847222 loss=0.529930 lr=0.001122 Epoch[078] Batch [0949]/[3759] Speed: 117.839506 samples/sec accuracy=85.817434 loss=0.531056 lr=0.001121 Epoch[078] Batch [0999]/[3759] Speed: 125.739282 samples/sec accuracy=85.846875 loss=0.529692 lr=0.001120 Epoch[078] Batch [1049]/[3759] Speed: 118.321193 samples/sec accuracy=85.845238 loss=0.529377 lr=0.001118 Epoch[078] Batch [1099]/[3759] Speed: 127.981060 samples/sec accuracy=85.795455 loss=0.531371 lr=0.001117 Epoch[078] Batch [1149]/[3759] Speed: 121.793643 samples/sec accuracy=85.775815 loss=0.531783 lr=0.001116 Epoch[078] Batch [1199]/[3759] Speed: 119.181378 samples/sec accuracy=85.773438 loss=0.531078 lr=0.001114 Epoch[078] Batch [1249]/[3759] Speed: 123.276501 samples/sec accuracy=85.761250 loss=0.532608 lr=0.001113 Epoch[078] Batch [1299]/[3759] Speed: 126.212894 samples/sec accuracy=85.739183 loss=0.533144 lr=0.001112 Epoch[078] Batch [1349]/[3759] Speed: 118.992008 samples/sec accuracy=85.731481 loss=0.533153 lr=0.001110 Epoch[078] Batch [1399]/[3759] Speed: 124.862461 samples/sec accuracy=85.720982 loss=0.533798 lr=0.001109 Epoch[078] Batch [1449]/[3759] Speed: 119.585668 samples/sec accuracy=85.724138 loss=0.533984 lr=0.001108 Epoch[078] Batch [1499]/[3759] Speed: 123.473477 samples/sec accuracy=85.748958 loss=0.533094 lr=0.001106 Epoch[078] Batch [1549]/[3759] Speed: 122.492771 samples/sec accuracy=85.777218 loss=0.531726 lr=0.001105 Epoch[078] Batch [1599]/[3759] Speed: 122.964339 samples/sec accuracy=85.790039 loss=0.531532 lr=0.001104 Epoch[078] Batch [1649]/[3759] Speed: 128.957998 samples/sec accuracy=85.807765 loss=0.531060 lr=0.001102 Epoch[078] Batch [1699]/[3759] Speed: 116.817952 samples/sec accuracy=85.818934 loss=0.530710 lr=0.001101 Epoch[078] Batch [1749]/[3759] Speed: 133.209760 samples/sec accuracy=85.808036 loss=0.530820 lr=0.001100 Epoch[078] Batch [1799]/[3759] Speed: 117.557528 samples/sec accuracy=85.816840 loss=0.530822 lr=0.001099 Epoch[078] Batch [1849]/[3759] Speed: 126.226463 samples/sec accuracy=85.796453 loss=0.531550 lr=0.001097 Epoch[078] Batch [1899]/[3759] Speed: 121.776260 samples/sec accuracy=85.808388 loss=0.531079 lr=0.001096 Epoch[078] Batch [1949]/[3759] Speed: 119.599678 samples/sec accuracy=85.854968 loss=0.529975 lr=0.001095 Epoch[078] Batch [1999]/[3759] Speed: 122.762700 samples/sec accuracy=85.842187 loss=0.530320 lr=0.001093 Epoch[078] Batch [2049]/[3759] Speed: 120.953345 samples/sec accuracy=85.809451 loss=0.531562 lr=0.001092 Epoch[078] Batch [2099]/[3759] Speed: 127.175041 samples/sec accuracy=85.778274 loss=0.532699 lr=0.001091 Epoch[078] Batch [2149]/[3759] Speed: 117.598758 samples/sec accuracy=85.776163 loss=0.533395 lr=0.001089 Epoch[078] Batch [2199]/[3759] Speed: 119.155142 samples/sec accuracy=85.779830 loss=0.533085 lr=0.001088 Epoch[078] Batch [2249]/[3759] Speed: 126.872556 samples/sec accuracy=85.777778 loss=0.533048 lr=0.001087 Epoch[078] Batch [2299]/[3759] Speed: 124.609936 samples/sec accuracy=85.764266 loss=0.533559 lr=0.001086 Epoch[078] Batch [2349]/[3759] Speed: 118.734480 samples/sec accuracy=85.751995 loss=0.533982 lr=0.001084 Epoch[078] Batch [2399]/[3759] Speed: 128.435976 samples/sec accuracy=85.748047 loss=0.533665 lr=0.001083 Epoch[078] Batch [2449]/[3759] Speed: 116.443200 samples/sec accuracy=85.738520 loss=0.533831 lr=0.001082 Epoch[078] Batch [2499]/[3759] Speed: 127.519961 samples/sec accuracy=85.732500 loss=0.534386 lr=0.001080 Epoch[078] Batch [2549]/[3759] Speed: 116.300196 samples/sec accuracy=85.715686 loss=0.534842 lr=0.001079 Epoch[078] Batch [2599]/[3759] Speed: 126.177430 samples/sec accuracy=85.711538 loss=0.534734 lr=0.001078 Epoch[078] Batch [2649]/[3759] Speed: 122.748068 samples/sec accuracy=85.693396 loss=0.535476 lr=0.001076 Epoch[078] Batch [2699]/[3759] Speed: 128.841608 samples/sec accuracy=85.685185 loss=0.535718 lr=0.001075 Epoch[078] Batch [2749]/[3759] Speed: 116.050541 samples/sec accuracy=85.685227 loss=0.536123 lr=0.001074 Epoch[078] Batch [2799]/[3759] Speed: 125.885761 samples/sec accuracy=85.694754 loss=0.535973 lr=0.001073 Epoch[078] Batch [2849]/[3759] Speed: 120.660025 samples/sec accuracy=85.700658 loss=0.535774 lr=0.001071 Epoch[078] Batch [2899]/[3759] Speed: 122.857371 samples/sec accuracy=85.699353 loss=0.535836 lr=0.001070 Epoch[078] Batch [2949]/[3759] Speed: 124.959393 samples/sec accuracy=85.682203 loss=0.536449 lr=0.001069 Epoch[078] Batch [2999]/[3759] Speed: 118.049682 samples/sec accuracy=85.681771 loss=0.536415 lr=0.001067 Epoch[078] Batch [3049]/[3759] Speed: 123.828134 samples/sec accuracy=85.663934 loss=0.536985 lr=0.001066 Epoch[078] Batch [3099]/[3759] Speed: 120.269731 samples/sec accuracy=85.650706 loss=0.537252 lr=0.001065 Epoch[078] Batch [3149]/[3759] Speed: 132.013688 samples/sec accuracy=85.653274 loss=0.537127 lr=0.001064 Epoch[078] Batch [3199]/[3759] Speed: 114.641331 samples/sec accuracy=85.632812 loss=0.537604 lr=0.001062 Epoch[078] Batch [3249]/[3759] Speed: 135.226209 samples/sec accuracy=85.633654 loss=0.537632 lr=0.001061 Epoch[078] Batch [3299]/[3759] Speed: 112.015742 samples/sec accuracy=85.636364 loss=0.537768 lr=0.001060 Epoch[078] Batch [3349]/[3759] Speed: 124.395197 samples/sec accuracy=85.650653 loss=0.537495 lr=0.001058 Epoch[078] Batch [3399]/[3759] Speed: 126.791987 samples/sec accuracy=85.669118 loss=0.537036 lr=0.001057 Epoch[078] Batch [3449]/[3759] Speed: 121.472713 samples/sec accuracy=85.669837 loss=0.536963 lr=0.001056 Epoch[078] Batch [3499]/[3759] Speed: 117.484354 samples/sec accuracy=85.664732 loss=0.537010 lr=0.001055 Epoch[078] Batch [3549]/[3759] Speed: 135.613659 samples/sec accuracy=85.670775 loss=0.536902 lr=0.001053 Epoch[078] Batch [3599]/[3759] Speed: 115.978882 samples/sec accuracy=85.670573 loss=0.536852 lr=0.001052 Epoch[078] Batch [3649]/[3759] Speed: 126.855687 samples/sec accuracy=85.658818 loss=0.537236 lr=0.001051 Epoch[078] Batch [3699]/[3759] Speed: 117.685749 samples/sec accuracy=85.671453 loss=0.537072 lr=0.001049 Epoch[078] Batch [3749]/[3759] Speed: 145.580181 samples/sec accuracy=85.667917 loss=0.537279 lr=0.001048 Batch [0049]/[0303]: acc-top1=64.250000 acc-top5=84.968750 Batch [0099]/[0303]: acc-top1=63.828125 acc-top5=85.171875 Batch [0149]/[0303]: acc-top1=64.093750 acc-top5=85.208333 Batch [0199]/[0303]: acc-top1=63.921875 acc-top5=84.984375 Batch [0249]/[0303]: acc-top1=64.081250 acc-top5=84.806250 Batch [0299]/[0303]: acc-top1=64.223958 acc-top5=84.911458 [Epoch 078] training: accuracy=85.663574 loss=0.537450 [Epoch 078] speed: 122 samples/sec time cost: 2156.215075 [Epoch 078] validation: acc-top1=64.268771 acc-top5=84.921617 loss=1.998867 Epoch[079] Batch [0049]/[3760] Speed: 90.637605 samples/sec accuracy=86.437500 loss=0.504286 lr=0.001047 Epoch[079] Batch [0099]/[3760] Speed: 124.465642 samples/sec accuracy=86.312500 loss=0.525096 lr=0.001045 Epoch[079] Batch [0149]/[3760] Speed: 119.082955 samples/sec accuracy=85.864583 loss=0.533771 lr=0.001044 Epoch[079] Batch [0199]/[3760] Speed: 127.371490 samples/sec accuracy=85.953125 loss=0.530626 lr=0.001043 Epoch[079] Batch [0249]/[3760] Speed: 123.578046 samples/sec accuracy=86.025000 loss=0.528597 lr=0.001042 Epoch[079] Batch [0299]/[3760] Speed: 127.669884 samples/sec accuracy=85.989583 loss=0.527331 lr=0.001040 Epoch[079] Batch [0349]/[3760] Speed: 115.519038 samples/sec accuracy=86.058036 loss=0.523674 lr=0.001039 Epoch[079] Batch [0399]/[3760] Speed: 127.469715 samples/sec accuracy=86.222656 loss=0.517410 lr=0.001038 Epoch[079] Batch [0449]/[3760] Speed: 119.437794 samples/sec accuracy=86.204861 loss=0.519492 lr=0.001036 Epoch[079] Batch [0499]/[3760] Speed: 121.661825 samples/sec accuracy=86.193750 loss=0.518043 lr=0.001035 Epoch[079] Batch [0549]/[3760] Speed: 127.568419 samples/sec accuracy=86.198864 loss=0.517571 lr=0.001034 Epoch[079] Batch [0599]/[3760] Speed: 114.858347 samples/sec accuracy=86.164062 loss=0.518680 lr=0.001033 Epoch[079] Batch [0649]/[3760] Speed: 131.093516 samples/sec accuracy=86.182692 loss=0.519304 lr=0.001031 Epoch[079] Batch [0699]/[3760] Speed: 116.152075 samples/sec accuracy=86.180804 loss=0.519287 lr=0.001030 Epoch[079] Batch [0749]/[3760] Speed: 132.508884 samples/sec accuracy=86.114583 loss=0.521805 lr=0.001029 Epoch[079] Batch [0799]/[3760] Speed: 114.014984 samples/sec accuracy=86.138672 loss=0.520009 lr=0.001028 Epoch[079] Batch [0849]/[3760] Speed: 127.302361 samples/sec accuracy=86.125000 loss=0.518382 lr=0.001026 Epoch[079] Batch [0899]/[3760] Speed: 121.231208 samples/sec accuracy=86.145833 loss=0.518827 lr=0.001025 Epoch[079] Batch [0949]/[3760] Speed: 121.434874 samples/sec accuracy=86.146382 loss=0.518443 lr=0.001024 Epoch[079] Batch [0999]/[3760] Speed: 121.112465 samples/sec accuracy=86.142188 loss=0.518933 lr=0.001022 Epoch[079] Batch [1049]/[3760] Speed: 120.764499 samples/sec accuracy=86.145833 loss=0.519701 lr=0.001021 Epoch[079] Batch [1099]/[3760] Speed: 127.588045 samples/sec accuracy=86.089489 loss=0.520113 lr=0.001020 Epoch[079] Batch [1149]/[3760] Speed: 120.365630 samples/sec accuracy=86.067935 loss=0.520571 lr=0.001019 Epoch[079] Batch [1199]/[3760] Speed: 125.812051 samples/sec accuracy=86.058594 loss=0.521171 lr=0.001017 Epoch[079] Batch [1249]/[3760] Speed: 121.629277 samples/sec accuracy=86.003750 loss=0.522774 lr=0.001016 Epoch[079] Batch [1299]/[3760] Speed: 122.622558 samples/sec accuracy=86.006010 loss=0.523061 lr=0.001015 Epoch[079] Batch [1349]/[3760] Speed: 125.730581 samples/sec accuracy=85.998843 loss=0.523613 lr=0.001014 Epoch[079] Batch [1399]/[3760] Speed: 119.999372 samples/sec accuracy=85.997768 loss=0.523660 lr=0.001012 Epoch[079] Batch [1449]/[3760] Speed: 122.912049 samples/sec accuracy=86.032328 loss=0.522473 lr=0.001011 Epoch[079] Batch [1499]/[3760] Speed: 121.096509 samples/sec accuracy=86.045833 loss=0.522327 lr=0.001010 Epoch[079] Batch [1549]/[3760] Speed: 127.497528 samples/sec accuracy=86.045363 loss=0.522099 lr=0.001009 Epoch[079] Batch [1599]/[3760] Speed: 118.276671 samples/sec accuracy=85.989258 loss=0.523200 lr=0.001007 Epoch[079] Batch [1649]/[3760] Speed: 122.030725 samples/sec accuracy=86.000947 loss=0.522719 lr=0.001006 Epoch[079] Batch [1699]/[3760] Speed: 124.888631 samples/sec accuracy=86.003676 loss=0.522915 lr=0.001005 Epoch[079] Batch [1749]/[3760] Speed: 121.753543 samples/sec accuracy=85.968750 loss=0.523801 lr=0.001004 Epoch[079] Batch [1799]/[3760] Speed: 123.160171 samples/sec accuracy=85.947049 loss=0.525016 lr=0.001002 Epoch[079] Batch [1849]/[3760] Speed: 121.241992 samples/sec accuracy=85.952703 loss=0.524948 lr=0.001001 Epoch[079] Batch [1899]/[3760] Speed: 123.034961 samples/sec accuracy=85.973684 loss=0.523880 lr=0.001000 Epoch[079] Batch [1949]/[3760] Speed: 117.664303 samples/sec accuracy=85.960737 loss=0.524403 lr=0.000999 Epoch[079] Batch [1999]/[3760] Speed: 126.657451 samples/sec accuracy=85.965625 loss=0.524668 lr=0.000997 Epoch[079] Batch [2049]/[3760] Speed: 127.126393 samples/sec accuracy=85.971799 loss=0.524381 lr=0.000996 Epoch[079] Batch [2099]/[3760] Speed: 118.818751 samples/sec accuracy=85.998512 loss=0.523791 lr=0.000995 Epoch[079] Batch [2149]/[3760] Speed: 123.665374 samples/sec accuracy=86.000727 loss=0.523929 lr=0.000994 Epoch[079] Batch [2199]/[3760] Speed: 121.666315 samples/sec accuracy=85.999290 loss=0.524292 lr=0.000992 Epoch[079] Batch [2249]/[3760] Speed: 127.015574 samples/sec accuracy=85.990278 loss=0.524549 lr=0.000991 Epoch[079] Batch [2299]/[3760] Speed: 122.332275 samples/sec accuracy=86.004755 loss=0.524334 lr=0.000990 Epoch[079] Batch [2349]/[3760] Speed: 119.417251 samples/sec accuracy=86.006649 loss=0.524158 lr=0.000989 Epoch[079] Batch [2399]/[3760] Speed: 127.251196 samples/sec accuracy=86.030599 loss=0.523532 lr=0.000987 Epoch[079] Batch [2449]/[3760] Speed: 118.721468 samples/sec accuracy=86.036352 loss=0.523180 lr=0.000986 Epoch[079] Batch [2499]/[3760] Speed: 129.420732 samples/sec accuracy=86.033750 loss=0.522948 lr=0.000985 Epoch[079] Batch [2549]/[3760] Speed: 114.333466 samples/sec accuracy=86.039828 loss=0.523323 lr=0.000984 Epoch[079] Batch [2599]/[3760] Speed: 131.408146 samples/sec accuracy=86.031250 loss=0.523517 lr=0.000982 Epoch[079] Batch [2649]/[3760] Speed: 120.656070 samples/sec accuracy=86.032429 loss=0.523299 lr=0.000981 Epoch[079] Batch [2699]/[3760] Speed: 122.986667 samples/sec accuracy=86.033565 loss=0.523499 lr=0.000980 Epoch[079] Batch [2749]/[3760] Speed: 122.571253 samples/sec accuracy=86.053977 loss=0.523095 lr=0.000979 Epoch[079] Batch [2799]/[3760] Speed: 123.810089 samples/sec accuracy=86.049665 loss=0.522972 lr=0.000977 Epoch[079] Batch [2849]/[3760] Speed: 119.258792 samples/sec accuracy=86.045504 loss=0.523268 lr=0.000976 Epoch[079] Batch [2899]/[3760] Speed: 129.797375 samples/sec accuracy=86.036099 loss=0.523648 lr=0.000975 Epoch[079] Batch [2949]/[3760] Speed: 116.301275 samples/sec accuracy=86.049788 loss=0.523181 lr=0.000974 Epoch[079] Batch [2999]/[3760] Speed: 130.187495 samples/sec accuracy=86.078646 loss=0.522887 lr=0.000972 Epoch[079] Batch [3049]/[3760] Speed: 117.142894 samples/sec accuracy=86.064037 loss=0.523366 lr=0.000971 Epoch[079] Batch [3099]/[3760] Speed: 129.203998 samples/sec accuracy=86.059476 loss=0.523668 lr=0.000970 Epoch[079] Batch [3149]/[3760] Speed: 116.443176 samples/sec accuracy=86.071925 loss=0.523228 lr=0.000969 Epoch[079] Batch [3199]/[3760] Speed: 124.994507 samples/sec accuracy=86.081055 loss=0.523253 lr=0.000967 Epoch[079] Batch [3249]/[3760] Speed: 116.950947 samples/sec accuracy=86.066346 loss=0.523587 lr=0.000966 Epoch[079] Batch [3299]/[3760] Speed: 126.758144 samples/sec accuracy=86.069602 loss=0.523465 lr=0.000965 Epoch[079] Batch [3349]/[3760] Speed: 120.090425 samples/sec accuracy=86.064832 loss=0.523514 lr=0.000964 Epoch[079] Batch [3399]/[3760] Speed: 123.577573 samples/sec accuracy=86.071691 loss=0.523366 lr=0.000962 Epoch[079] Batch [3449]/[3760] Speed: 134.590397 samples/sec accuracy=86.053442 loss=0.523703 lr=0.000961 Epoch[079] Batch [3499]/[3760] Speed: 110.046852 samples/sec accuracy=86.034821 loss=0.524340 lr=0.000960 Epoch[079] Batch [3549]/[3760] Speed: 138.636366 samples/sec accuracy=86.009243 loss=0.525200 lr=0.000959 Epoch[079] Batch [3599]/[3760] Speed: 111.291762 samples/sec accuracy=85.994792 loss=0.525477 lr=0.000958 Epoch[079] Batch [3649]/[3760] Speed: 134.940012 samples/sec accuracy=86.008990 loss=0.525292 lr=0.000956 Epoch[079] Batch [3699]/[3760] Speed: 115.529319 samples/sec accuracy=86.003378 loss=0.525353 lr=0.000955 Epoch[079] Batch [3749]/[3760] Speed: 149.525077 samples/sec accuracy=86.000000 loss=0.525413 lr=0.000954 Batch [0049]/[0303]: acc-top1=64.093750 acc-top5=84.781250 Batch [0099]/[0303]: acc-top1=64.187500 acc-top5=85.265625 Batch [0149]/[0303]: acc-top1=64.395833 acc-top5=85.447917 Batch [0199]/[0303]: acc-top1=64.367188 acc-top5=85.234375 Batch [0249]/[0303]: acc-top1=64.393750 acc-top5=85.031250 Batch [0299]/[0303]: acc-top1=64.500000 acc-top5=85.046875 [Epoch 079] training: accuracy=85.997756 loss=0.525472 [Epoch 079] speed: 122 samples/sec time cost: 2155.343992 [Epoch 079] validation: acc-top1=64.475041 acc-top5=85.060850 loss=1.999099 Epoch[080] Batch [0049]/[3760] Speed: 92.285944 samples/sec accuracy=86.718750 loss=0.500748 lr=0.000952 Epoch[080] Batch [0099]/[3760] Speed: 122.796176 samples/sec accuracy=86.718750 loss=0.509383 lr=0.000951 Epoch[080] Batch [0149]/[3760] Speed: 119.853260 samples/sec accuracy=86.541667 loss=0.514714 lr=0.000950 Epoch[080] Batch [0199]/[3760] Speed: 122.571131 samples/sec accuracy=86.757812 loss=0.507703 lr=0.000949 Epoch[080] Batch [0249]/[3760] Speed: 127.479266 samples/sec accuracy=86.781250 loss=0.507316 lr=0.000947 Epoch[080] Batch [0299]/[3760] Speed: 122.808009 samples/sec accuracy=86.947917 loss=0.499432 lr=0.000946 Epoch[080] Batch [0349]/[3760] Speed: 116.052251 samples/sec accuracy=86.812500 loss=0.503095 lr=0.000945 Epoch[080] Batch [0399]/[3760] Speed: 130.850044 samples/sec accuracy=86.664062 loss=0.505483 lr=0.000944 Epoch[080] Batch [0449]/[3760] Speed: 122.811939 samples/sec accuracy=86.753472 loss=0.502429 lr=0.000943 Epoch[080] Batch [0499]/[3760] Speed: 124.792276 samples/sec accuracy=86.812500 loss=0.499577 lr=0.000941 Epoch[080] Batch [0549]/[3760] Speed: 117.550051 samples/sec accuracy=86.764205 loss=0.501486 lr=0.000940 Epoch[080] Batch [0599]/[3760] Speed: 128.264315 samples/sec accuracy=86.786458 loss=0.501936 lr=0.000939 Epoch[080] Batch [0649]/[3760] Speed: 114.865070 samples/sec accuracy=86.774038 loss=0.501519 lr=0.000938 Epoch[080] Batch [0699]/[3760] Speed: 128.142672 samples/sec accuracy=86.750000 loss=0.501223 lr=0.000937 Epoch[080] Batch [0749]/[3760] Speed: 115.707520 samples/sec accuracy=86.806250 loss=0.498755 lr=0.000935 Epoch[080] Batch [0799]/[3760] Speed: 128.803429 samples/sec accuracy=86.714844 loss=0.501169 lr=0.000934 Epoch[080] Batch [0849]/[3760] Speed: 117.870637 samples/sec accuracy=86.750000 loss=0.499284 lr=0.000933 Epoch[080] Batch [0899]/[3760] Speed: 127.289771 samples/sec accuracy=86.725694 loss=0.500355 lr=0.000932 Epoch[080] Batch [0949]/[3760] Speed: 116.558027 samples/sec accuracy=86.743421 loss=0.500270 lr=0.000930 Epoch[080] Batch [0999]/[3760] Speed: 132.441854 samples/sec accuracy=86.748437 loss=0.500588 lr=0.000929 Epoch[080] Batch [1049]/[3760] Speed: 112.886205 samples/sec accuracy=86.775298 loss=0.499380 lr=0.000928 Epoch[080] Batch [1099]/[3760] Speed: 136.412727 samples/sec accuracy=86.768466 loss=0.499369 lr=0.000927 Epoch[080] Batch [1149]/[3760] Speed: 114.802480 samples/sec accuracy=86.755435 loss=0.499521 lr=0.000926 Epoch[080] Batch [1199]/[3760] Speed: 133.109233 samples/sec accuracy=86.751302 loss=0.499484 lr=0.000924 Epoch[080] Batch [1249]/[3760] Speed: 111.391630 samples/sec accuracy=86.715000 loss=0.500895 lr=0.000923 Epoch[080] Batch [1299]/[3760] Speed: 133.743754 samples/sec accuracy=86.717548 loss=0.500195 lr=0.000922 Epoch[080] Batch [1349]/[3760] Speed: 114.486331 samples/sec accuracy=86.679398 loss=0.501783 lr=0.000921 Epoch[080] Batch [1399]/[3760] Speed: 132.043904 samples/sec accuracy=86.708705 loss=0.501365 lr=0.000920 Epoch[080] Batch [1449]/[3760] Speed: 117.965118 samples/sec accuracy=86.661638 loss=0.503319 lr=0.000918 Epoch[080] Batch [1499]/[3760] Speed: 124.286806 samples/sec accuracy=86.648958 loss=0.503382 lr=0.000917 Epoch[080] Batch [1549]/[3760] Speed: 122.950825 samples/sec accuracy=86.626008 loss=0.504433 lr=0.000916 Epoch[080] Batch [1599]/[3760] Speed: 121.476937 samples/sec accuracy=86.617188 loss=0.504763 lr=0.000915 Epoch[080] Batch [1649]/[3760] Speed: 120.568811 samples/sec accuracy=86.595644 loss=0.504900 lr=0.000914 Epoch[080] Batch [1699]/[3760] Speed: 115.604848 samples/sec accuracy=86.557904 loss=0.505175 lr=0.000912 Epoch[080] Batch [1749]/[3760] Speed: 124.318084 samples/sec accuracy=86.570536 loss=0.505066 lr=0.000911 Epoch[080] Batch [1799]/[3760] Speed: 124.060491 samples/sec accuracy=86.565972 loss=0.505583 lr=0.000910 Epoch[080] Batch [1849]/[3760] Speed: 125.936039 samples/sec accuracy=86.570946 loss=0.505196 lr=0.000909 Epoch[080] Batch [1899]/[3760] Speed: 119.109720 samples/sec accuracy=86.546875 loss=0.505540 lr=0.000907 Epoch[080] Batch [1949]/[3760] Speed: 128.068117 samples/sec accuracy=86.529647 loss=0.506343 lr=0.000906 Epoch[080] Batch [1999]/[3760] Speed: 122.878530 samples/sec accuracy=86.523438 loss=0.506865 lr=0.000905 Epoch[080] Batch [2049]/[3760] Speed: 123.854620 samples/sec accuracy=86.522104 loss=0.506740 lr=0.000904 Epoch[080] Batch [2099]/[3760] Speed: 125.690453 samples/sec accuracy=86.492560 loss=0.507329 lr=0.000903 Epoch[080] Batch [2149]/[3760] Speed: 120.442208 samples/sec accuracy=86.502180 loss=0.506980 lr=0.000901 Epoch[080] Batch [2199]/[3760] Speed: 120.555042 samples/sec accuracy=86.531960 loss=0.506202 lr=0.000900 Epoch[080] Batch [2249]/[3760] Speed: 119.187065 samples/sec accuracy=86.534028 loss=0.505637 lr=0.000899 Epoch[080] Batch [2299]/[3760] Speed: 129.994654 samples/sec accuracy=86.533967 loss=0.505608 lr=0.000898 Epoch[080] Batch [2349]/[3760] Speed: 122.657702 samples/sec accuracy=86.533910 loss=0.505797 lr=0.000897 Epoch[080] Batch [2399]/[3760] Speed: 122.955941 samples/sec accuracy=86.510417 loss=0.506521 lr=0.000896 Epoch[080] Batch [2449]/[3760] Speed: 119.410925 samples/sec accuracy=86.510842 loss=0.506385 lr=0.000894 Epoch[080] Batch [2499]/[3760] Speed: 123.707836 samples/sec accuracy=86.491250 loss=0.506491 lr=0.000893 Epoch[080] Batch [2549]/[3760] Speed: 117.876627 samples/sec accuracy=86.494485 loss=0.506215 lr=0.000892 Epoch[080] Batch [2599]/[3760] Speed: 129.710911 samples/sec accuracy=86.486178 loss=0.506353 lr=0.000891 Epoch[080] Batch [2649]/[3760] Speed: 124.809969 samples/sec accuracy=86.489976 loss=0.506146 lr=0.000890 Epoch[080] Batch [2699]/[3760] Speed: 118.768678 samples/sec accuracy=86.505787 loss=0.506021 lr=0.000888 Epoch[080] Batch [2749]/[3760] Speed: 130.325435 samples/sec accuracy=86.500568 loss=0.506160 lr=0.000887 Epoch[080] Batch [2799]/[3760] Speed: 118.098482 samples/sec accuracy=86.493862 loss=0.506619 lr=0.000886 Epoch[080] Batch [2849]/[3760] Speed: 125.946980 samples/sec accuracy=86.494518 loss=0.506481 lr=0.000885 Epoch[080] Batch [2899]/[3760] Speed: 122.098276 samples/sec accuracy=86.505927 loss=0.506296 lr=0.000884 Epoch[080] Batch [2949]/[3760] Speed: 124.567825 samples/sec accuracy=86.503178 loss=0.506679 lr=0.000882 Epoch[080] Batch [2999]/[3760] Speed: 118.163670 samples/sec accuracy=86.500000 loss=0.506873 lr=0.000881 Epoch[080] Batch [3049]/[3760] Speed: 126.202274 samples/sec accuracy=86.488217 loss=0.507026 lr=0.000880 Epoch[080] Batch [3099]/[3760] Speed: 121.628532 samples/sec accuracy=86.500504 loss=0.506812 lr=0.000879 Epoch[080] Batch [3149]/[3760] Speed: 126.555132 samples/sec accuracy=86.491071 loss=0.506958 lr=0.000878 Epoch[080] Batch [3199]/[3760] Speed: 119.791587 samples/sec accuracy=86.486328 loss=0.507061 lr=0.000877 Epoch[080] Batch [3249]/[3760] Speed: 125.847104 samples/sec accuracy=86.474038 loss=0.507622 lr=0.000875 Epoch[080] Batch [3299]/[3760] Speed: 121.465980 samples/sec accuracy=86.462121 loss=0.507810 lr=0.000874 Epoch[080] Batch [3349]/[3760] Speed: 120.570549 samples/sec accuracy=86.457090 loss=0.507946 lr=0.000873 Epoch[080] Batch [3399]/[3760] Speed: 120.041218 samples/sec accuracy=86.441636 loss=0.508070 lr=0.000872 Epoch[080] Batch [3449]/[3760] Speed: 125.690820 samples/sec accuracy=86.444293 loss=0.508113 lr=0.000871 Epoch[080] Batch [3499]/[3760] Speed: 120.377943 samples/sec accuracy=86.441964 loss=0.507791 lr=0.000869 Epoch[080] Batch [3549]/[3760] Speed: 125.376036 samples/sec accuracy=86.419454 loss=0.508627 lr=0.000868 Epoch[080] Batch [3599]/[3760] Speed: 123.370441 samples/sec accuracy=86.413628 loss=0.508918 lr=0.000867 Epoch[080] Batch [3649]/[3760] Speed: 121.802722 samples/sec accuracy=86.400685 loss=0.509254 lr=0.000866 Epoch[080] Batch [3699]/[3760] Speed: 122.921231 samples/sec accuracy=86.393159 loss=0.509652 lr=0.000865 Epoch[080] Batch [3749]/[3760] Speed: 138.753187 samples/sec accuracy=86.394167 loss=0.509671 lr=0.000864 Batch [0049]/[0303]: acc-top1=64.093750 acc-top5=84.937500 Batch [0099]/[0303]: acc-top1=64.625000 acc-top5=85.531250 Batch [0149]/[0303]: acc-top1=64.635417 acc-top5=85.583333 Batch [0199]/[0303]: acc-top1=64.304688 acc-top5=85.414062 Batch [0249]/[0303]: acc-top1=64.443750 acc-top5=85.193750 Batch [0299]/[0303]: acc-top1=64.531250 acc-top5=85.203125 [Epoch 080] training: accuracy=86.390043 loss=0.509858 [Epoch 080] speed: 122 samples/sec time cost: 2155.784117 [Epoch 080] validation: acc-top1=64.547236 acc-top5=85.205239 loss=1.988960 Epoch[081] Batch [0049]/[3759] Speed: 89.671777 samples/sec accuracy=87.562500 loss=0.475284 lr=0.000862 Epoch[081] Batch [0099]/[3759] Speed: 126.287801 samples/sec accuracy=87.750000 loss=0.464269 lr=0.000861 Epoch[081] Batch [0149]/[3759] Speed: 121.946454 samples/sec accuracy=87.697917 loss=0.472492 lr=0.000860 Epoch[081] Batch [0199]/[3759] Speed: 120.194148 samples/sec accuracy=87.625000 loss=0.481522 lr=0.000859 Epoch[081] Batch [0249]/[3759] Speed: 123.769803 samples/sec accuracy=87.575000 loss=0.482661 lr=0.000857 Epoch[081] Batch [0299]/[3759] Speed: 128.702274 samples/sec accuracy=87.255208 loss=0.493383 lr=0.000856 Epoch[081] Batch [0349]/[3759] Speed: 117.321945 samples/sec accuracy=87.223214 loss=0.491170 lr=0.000855 Epoch[081] Batch [0399]/[3759] Speed: 120.093352 samples/sec accuracy=87.316406 loss=0.487250 lr=0.000854 Epoch[081] Batch [0449]/[3759] Speed: 124.465703 samples/sec accuracy=87.364583 loss=0.485150 lr=0.000853 Epoch[081] Batch [0499]/[3759] Speed: 123.793349 samples/sec accuracy=87.409375 loss=0.484349 lr=0.000852 Epoch[081] Batch [0549]/[3759] Speed: 120.505394 samples/sec accuracy=87.363636 loss=0.486176 lr=0.000850 Epoch[081] Batch [0599]/[3759] Speed: 126.994571 samples/sec accuracy=87.325521 loss=0.486921 lr=0.000849 Epoch[081] Batch [0649]/[3759] Speed: 118.870255 samples/sec accuracy=87.329327 loss=0.485653 lr=0.000848 Epoch[081] Batch [0699]/[3759] Speed: 122.260256 samples/sec accuracy=87.348214 loss=0.486063 lr=0.000847 Epoch[081] Batch [0749]/[3759] Speed: 119.494098 samples/sec accuracy=87.302083 loss=0.486726 lr=0.000846 Epoch[081] Batch [0799]/[3759] Speed: 128.077656 samples/sec accuracy=87.296875 loss=0.484808 lr=0.000845 Epoch[081] Batch [0849]/[3759] Speed: 117.141044 samples/sec accuracy=87.238971 loss=0.484970 lr=0.000843 Epoch[081] Batch [0899]/[3759] Speed: 132.118173 samples/sec accuracy=87.187500 loss=0.486869 lr=0.000842 Epoch[081] Batch [0949]/[3759] Speed: 120.732962 samples/sec accuracy=87.167763 loss=0.487397 lr=0.000841 Epoch[081] Batch [0999]/[3759] Speed: 124.446889 samples/sec accuracy=87.184375 loss=0.486775 lr=0.000840 Epoch[081] Batch [1049]/[3759] Speed: 118.711687 samples/sec accuracy=87.110119 loss=0.489243 lr=0.000839 Epoch[081] Batch [1099]/[3759] Speed: 122.782612 samples/sec accuracy=87.053977 loss=0.489679 lr=0.000838 Epoch[081] Batch [1149]/[3759] Speed: 123.585345 samples/sec accuracy=87.028533 loss=0.490155 lr=0.000837 Epoch[081] Batch [1199]/[3759] Speed: 125.961072 samples/sec accuracy=87.055990 loss=0.489458 lr=0.000835 Epoch[081] Batch [1249]/[3759] Speed: 123.394515 samples/sec accuracy=87.040000 loss=0.489830 lr=0.000834 Epoch[081] Batch [1299]/[3759] Speed: 118.098705 samples/sec accuracy=87.024038 loss=0.490040 lr=0.000833 Epoch[081] Batch [1349]/[3759] Speed: 125.630444 samples/sec accuracy=86.997685 loss=0.491034 lr=0.000832 Epoch[081] Batch [1399]/[3759] Speed: 118.803896 samples/sec accuracy=86.985491 loss=0.491787 lr=0.000831 Epoch[081] Batch [1449]/[3759] Speed: 125.407130 samples/sec accuracy=86.967672 loss=0.492053 lr=0.000830 Epoch[081] Batch [1499]/[3759] Speed: 122.861235 samples/sec accuracy=86.959375 loss=0.492056 lr=0.000828 Epoch[081] Batch [1549]/[3759] Speed: 127.663942 samples/sec accuracy=86.962702 loss=0.492003 lr=0.000827 Epoch[081] Batch [1599]/[3759] Speed: 118.289607 samples/sec accuracy=86.964844 loss=0.491958 lr=0.000826 Epoch[081] Batch [1649]/[3759] Speed: 120.181006 samples/sec accuracy=86.928030 loss=0.492907 lr=0.000825 Epoch[081] Batch [1699]/[3759] Speed: 124.298720 samples/sec accuracy=86.924632 loss=0.493043 lr=0.000824 Epoch[081] Batch [1749]/[3759] Speed: 124.446215 samples/sec accuracy=86.935714 loss=0.492259 lr=0.000823 Epoch[081] Batch [1799]/[3759] Speed: 125.783323 samples/sec accuracy=86.939236 loss=0.492535 lr=0.000822 Epoch[081] Batch [1849]/[3759] Speed: 117.188095 samples/sec accuracy=86.924831 loss=0.492648 lr=0.000820 Epoch[081] Batch [1899]/[3759] Speed: 125.892676 samples/sec accuracy=86.947368 loss=0.491355 lr=0.000819 Epoch[081] Batch [1949]/[3759] Speed: 122.000629 samples/sec accuracy=86.935096 loss=0.491611 lr=0.000818 Epoch[081] Batch [1999]/[3759] Speed: 126.003291 samples/sec accuracy=86.909375 loss=0.492608 lr=0.000817 Epoch[081] Batch [2049]/[3759] Speed: 123.343956 samples/sec accuracy=86.884146 loss=0.493006 lr=0.000816 Epoch[081] Batch [2099]/[3759] Speed: 122.943954 samples/sec accuracy=86.884673 loss=0.492941 lr=0.000815 Epoch[081] Batch [2149]/[3759] Speed: 122.821541 samples/sec accuracy=86.886628 loss=0.493116 lr=0.000814 Epoch[081] Batch [2199]/[3759] Speed: 120.166574 samples/sec accuracy=86.885653 loss=0.493526 lr=0.000812 Epoch[081] Batch [2249]/[3759] Speed: 130.288340 samples/sec accuracy=86.901389 loss=0.493162 lr=0.000811 Epoch[081] Batch [2299]/[3759] Speed: 120.734821 samples/sec accuracy=86.899457 loss=0.493363 lr=0.000810 Epoch[081] Batch [2349]/[3759] Speed: 118.971661 samples/sec accuracy=86.898936 loss=0.493343 lr=0.000809 Epoch[081] Batch [2399]/[3759] Speed: 128.758510 samples/sec accuracy=86.895833 loss=0.493591 lr=0.000808 Epoch[081] Batch [2449]/[3759] Speed: 120.345305 samples/sec accuracy=86.903699 loss=0.493553 lr=0.000807 Epoch[081] Batch [2499]/[3759] Speed: 119.593081 samples/sec accuracy=86.923125 loss=0.493058 lr=0.000806 Epoch[081] Batch [2549]/[3759] Speed: 132.764032 samples/sec accuracy=86.928922 loss=0.492827 lr=0.000804 Epoch[081] Batch [2599]/[3759] Speed: 110.985982 samples/sec accuracy=86.919471 loss=0.492679 lr=0.000803 Epoch[081] Batch [2649]/[3759] Speed: 139.797154 samples/sec accuracy=86.911557 loss=0.493227 lr=0.000802 Epoch[081] Batch [2699]/[3759] Speed: 113.385879 samples/sec accuracy=86.921296 loss=0.492992 lr=0.000801 Epoch[081] Batch [2749]/[3759] Speed: 129.701848 samples/sec accuracy=86.930682 loss=0.492770 lr=0.000800 Epoch[081] Batch [2799]/[3759] Speed: 115.883531 samples/sec accuracy=86.925781 loss=0.492711 lr=0.000799 Epoch[081] Batch [2849]/[3759] Speed: 135.820675 samples/sec accuracy=86.931469 loss=0.492776 lr=0.000798 Epoch[081] Batch [2899]/[3759] Speed: 119.762448 samples/sec accuracy=86.921875 loss=0.492770 lr=0.000796 Epoch[081] Batch [2949]/[3759] Speed: 126.655116 samples/sec accuracy=86.908898 loss=0.493238 lr=0.000795 Epoch[081] Batch [2999]/[3759] Speed: 121.457895 samples/sec accuracy=86.900521 loss=0.493781 lr=0.000794 Epoch[081] Batch [3049]/[3759] Speed: 123.901680 samples/sec accuracy=86.909836 loss=0.493782 lr=0.000793 Epoch[081] Batch [3099]/[3759] Speed: 124.638961 samples/sec accuracy=86.924395 loss=0.493145 lr=0.000792 Epoch[081] Batch [3149]/[3759] Speed: 118.698986 samples/sec accuracy=86.912202 loss=0.493387 lr=0.000791 Epoch[081] Batch [3199]/[3759] Speed: 125.015267 samples/sec accuracy=86.907715 loss=0.493610 lr=0.000790 Epoch[081] Batch [3249]/[3759] Speed: 129.508141 samples/sec accuracy=86.899038 loss=0.493648 lr=0.000789 Epoch[081] Batch [3299]/[3759] Speed: 119.995317 samples/sec accuracy=86.881155 loss=0.494082 lr=0.000787 Epoch[081] Batch [3349]/[3759] Speed: 124.518917 samples/sec accuracy=86.888526 loss=0.493996 lr=0.000786 Epoch[081] Batch [3399]/[3759] Speed: 118.988454 samples/sec accuracy=86.879136 loss=0.494359 lr=0.000785 Epoch[081] Batch [3449]/[3759] Speed: 127.432966 samples/sec accuracy=86.881341 loss=0.494158 lr=0.000784 Epoch[081] Batch [3499]/[3759] Speed: 116.727552 samples/sec accuracy=86.889286 loss=0.493910 lr=0.000783 Epoch[081] Batch [3549]/[3759] Speed: 132.654410 samples/sec accuracy=86.881162 loss=0.494189 lr=0.000782 Epoch[081] Batch [3599]/[3759] Speed: 118.560442 samples/sec accuracy=86.878906 loss=0.494300 lr=0.000781 Epoch[081] Batch [3649]/[3759] Speed: 118.475863 samples/sec accuracy=86.879709 loss=0.494201 lr=0.000780 Epoch[081] Batch [3699]/[3759] Speed: 125.043137 samples/sec accuracy=86.866976 loss=0.494322 lr=0.000778 Epoch[081] Batch [3749]/[3759] Speed: 146.011462 samples/sec accuracy=86.863750 loss=0.494422 lr=0.000777 Batch [0049]/[0303]: acc-top1=64.125000 acc-top5=84.875000 Batch [0099]/[0303]: acc-top1=64.234375 acc-top5=85.281250 Batch [0149]/[0303]: acc-top1=64.270833 acc-top5=85.343750 Batch [0199]/[0303]: acc-top1=64.265625 acc-top5=85.039062 Batch [0249]/[0303]: acc-top1=64.375000 acc-top5=84.931250 Batch [0299]/[0303]: acc-top1=64.583333 acc-top5=84.968750 [Epoch 081] training: accuracy=86.870677 loss=0.494306 [Epoch 081] speed: 122 samples/sec time cost: 2150.639465 [Epoch 081] validation: acc-top1=64.609117 acc-top5=84.978342 loss=1.986417 Epoch[082] Batch [0049]/[3760] Speed: 90.024562 samples/sec accuracy=87.593750 loss=0.486953 lr=0.000776 Epoch[082] Batch [0099]/[3760] Speed: 126.794318 samples/sec accuracy=87.734375 loss=0.486262 lr=0.000775 Epoch[082] Batch [0149]/[3760] Speed: 122.162344 samples/sec accuracy=87.645833 loss=0.480054 lr=0.000774 Epoch[082] Batch [0199]/[3760] Speed: 126.585843 samples/sec accuracy=87.523438 loss=0.486759 lr=0.000773 Epoch[082] Batch [0249]/[3760] Speed: 118.948840 samples/sec accuracy=87.175000 loss=0.495882 lr=0.000772 Epoch[082] Batch [0299]/[3760] Speed: 131.930059 samples/sec accuracy=87.197917 loss=0.493424 lr=0.000770 Epoch[082] Batch [0349]/[3760] Speed: 118.086361 samples/sec accuracy=87.017857 loss=0.496454 lr=0.000769 Epoch[082] Batch [0399]/[3760] Speed: 125.910641 samples/sec accuracy=87.082031 loss=0.491901 lr=0.000768 Epoch[082] Batch [0449]/[3760] Speed: 121.627113 samples/sec accuracy=87.010417 loss=0.491174 lr=0.000767 Epoch[082] Batch [0499]/[3760] Speed: 117.856871 samples/sec accuracy=87.015625 loss=0.490509 lr=0.000766 Epoch[082] Batch [0549]/[3760] Speed: 127.387139 samples/sec accuracy=87.113636 loss=0.488069 lr=0.000765 Epoch[082] Batch [0599]/[3760] Speed: 117.932103 samples/sec accuracy=87.125000 loss=0.489383 lr=0.000764 Epoch[082] Batch [0649]/[3760] Speed: 128.878430 samples/sec accuracy=87.218750 loss=0.485587 lr=0.000763 Epoch[082] Batch [0699]/[3760] Speed: 117.794250 samples/sec accuracy=87.194196 loss=0.485843 lr=0.000762 Epoch[082] Batch [0749]/[3760] Speed: 128.990433 samples/sec accuracy=87.235417 loss=0.484303 lr=0.000760 Epoch[082] Batch [0799]/[3760] Speed: 123.001719 samples/sec accuracy=87.232422 loss=0.485121 lr=0.000759 Epoch[082] Batch [0849]/[3760] Speed: 120.617990 samples/sec accuracy=87.277574 loss=0.484283 lr=0.000758 Epoch[082] Batch [0899]/[3760] Speed: 125.776596 samples/sec accuracy=87.225694 loss=0.485077 lr=0.000757 Epoch[082] Batch [0949]/[3760] Speed: 119.543084 samples/sec accuracy=87.174342 loss=0.486189 lr=0.000756 Epoch[082] Batch [0999]/[3760] Speed: 124.950665 samples/sec accuracy=87.171875 loss=0.485411 lr=0.000755 Epoch[082] Batch [1049]/[3760] Speed: 123.193165 samples/sec accuracy=87.142857 loss=0.485556 lr=0.000754 Epoch[082] Batch [1099]/[3760] Speed: 119.501113 samples/sec accuracy=87.144886 loss=0.485314 lr=0.000753 Epoch[082] Batch [1149]/[3760] Speed: 122.768795 samples/sec accuracy=87.172554 loss=0.484629 lr=0.000752 Epoch[082] Batch [1199]/[3760] Speed: 120.750601 samples/sec accuracy=87.171875 loss=0.484588 lr=0.000751 Epoch[082] Batch [1249]/[3760] Speed: 129.682337 samples/sec accuracy=87.148750 loss=0.485310 lr=0.000749 Epoch[082] Batch [1299]/[3760] Speed: 115.163525 samples/sec accuracy=87.158654 loss=0.485198 lr=0.000748 Epoch[082] Batch [1349]/[3760] Speed: 125.143248 samples/sec accuracy=87.171296 loss=0.484672 lr=0.000747 Epoch[082] Batch [1399]/[3760] Speed: 121.267834 samples/sec accuracy=87.202009 loss=0.483684 lr=0.000746 Epoch[082] Batch [1449]/[3760] Speed: 125.274983 samples/sec accuracy=87.243534 loss=0.482819 lr=0.000745 Epoch[082] Batch [1499]/[3760] Speed: 121.375657 samples/sec accuracy=87.256250 loss=0.482324 lr=0.000744 Epoch[082] Batch [1549]/[3760] Speed: 121.959470 samples/sec accuracy=87.265121 loss=0.482441 lr=0.000743 Epoch[082] Batch [1599]/[3760] Speed: 126.071717 samples/sec accuracy=87.254883 loss=0.482683 lr=0.000742 Epoch[082] Batch [1649]/[3760] Speed: 116.908404 samples/sec accuracy=87.248106 loss=0.482491 lr=0.000741 Epoch[082] Batch [1699]/[3760] Speed: 129.630447 samples/sec accuracy=87.258272 loss=0.482019 lr=0.000740 Epoch[082] Batch [1749]/[3760] Speed: 125.813334 samples/sec accuracy=87.222321 loss=0.482530 lr=0.000738 Epoch[082] Batch [1799]/[3760] Speed: 117.225132 samples/sec accuracy=87.184028 loss=0.483570 lr=0.000737 Epoch[082] Batch [1849]/[3760] Speed: 132.434520 samples/sec accuracy=87.179054 loss=0.483772 lr=0.000736 Epoch[082] Batch [1899]/[3760] Speed: 112.173777 samples/sec accuracy=87.185855 loss=0.483500 lr=0.000735 Epoch[082] Batch [1949]/[3760] Speed: 135.185953 samples/sec accuracy=87.199519 loss=0.483111 lr=0.000734 Epoch[082] Batch [1999]/[3760] Speed: 109.040303 samples/sec accuracy=87.213281 loss=0.482671 lr=0.000733 Epoch[082] Batch [2049]/[3760] Speed: 141.185744 samples/sec accuracy=87.233994 loss=0.482880 lr=0.000732 Epoch[082] Batch [2099]/[3760] Speed: 111.839549 samples/sec accuracy=87.206845 loss=0.483522 lr=0.000731 Epoch[082] Batch [2149]/[3760] Speed: 131.425922 samples/sec accuracy=87.238372 loss=0.482725 lr=0.000730 Epoch[082] Batch [2199]/[3760] Speed: 112.913838 samples/sec accuracy=87.232244 loss=0.482902 lr=0.000729 Epoch[082] Batch [2249]/[3760] Speed: 132.712097 samples/sec accuracy=87.239583 loss=0.482784 lr=0.000728 Epoch[082] Batch [2299]/[3760] Speed: 119.410402 samples/sec accuracy=87.229620 loss=0.482961 lr=0.000726 Epoch[082] Batch [2349]/[3760] Speed: 128.701140 samples/sec accuracy=87.224734 loss=0.482684 lr=0.000725 Epoch[082] Batch [2399]/[3760] Speed: 116.262723 samples/sec accuracy=87.210938 loss=0.483297 lr=0.000724 Epoch[082] Batch [2449]/[3760] Speed: 122.222463 samples/sec accuracy=87.217474 loss=0.483320 lr=0.000723 Epoch[082] Batch [2499]/[3760] Speed: 129.010662 samples/sec accuracy=87.216250 loss=0.483267 lr=0.000722 Epoch[082] Batch [2549]/[3760] Speed: 115.230316 samples/sec accuracy=87.200980 loss=0.483268 lr=0.000721 Epoch[082] Batch [2599]/[3760] Speed: 133.326568 samples/sec accuracy=87.200721 loss=0.482987 lr=0.000720 Epoch[082] Batch [2649]/[3760] Speed: 119.057773 samples/sec accuracy=87.173349 loss=0.483738 lr=0.000719 Epoch[082] Batch [2699]/[3760] Speed: 121.533978 samples/sec accuracy=87.187500 loss=0.483496 lr=0.000718 Epoch[082] Batch [2749]/[3760] Speed: 127.599281 samples/sec accuracy=87.205682 loss=0.483360 lr=0.000717 Epoch[082] Batch [2799]/[3760] Speed: 117.883273 samples/sec accuracy=87.191406 loss=0.483896 lr=0.000716 Epoch[082] Batch [2849]/[3760] Speed: 125.967097 samples/sec accuracy=87.192982 loss=0.483954 lr=0.000715 Epoch[082] Batch [2899]/[3760] Speed: 120.115833 samples/sec accuracy=87.182112 loss=0.484080 lr=0.000714 Epoch[082] Batch [2949]/[3760] Speed: 131.225506 samples/sec accuracy=87.173199 loss=0.484376 lr=0.000712 Epoch[082] Batch [2999]/[3760] Speed: 115.485341 samples/sec accuracy=87.149479 loss=0.485171 lr=0.000711 Epoch[082] Batch [3049]/[3760] Speed: 135.747955 samples/sec accuracy=87.138832 loss=0.485500 lr=0.000710 Epoch[082] Batch [3099]/[3760] Speed: 110.493267 samples/sec accuracy=87.144657 loss=0.485059 lr=0.000709 Epoch[082] Batch [3149]/[3760] Speed: 139.094840 samples/sec accuracy=87.149306 loss=0.485096 lr=0.000708 Epoch[082] Batch [3199]/[3760] Speed: 110.647123 samples/sec accuracy=87.143066 loss=0.485302 lr=0.000707 Epoch[082] Batch [3249]/[3760] Speed: 132.379022 samples/sec accuracy=87.136538 loss=0.485639 lr=0.000706 Epoch[082] Batch [3299]/[3760] Speed: 112.654953 samples/sec accuracy=87.142992 loss=0.485592 lr=0.000705 Epoch[082] Batch [3349]/[3760] Speed: 134.403498 samples/sec accuracy=87.137593 loss=0.485699 lr=0.000704 Epoch[082] Batch [3399]/[3760] Speed: 115.711309 samples/sec accuracy=87.130055 loss=0.485722 lr=0.000703 Epoch[082] Batch [3449]/[3760] Speed: 128.640216 samples/sec accuracy=87.136322 loss=0.485469 lr=0.000702 Epoch[082] Batch [3499]/[3760] Speed: 115.755807 samples/sec accuracy=87.150446 loss=0.484973 lr=0.000701 Epoch[082] Batch [3549]/[3760] Speed: 121.931659 samples/sec accuracy=87.159331 loss=0.484866 lr=0.000700 Epoch[082] Batch [3599]/[3760] Speed: 130.970913 samples/sec accuracy=87.150608 loss=0.485354 lr=0.000699 Epoch[082] Batch [3649]/[3760] Speed: 118.360215 samples/sec accuracy=87.172945 loss=0.484738 lr=0.000697 Epoch[082] Batch [3699]/[3760] Speed: 123.472997 samples/sec accuracy=87.188345 loss=0.484342 lr=0.000696 Epoch[082] Batch [3749]/[3760] Speed: 140.343742 samples/sec accuracy=87.186250 loss=0.484307 lr=0.000695 Batch [0049]/[0303]: acc-top1=64.843750 acc-top5=84.968750 Batch [0099]/[0303]: acc-top1=64.796875 acc-top5=85.328125 Batch [0149]/[0303]: acc-top1=64.822917 acc-top5=85.447917 Batch [0199]/[0303]: acc-top1=64.742188 acc-top5=85.148438 Batch [0249]/[0303]: acc-top1=64.743750 acc-top5=85.068750 Batch [0299]/[0303]: acc-top1=64.848958 acc-top5=85.072917 [Epoch 082] training: accuracy=87.181267 loss=0.484424 [Epoch 082] speed: 122 samples/sec time cost: 2152.882108 [Epoch 082] validation: acc-top1=64.882426 acc-top5=85.107261 loss=1.972749 Epoch[083] Batch [0049]/[3760] Speed: 91.967359 samples/sec accuracy=87.406250 loss=0.468643 lr=0.000694 Epoch[083] Batch [0099]/[3760] Speed: 126.645324 samples/sec accuracy=88.281250 loss=0.447757 lr=0.000693 Epoch[083] Batch [0149]/[3760] Speed: 117.072263 samples/sec accuracy=87.697917 loss=0.463269 lr=0.000692 Epoch[083] Batch [0199]/[3760] Speed: 127.080679 samples/sec accuracy=87.835938 loss=0.458752 lr=0.000691 Epoch[083] Batch [0249]/[3760] Speed: 118.977844 samples/sec accuracy=87.887500 loss=0.459231 lr=0.000690 Epoch[083] Batch [0299]/[3760] Speed: 126.357051 samples/sec accuracy=87.776042 loss=0.462582 lr=0.000689 Epoch[083] Batch [0349]/[3760] Speed: 118.723477 samples/sec accuracy=87.745536 loss=0.462930 lr=0.000688 Epoch[083] Batch [0399]/[3760] Speed: 126.616409 samples/sec accuracy=87.769531 loss=0.461206 lr=0.000687 Epoch[083] Batch [0449]/[3760] Speed: 120.169493 samples/sec accuracy=87.753472 loss=0.460886 lr=0.000686 Epoch[083] Batch [0499]/[3760] Speed: 125.855562 samples/sec accuracy=87.706250 loss=0.462160 lr=0.000685 Epoch[083] Batch [0549]/[3760] Speed: 115.208121 samples/sec accuracy=87.582386 loss=0.465278 lr=0.000683 Epoch[083] Batch [0599]/[3760] Speed: 133.991519 samples/sec accuracy=87.578125 loss=0.465349 lr=0.000682 Epoch[083] Batch [0649]/[3760] Speed: 115.520061 samples/sec accuracy=87.552885 loss=0.465385 lr=0.000681 Epoch[083] Batch [0699]/[3760] Speed: 126.795408 samples/sec accuracy=87.520089 loss=0.466902 lr=0.000680 Epoch[083] Batch [0749]/[3760] Speed: 119.008645 samples/sec accuracy=87.537500 loss=0.467161 lr=0.000679 Epoch[083] Batch [0799]/[3760] Speed: 127.972391 samples/sec accuracy=87.589844 loss=0.467093 lr=0.000678 Epoch[083] Batch [0849]/[3760] Speed: 119.306167 samples/sec accuracy=87.637868 loss=0.465791 lr=0.000677 Epoch[083] Batch [0899]/[3760] Speed: 128.546794 samples/sec accuracy=87.664931 loss=0.464500 lr=0.000676 Epoch[083] Batch [0949]/[3760] Speed: 113.431299 samples/sec accuracy=87.702303 loss=0.464062 lr=0.000675 Epoch[083] Batch [0999]/[3760] Speed: 136.852194 samples/sec accuracy=87.690625 loss=0.464813 lr=0.000674 Epoch[083] Batch [1049]/[3760] Speed: 113.648148 samples/sec accuracy=87.703869 loss=0.463977 lr=0.000673 Epoch[083] Batch [1099]/[3760] Speed: 127.964799 samples/sec accuracy=87.718750 loss=0.464611 lr=0.000672 Epoch[083] Batch [1149]/[3760] Speed: 122.002206 samples/sec accuracy=87.694293 loss=0.464695 lr=0.000671 Epoch[083] Batch [1199]/[3760] Speed: 127.461801 samples/sec accuracy=87.697917 loss=0.465021 lr=0.000670 Epoch[083] Batch [1249]/[3760] Speed: 114.248930 samples/sec accuracy=87.697500 loss=0.464161 lr=0.000669 Epoch[083] Batch [1299]/[3760] Speed: 133.130804 samples/sec accuracy=87.713942 loss=0.464006 lr=0.000668 Epoch[083] Batch [1349]/[3760] Speed: 118.706645 samples/sec accuracy=87.716435 loss=0.463562 lr=0.000667 Epoch[083] Batch [1399]/[3760] Speed: 126.303567 samples/sec accuracy=87.722098 loss=0.463476 lr=0.000666 Epoch[083] Batch [1449]/[3760] Speed: 122.171614 samples/sec accuracy=87.723060 loss=0.463515 lr=0.000665 Epoch[083] Batch [1499]/[3760] Speed: 125.713375 samples/sec accuracy=87.720833 loss=0.463756 lr=0.000664 Epoch[083] Batch [1549]/[3760] Speed: 125.413688 samples/sec accuracy=87.700605 loss=0.464333 lr=0.000663 Epoch[083] Batch [1599]/[3760] Speed: 117.712722 samples/sec accuracy=87.707031 loss=0.464073 lr=0.000662 Epoch[083] Batch [1649]/[3760] Speed: 128.392812 samples/sec accuracy=87.703598 loss=0.464003 lr=0.000660 Epoch[083] Batch [1699]/[3760] Speed: 120.219497 samples/sec accuracy=87.718750 loss=0.463575 lr=0.000659 Epoch[083] Batch [1749]/[3760] Speed: 120.896578 samples/sec accuracy=87.713393 loss=0.463129 lr=0.000658 Epoch[083] Batch [1799]/[3760] Speed: 116.890619 samples/sec accuracy=87.722222 loss=0.463415 lr=0.000657 Epoch[083] Batch [1849]/[3760] Speed: 124.452574 samples/sec accuracy=87.721284 loss=0.463574 lr=0.000656 Epoch[083] Batch [1899]/[3760] Speed: 128.024468 samples/sec accuracy=87.734375 loss=0.463231 lr=0.000655 Epoch[083] Batch [1949]/[3760] Speed: 119.510426 samples/sec accuracy=87.726763 loss=0.463612 lr=0.000654 Epoch[083] Batch [1999]/[3760] Speed: 122.308562 samples/sec accuracy=87.721094 loss=0.463843 lr=0.000653 Epoch[083] Batch [2049]/[3760] Speed: 128.140469 samples/sec accuracy=87.695884 loss=0.464620 lr=0.000652 Epoch[083] Batch [2099]/[3760] Speed: 118.153696 samples/sec accuracy=87.703125 loss=0.464501 lr=0.000651 Epoch[083] Batch [2149]/[3760] Speed: 126.621418 samples/sec accuracy=87.688953 loss=0.464910 lr=0.000650 Epoch[083] Batch [2199]/[3760] Speed: 124.014872 samples/sec accuracy=87.661222 loss=0.465786 lr=0.000649 Epoch[083] Batch [2249]/[3760] Speed: 119.410811 samples/sec accuracy=87.657639 loss=0.465957 lr=0.000648 Epoch[083] Batch [2299]/[3760] Speed: 129.476818 samples/sec accuracy=87.645380 loss=0.466488 lr=0.000647 Epoch[083] Batch [2349]/[3760] Speed: 118.709644 samples/sec accuracy=87.619016 loss=0.467180 lr=0.000646 Epoch[083] Batch [2399]/[3760] Speed: 129.062615 samples/sec accuracy=87.615885 loss=0.467516 lr=0.000645 Epoch[083] Batch [2449]/[3760] Speed: 115.498213 samples/sec accuracy=87.609056 loss=0.467492 lr=0.000644 Epoch[083] Batch [2499]/[3760] Speed: 132.256745 samples/sec accuracy=87.607500 loss=0.467630 lr=0.000643 Epoch[083] Batch [2549]/[3760] Speed: 112.531922 samples/sec accuracy=87.619485 loss=0.467374 lr=0.000642 Epoch[083] Batch [2599]/[3760] Speed: 136.038158 samples/sec accuracy=87.614183 loss=0.467372 lr=0.000641 Epoch[083] Batch [2649]/[3760] Speed: 114.464787 samples/sec accuracy=87.607901 loss=0.467057 lr=0.000640 Epoch[083] Batch [2699]/[3760] Speed: 130.559922 samples/sec accuracy=87.596065 loss=0.467140 lr=0.000639 Epoch[083] Batch [2749]/[3760] Speed: 121.785187 samples/sec accuracy=87.589773 loss=0.467305 lr=0.000638 Epoch[083] Batch [2799]/[3760] Speed: 117.671613 samples/sec accuracy=87.587054 loss=0.468065 lr=0.000637 Epoch[083] Batch [2849]/[3760] Speed: 128.181256 samples/sec accuracy=87.574013 loss=0.468489 lr=0.000636 Epoch[083] Batch [2899]/[3760] Speed: 117.484417 samples/sec accuracy=87.560345 loss=0.468657 lr=0.000635 Epoch[083] Batch [2949]/[3760] Speed: 128.562011 samples/sec accuracy=87.568326 loss=0.468452 lr=0.000634 Epoch[083] Batch [2999]/[3760] Speed: 115.707514 samples/sec accuracy=87.562500 loss=0.468545 lr=0.000633 Epoch[083] Batch [3049]/[3760] Speed: 130.478130 samples/sec accuracy=87.558914 loss=0.468684 lr=0.000632 Epoch[083] Batch [3099]/[3760] Speed: 118.158072 samples/sec accuracy=87.570565 loss=0.468330 lr=0.000631 Epoch[083] Batch [3149]/[3760] Speed: 133.810425 samples/sec accuracy=87.546627 loss=0.469089 lr=0.000630 Epoch[083] Batch [3199]/[3760] Speed: 114.151798 samples/sec accuracy=87.543457 loss=0.468963 lr=0.000629 Epoch[083] Batch [3249]/[3760] Speed: 124.658924 samples/sec accuracy=87.548077 loss=0.469028 lr=0.000628 Epoch[083] Batch [3299]/[3760] Speed: 123.906380 samples/sec accuracy=87.544508 loss=0.469158 lr=0.000627 Epoch[083] Batch [3349]/[3760] Speed: 117.239036 samples/sec accuracy=87.546175 loss=0.469107 lr=0.000626 Epoch[083] Batch [3399]/[3760] Speed: 130.343998 samples/sec accuracy=87.540901 loss=0.469486 lr=0.000625 Epoch[083] Batch [3449]/[3760] Speed: 115.267360 samples/sec accuracy=87.537591 loss=0.469665 lr=0.000624 Epoch[083] Batch [3499]/[3760] Speed: 134.874878 samples/sec accuracy=87.525446 loss=0.470046 lr=0.000623 Epoch[083] Batch [3549]/[3760] Speed: 113.681621 samples/sec accuracy=87.517165 loss=0.470068 lr=0.000622 Epoch[083] Batch [3599]/[3760] Speed: 134.880067 samples/sec accuracy=87.513455 loss=0.470090 lr=0.000621 Epoch[083] Batch [3649]/[3760] Speed: 113.424699 samples/sec accuracy=87.513271 loss=0.470209 lr=0.000620 Epoch[083] Batch [3699]/[3760] Speed: 130.470947 samples/sec accuracy=87.518159 loss=0.469868 lr=0.000619 Epoch[083] Batch [3749]/[3760] Speed: 132.204252 samples/sec accuracy=87.505000 loss=0.470221 lr=0.000618 Batch [0049]/[0303]: acc-top1=64.437500 acc-top5=85.250000 Batch [0099]/[0303]: acc-top1=64.796875 acc-top5=85.593750 Batch [0149]/[0303]: acc-top1=65.062500 acc-top5=85.677083 Batch [0199]/[0303]: acc-top1=64.742188 acc-top5=85.382812 Batch [0249]/[0303]: acc-top1=64.800000 acc-top5=85.187500 Batch [0299]/[0303]: acc-top1=64.869792 acc-top5=85.156250 [Epoch 083] training: accuracy=87.511636 loss=0.470110 [Epoch 083] speed: 122 samples/sec time cost: 2152.287566 [Epoch 083] validation: acc-top1=64.866955 acc-top5=85.143358 loss=1.974099 Epoch[084] Batch [0049]/[3759] Speed: 90.919175 samples/sec accuracy=87.531250 loss=0.462559 lr=0.000616 Epoch[084] Batch [0099]/[3759] Speed: 129.082997 samples/sec accuracy=87.312500 loss=0.460474 lr=0.000615 Epoch[084] Batch [0149]/[3759] Speed: 115.993308 samples/sec accuracy=87.427083 loss=0.455871 lr=0.000614 Epoch[084] Batch [0199]/[3759] Speed: 129.599186 samples/sec accuracy=87.500000 loss=0.456756 lr=0.000613 Epoch[084] Batch [0249]/[3759] Speed: 116.675497 samples/sec accuracy=87.575000 loss=0.455058 lr=0.000612 Epoch[084] Batch [0299]/[3759] Speed: 126.222088 samples/sec accuracy=87.614583 loss=0.455624 lr=0.000611 Epoch[084] Batch [0349]/[3759] Speed: 119.180931 samples/sec accuracy=87.625000 loss=0.455997 lr=0.000610 Epoch[084] Batch [0399]/[3759] Speed: 129.521072 samples/sec accuracy=87.699219 loss=0.454576 lr=0.000609 Epoch[084] Batch [0449]/[3759] Speed: 118.367453 samples/sec accuracy=87.625000 loss=0.456333 lr=0.000608 Epoch[084] Batch [0499]/[3759] Speed: 124.199541 samples/sec accuracy=87.640625 loss=0.458346 lr=0.000607 Epoch[084] Batch [0549]/[3759] Speed: 119.900779 samples/sec accuracy=87.681818 loss=0.457578 lr=0.000606 Epoch[084] Batch [0599]/[3759] Speed: 131.057321 samples/sec accuracy=87.770833 loss=0.454739 lr=0.000605 Epoch[084] Batch [0649]/[3759] Speed: 117.307351 samples/sec accuracy=87.740385 loss=0.456690 lr=0.000604 Epoch[084] Batch [0699]/[3759] Speed: 124.646063 samples/sec accuracy=87.743304 loss=0.457398 lr=0.000603 Epoch[084] Batch [0749]/[3759] Speed: 120.422599 samples/sec accuracy=87.783333 loss=0.456230 lr=0.000602 Epoch[084] Batch [0799]/[3759] Speed: 123.641689 samples/sec accuracy=87.822266 loss=0.455491 lr=0.000601 Epoch[084] Batch [0849]/[3759] Speed: 122.701950 samples/sec accuracy=87.830882 loss=0.456475 lr=0.000600 Epoch[084] Batch [0899]/[3759] Speed: 125.735259 samples/sec accuracy=87.812500 loss=0.456514 lr=0.000599 Epoch[084] Batch [0949]/[3759] Speed: 121.779123 samples/sec accuracy=87.805921 loss=0.457259 lr=0.000598 Epoch[084] Batch [0999]/[3759] Speed: 123.148055 samples/sec accuracy=87.765625 loss=0.458151 lr=0.000597 Epoch[084] Batch [1049]/[3759] Speed: 117.515077 samples/sec accuracy=87.790179 loss=0.457995 lr=0.000596 Epoch[084] Batch [1099]/[3759] Speed: 125.523267 samples/sec accuracy=87.778409 loss=0.458862 lr=0.000595 Epoch[084] Batch [1149]/[3759] Speed: 122.340065 samples/sec accuracy=87.717391 loss=0.460750 lr=0.000594 Epoch[084] Batch [1199]/[3759] Speed: 118.168476 samples/sec accuracy=87.696615 loss=0.460448 lr=0.000593 Epoch[084] Batch [1249]/[3759] Speed: 129.974329 samples/sec accuracy=87.698750 loss=0.461965 lr=0.000592 Epoch[084] Batch [1299]/[3759] Speed: 122.309985 samples/sec accuracy=87.700721 loss=0.461764 lr=0.000591 Epoch[084] Batch [1349]/[3759] Speed: 120.443056 samples/sec accuracy=87.682870 loss=0.462067 lr=0.000590 Epoch[084] Batch [1399]/[3759] Speed: 124.270584 samples/sec accuracy=87.684152 loss=0.462544 lr=0.000589 Epoch[084] Batch [1449]/[3759] Speed: 118.414124 samples/sec accuracy=87.729526 loss=0.461801 lr=0.000588 Epoch[084] Batch [1499]/[3759] Speed: 128.966282 samples/sec accuracy=87.776042 loss=0.460662 lr=0.000588 Epoch[084] Batch [1549]/[3759] Speed: 113.574669 samples/sec accuracy=87.763105 loss=0.460423 lr=0.000587 Epoch[084] Batch [1599]/[3759] Speed: 131.784065 samples/sec accuracy=87.790039 loss=0.459563 lr=0.000586 Epoch[084] Batch [1649]/[3759] Speed: 116.865590 samples/sec accuracy=87.789773 loss=0.459103 lr=0.000585 Epoch[084] Batch [1699]/[3759] Speed: 126.777304 samples/sec accuracy=87.785846 loss=0.459495 lr=0.000584 Epoch[084] Batch [1749]/[3759] Speed: 124.172627 samples/sec accuracy=87.805357 loss=0.459130 lr=0.000583 Epoch[084] Batch [1799]/[3759] Speed: 126.560993 samples/sec accuracy=87.808160 loss=0.458980 lr=0.000582 Epoch[084] Batch [1849]/[3759] Speed: 119.709996 samples/sec accuracy=87.809966 loss=0.458795 lr=0.000581 Epoch[084] Batch [1899]/[3759] Speed: 123.121406 samples/sec accuracy=87.826480 loss=0.458157 lr=0.000580 Epoch[084] Batch [1949]/[3759] Speed: 119.733269 samples/sec accuracy=87.817308 loss=0.458293 lr=0.000579 Epoch[084] Batch [1999]/[3759] Speed: 122.631655 samples/sec accuracy=87.839844 loss=0.458306 lr=0.000578 Epoch[084] Batch [2049]/[3759] Speed: 118.389709 samples/sec accuracy=87.825457 loss=0.458536 lr=0.000577 Epoch[084] Batch [2099]/[3759] Speed: 129.617889 samples/sec accuracy=87.845238 loss=0.457918 lr=0.000576 Epoch[084] Batch [2149]/[3759] Speed: 119.635629 samples/sec accuracy=87.837209 loss=0.458405 lr=0.000575 Epoch[084] Batch [2199]/[3759] Speed: 128.587444 samples/sec accuracy=87.836648 loss=0.458341 lr=0.000574 Epoch[084] Batch [2249]/[3759] Speed: 117.105007 samples/sec accuracy=87.827778 loss=0.458871 lr=0.000573 Epoch[084] Batch [2299]/[3759] Speed: 130.146232 samples/sec accuracy=87.829484 loss=0.458822 lr=0.000572 Epoch[084] Batch [2349]/[3759] Speed: 117.483608 samples/sec accuracy=87.841755 loss=0.458520 lr=0.000571 Epoch[084] Batch [2399]/[3759] Speed: 127.166160 samples/sec accuracy=87.859375 loss=0.457903 lr=0.000570 Epoch[084] Batch [2449]/[3759] Speed: 119.055617 samples/sec accuracy=87.869260 loss=0.457727 lr=0.000569 Epoch[084] Batch [2499]/[3759] Speed: 123.087642 samples/sec accuracy=87.850625 loss=0.457726 lr=0.000568 Epoch[084] Batch [2549]/[3759] Speed: 120.025837 samples/sec accuracy=87.849265 loss=0.457932 lr=0.000567 Epoch[084] Batch [2599]/[3759] Speed: 130.710093 samples/sec accuracy=87.832933 loss=0.458430 lr=0.000566 Epoch[084] Batch [2649]/[3759] Speed: 118.657037 samples/sec accuracy=87.825472 loss=0.458732 lr=0.000565 Epoch[084] Batch [2699]/[3759] Speed: 129.025271 samples/sec accuracy=87.826968 loss=0.458553 lr=0.000564 Epoch[084] Batch [2749]/[3759] Speed: 119.990579 samples/sec accuracy=87.823864 loss=0.458712 lr=0.000563 Epoch[084] Batch [2799]/[3759] Speed: 127.603739 samples/sec accuracy=87.825335 loss=0.458655 lr=0.000562 Epoch[084] Batch [2849]/[3759] Speed: 117.901463 samples/sec accuracy=87.829496 loss=0.458459 lr=0.000561 Epoch[084] Batch [2899]/[3759] Speed: 130.974834 samples/sec accuracy=87.826509 loss=0.458651 lr=0.000560 Epoch[084] Batch [2949]/[3759] Speed: 122.981200 samples/sec accuracy=87.836864 loss=0.458457 lr=0.000559 Epoch[084] Batch [2999]/[3759] Speed: 119.984447 samples/sec accuracy=87.837500 loss=0.458536 lr=0.000558 Epoch[084] Batch [3049]/[3759] Speed: 124.671393 samples/sec accuracy=87.825820 loss=0.458785 lr=0.000557 Epoch[084] Batch [3099]/[3759] Speed: 125.192488 samples/sec accuracy=87.823589 loss=0.459058 lr=0.000556 Epoch[084] Batch [3149]/[3759] Speed: 122.499192 samples/sec accuracy=87.833333 loss=0.458941 lr=0.000556 Epoch[084] Batch [3199]/[3759] Speed: 123.562417 samples/sec accuracy=87.826660 loss=0.459222 lr=0.000555 Epoch[084] Batch [3249]/[3759] Speed: 129.475288 samples/sec accuracy=87.832212 loss=0.459157 lr=0.000554 Epoch[084] Batch [3299]/[3759] Speed: 117.716121 samples/sec accuracy=87.835701 loss=0.458961 lr=0.000553 Epoch[084] Batch [3349]/[3759] Speed: 127.753727 samples/sec accuracy=87.838153 loss=0.458737 lr=0.000552 Epoch[084] Batch [3399]/[3759] Speed: 120.626733 samples/sec accuracy=87.846507 loss=0.458447 lr=0.000551 Epoch[084] Batch [3449]/[3759] Speed: 125.626386 samples/sec accuracy=87.841486 loss=0.458543 lr=0.000550 Epoch[084] Batch [3499]/[3759] Speed: 117.496602 samples/sec accuracy=87.847321 loss=0.458499 lr=0.000549 Epoch[084] Batch [3549]/[3759] Speed: 132.165362 samples/sec accuracy=87.843750 loss=0.458834 lr=0.000548 Epoch[084] Batch [3599]/[3759] Speed: 117.861583 samples/sec accuracy=87.847656 loss=0.459006 lr=0.000547 Epoch[084] Batch [3649]/[3759] Speed: 126.084343 samples/sec accuracy=87.836901 loss=0.459243 lr=0.000546 Epoch[084] Batch [3699]/[3759] Speed: 120.755532 samples/sec accuracy=87.825591 loss=0.459467 lr=0.000545 Epoch[084] Batch [3749]/[3759] Speed: 150.385795 samples/sec accuracy=87.815000 loss=0.459852 lr=0.000544 Batch [0049]/[0303]: acc-top1=64.437500 acc-top5=84.781250 Batch [0099]/[0303]: acc-top1=64.656250 acc-top5=85.218750 Batch [0149]/[0303]: acc-top1=64.864583 acc-top5=85.447917 Batch [0199]/[0303]: acc-top1=64.539062 acc-top5=85.187500 Batch [0249]/[0303]: acc-top1=64.550000 acc-top5=85.056250 Batch [0299]/[0303]: acc-top1=64.744792 acc-top5=85.125000 [Epoch 084] training: accuracy=87.809673 loss=0.459955 [Epoch 084] speed: 122 samples/sec time cost: 2149.591045 [Epoch 084] validation: acc-top1=64.748350 acc-top5=85.127888 loss=1.971920 Epoch[085] Batch [0049]/[3760] Speed: 90.722120 samples/sec accuracy=87.218750 loss=0.489711 lr=0.000543 Epoch[085] Batch [0099]/[3760] Speed: 134.087885 samples/sec accuracy=87.718750 loss=0.462067 lr=0.000542 Epoch[085] Batch [0149]/[3760] Speed: 115.557095 samples/sec accuracy=87.583333 loss=0.466337 lr=0.000541 Epoch[085] Batch [0199]/[3760] Speed: 118.619068 samples/sec accuracy=87.679688 loss=0.467332 lr=0.000540 Epoch[085] Batch [0249]/[3760] Speed: 129.544665 samples/sec accuracy=87.756250 loss=0.464531 lr=0.000539 Epoch[085] Batch [0299]/[3760] Speed: 120.932355 samples/sec accuracy=87.739583 loss=0.464851 lr=0.000538 Epoch[085] Batch [0349]/[3760] Speed: 127.693152 samples/sec accuracy=87.901786 loss=0.459793 lr=0.000537 Epoch[085] Batch [0399]/[3760] Speed: 121.226025 samples/sec accuracy=88.011719 loss=0.454650 lr=0.000536 Epoch[085] Batch [0449]/[3760] Speed: 129.922404 samples/sec accuracy=88.131944 loss=0.452886 lr=0.000535 Epoch[085] Batch [0499]/[3760] Speed: 124.219083 samples/sec accuracy=88.090625 loss=0.455090 lr=0.000534 Epoch[085] Batch [0549]/[3760] Speed: 116.816486 samples/sec accuracy=88.170455 loss=0.452606 lr=0.000534 Epoch[085] Batch [0599]/[3760] Speed: 132.465488 samples/sec accuracy=88.184896 loss=0.450550 lr=0.000533 Epoch[085] Batch [0649]/[3760] Speed: 120.224874 samples/sec accuracy=88.218750 loss=0.449916 lr=0.000532 Epoch[085] Batch [0699]/[3760] Speed: 122.614374 samples/sec accuracy=88.187500 loss=0.451055 lr=0.000531 Epoch[085] Batch [0749]/[3760] Speed: 120.710008 samples/sec accuracy=88.214583 loss=0.450548 lr=0.000530 Epoch[085] Batch [0799]/[3760] Speed: 132.701444 samples/sec accuracy=88.183594 loss=0.451016 lr=0.000529 Epoch[085] Batch [0849]/[3760] Speed: 118.216650 samples/sec accuracy=88.209559 loss=0.450131 lr=0.000528 Epoch[085] Batch [0899]/[3760] Speed: 122.569301 samples/sec accuracy=88.220486 loss=0.448993 lr=0.000527 Epoch[085] Batch [0949]/[3760] Speed: 123.280619 samples/sec accuracy=88.175987 loss=0.449827 lr=0.000526 Epoch[085] Batch [0999]/[3760] Speed: 126.617920 samples/sec accuracy=88.193750 loss=0.449310 lr=0.000525 Epoch[085] Batch [1049]/[3760] Speed: 120.437603 samples/sec accuracy=88.171131 loss=0.450124 lr=0.000524 Epoch[085] Batch [1099]/[3760] Speed: 123.378472 samples/sec accuracy=88.140625 loss=0.450111 lr=0.000523 Epoch[085] Batch [1149]/[3760] Speed: 130.024280 samples/sec accuracy=88.105978 loss=0.450865 lr=0.000522 Epoch[085] Batch [1199]/[3760] Speed: 120.648568 samples/sec accuracy=88.093750 loss=0.451141 lr=0.000521 Epoch[085] Batch [1249]/[3760] Speed: 120.258014 samples/sec accuracy=88.093750 loss=0.451095 lr=0.000520 Epoch[085] Batch [1299]/[3760] Speed: 131.477684 samples/sec accuracy=88.093750 loss=0.451458 lr=0.000520 Epoch[085] Batch [1349]/[3760] Speed: 116.274937 samples/sec accuracy=88.143519 loss=0.450945 lr=0.000519 Epoch[085] Batch [1399]/[3760] Speed: 127.422267 samples/sec accuracy=88.161830 loss=0.450362 lr=0.000518 Epoch[085] Batch [1449]/[3760] Speed: 121.147579 samples/sec accuracy=88.161638 loss=0.449819 lr=0.000517 Epoch[085] Batch [1499]/[3760] Speed: 125.249077 samples/sec accuracy=88.176042 loss=0.449444 lr=0.000516 Epoch[085] Batch [1549]/[3760] Speed: 123.550289 samples/sec accuracy=88.176411 loss=0.448628 lr=0.000515 Epoch[085] Batch [1599]/[3760] Speed: 119.258607 samples/sec accuracy=88.160156 loss=0.449355 lr=0.000514 Epoch[085] Batch [1649]/[3760] Speed: 128.583261 samples/sec accuracy=88.122159 loss=0.450247 lr=0.000513 Epoch[085] Batch [1699]/[3760] Speed: 122.532762 samples/sec accuracy=88.141544 loss=0.449719 lr=0.000512 Epoch[085] Batch [1749]/[3760] Speed: 128.799737 samples/sec accuracy=88.137500 loss=0.449613 lr=0.000511 Epoch[085] Batch [1799]/[3760] Speed: 117.080111 samples/sec accuracy=88.152778 loss=0.448946 lr=0.000510 Epoch[085] Batch [1849]/[3760] Speed: 125.376442 samples/sec accuracy=88.162162 loss=0.449159 lr=0.000509 Epoch[085] Batch [1899]/[3760] Speed: 121.391081 samples/sec accuracy=88.183388 loss=0.448713 lr=0.000508 Epoch[085] Batch [1949]/[3760] Speed: 123.411681 samples/sec accuracy=88.210737 loss=0.448213 lr=0.000508 Epoch[085] Batch [1999]/[3760] Speed: 125.722498 samples/sec accuracy=88.203906 loss=0.448300 lr=0.000507 Epoch[085] Batch [2049]/[3760] Speed: 127.972843 samples/sec accuracy=88.233232 loss=0.447681 lr=0.000506 Epoch[085] Batch [2099]/[3760] Speed: 122.772127 samples/sec accuracy=88.227679 loss=0.447823 lr=0.000505 Epoch[085] Batch [2149]/[3760] Speed: 118.724084 samples/sec accuracy=88.200581 loss=0.448190 lr=0.000504 Epoch[085] Batch [2199]/[3760] Speed: 128.157812 samples/sec accuracy=88.200994 loss=0.448264 lr=0.000503 Epoch[085] Batch [2249]/[3760] Speed: 114.356231 samples/sec accuracy=88.195139 loss=0.448612 lr=0.000502 Epoch[085] Batch [2299]/[3760] Speed: 132.941467 samples/sec accuracy=88.211957 loss=0.448044 lr=0.000501 Epoch[085] Batch [2349]/[3760] Speed: 117.158201 samples/sec accuracy=88.213431 loss=0.448176 lr=0.000500 Epoch[085] Batch [2399]/[3760] Speed: 129.946087 samples/sec accuracy=88.206380 loss=0.448029 lr=0.000499 Epoch[085] Batch [2449]/[3760] Speed: 112.981767 samples/sec accuracy=88.199617 loss=0.448297 lr=0.000498 Epoch[085] Batch [2499]/[3760] Speed: 132.692747 samples/sec accuracy=88.185000 loss=0.448760 lr=0.000497 Epoch[085] Batch [2549]/[3760] Speed: 122.179766 samples/sec accuracy=88.189951 loss=0.448310 lr=0.000497 Epoch[085] Batch [2599]/[3760] Speed: 123.369328 samples/sec accuracy=88.191707 loss=0.448378 lr=0.000496 Epoch[085] Batch [2649]/[3760] Speed: 126.014814 samples/sec accuracy=88.182783 loss=0.448667 lr=0.000495 Epoch[085] Batch [2699]/[3760] Speed: 117.837715 samples/sec accuracy=88.174190 loss=0.449054 lr=0.000494 Epoch[085] Batch [2749]/[3760] Speed: 134.791772 samples/sec accuracy=88.175000 loss=0.449109 lr=0.000493 Epoch[085] Batch [2799]/[3760] Speed: 113.213609 samples/sec accuracy=88.172433 loss=0.449288 lr=0.000492 Epoch[085] Batch [2849]/[3760] Speed: 129.630248 samples/sec accuracy=88.168860 loss=0.449309 lr=0.000491 Epoch[085] Batch [2899]/[3760] Speed: 123.977941 samples/sec accuracy=88.163793 loss=0.449074 lr=0.000490 Epoch[085] Batch [2949]/[3760] Speed: 121.424358 samples/sec accuracy=88.170021 loss=0.449021 lr=0.000489 Epoch[085] Batch [2999]/[3760] Speed: 125.684674 samples/sec accuracy=88.163021 loss=0.449243 lr=0.000488 Epoch[085] Batch [3049]/[3760] Speed: 122.117279 samples/sec accuracy=88.168545 loss=0.449204 lr=0.000488 Epoch[085] Batch [3099]/[3760] Speed: 125.961993 samples/sec accuracy=88.149194 loss=0.449964 lr=0.000487 Epoch[085] Batch [3149]/[3760] Speed: 118.828210 samples/sec accuracy=88.138889 loss=0.450318 lr=0.000486 Epoch[085] Batch [3199]/[3760] Speed: 129.222094 samples/sec accuracy=88.117676 loss=0.450880 lr=0.000485 Epoch[085] Batch [3249]/[3760] Speed: 119.531262 samples/sec accuracy=88.116827 loss=0.450954 lr=0.000484 Epoch[085] Batch [3299]/[3760] Speed: 126.640716 samples/sec accuracy=88.116477 loss=0.451129 lr=0.000483 Epoch[085] Batch [3349]/[3760] Speed: 123.321098 samples/sec accuracy=88.108675 loss=0.451135 lr=0.000482 Epoch[085] Batch [3399]/[3760] Speed: 123.616889 samples/sec accuracy=88.124081 loss=0.450732 lr=0.000481 Epoch[085] Batch [3449]/[3760] Speed: 127.505359 samples/sec accuracy=88.134964 loss=0.450439 lr=0.000480 Epoch[085] Batch [3499]/[3760] Speed: 124.219484 samples/sec accuracy=88.135714 loss=0.450116 lr=0.000479 Epoch[085] Batch [3549]/[3760] Speed: 125.448064 samples/sec accuracy=88.135563 loss=0.450137 lr=0.000479 Epoch[085] Batch [3599]/[3760] Speed: 117.034462 samples/sec accuracy=88.140191 loss=0.450025 lr=0.000478 Epoch[085] Batch [3649]/[3760] Speed: 133.313418 samples/sec accuracy=88.157106 loss=0.449527 lr=0.000477 Epoch[085] Batch [3699]/[3760] Speed: 115.822270 samples/sec accuracy=88.160051 loss=0.449408 lr=0.000476 Epoch[085] Batch [3749]/[3760] Speed: 149.144650 samples/sec accuracy=88.148333 loss=0.449629 lr=0.000475 Batch [0049]/[0303]: acc-top1=64.281250 acc-top5=85.406250 Batch [0099]/[0303]: acc-top1=64.531250 acc-top5=85.640625 Batch [0149]/[0303]: acc-top1=64.822917 acc-top5=85.739583 Batch [0199]/[0303]: acc-top1=64.656250 acc-top5=85.484375 Batch [0249]/[0303]: acc-top1=64.731250 acc-top5=85.287500 Batch [0299]/[0303]: acc-top1=64.885417 acc-top5=85.307292 [Epoch 085] training: accuracy=88.142869 loss=0.449744 [Epoch 085] speed: 123 samples/sec time cost: 2141.348846 [Epoch 085] validation: acc-top1=64.882426 acc-top5=85.318688 loss=1.955934 Epoch[086] Batch [0049]/[3760] Speed: 90.774066 samples/sec accuracy=87.968750 loss=0.454068 lr=0.000474 Epoch[086] Batch [0099]/[3760] Speed: 129.967769 samples/sec accuracy=88.703125 loss=0.434790 lr=0.000473 Epoch[086] Batch [0149]/[3760] Speed: 115.720522 samples/sec accuracy=88.437500 loss=0.445913 lr=0.000472 Epoch[086] Batch [0199]/[3760] Speed: 132.352401 samples/sec accuracy=88.789062 loss=0.434310 lr=0.000471 Epoch[086] Batch [0249]/[3760] Speed: 120.298179 samples/sec accuracy=88.793750 loss=0.427866 lr=0.000470 Epoch[086] Batch [0299]/[3760] Speed: 127.046875 samples/sec accuracy=88.812500 loss=0.428627 lr=0.000470 Epoch[086] Batch [0349]/[3760] Speed: 121.905028 samples/sec accuracy=88.790179 loss=0.427089 lr=0.000469 Epoch[086] Batch [0399]/[3760] Speed: 118.152952 samples/sec accuracy=88.671875 loss=0.431306 lr=0.000468 Epoch[086] Batch [0449]/[3760] Speed: 126.936899 samples/sec accuracy=88.614583 loss=0.432078 lr=0.000467 Epoch[086] Batch [0499]/[3760] Speed: 121.201990 samples/sec accuracy=88.553125 loss=0.433372 lr=0.000466 Epoch[086] Batch [0549]/[3760] Speed: 126.628144 samples/sec accuracy=88.573864 loss=0.432995 lr=0.000465 Epoch[086] Batch [0599]/[3760] Speed: 119.048951 samples/sec accuracy=88.619792 loss=0.433035 lr=0.000464 Epoch[086] Batch [0649]/[3760] Speed: 126.655940 samples/sec accuracy=88.576923 loss=0.434717 lr=0.000463 Epoch[086] Batch [0699]/[3760] Speed: 119.819654 samples/sec accuracy=88.520089 loss=0.435270 lr=0.000462 Epoch[086] Batch [0749]/[3760] Speed: 132.672411 samples/sec accuracy=88.487500 loss=0.435701 lr=0.000462 Epoch[086] Batch [0799]/[3760] Speed: 114.240258 samples/sec accuracy=88.486328 loss=0.435055 lr=0.000461 Epoch[086] Batch [0849]/[3760] Speed: 129.963082 samples/sec accuracy=88.501838 loss=0.434960 lr=0.000460 Epoch[086] Batch [0899]/[3760] Speed: 121.316182 samples/sec accuracy=88.454861 loss=0.435831 lr=0.000459 Epoch[086] Batch [0949]/[3760] Speed: 124.964563 samples/sec accuracy=88.425987 loss=0.436520 lr=0.000458 Epoch[086] Batch [0999]/[3760] Speed: 122.132822 samples/sec accuracy=88.395313 loss=0.436755 lr=0.000457 Epoch[086] Batch [1049]/[3760] Speed: 127.577039 samples/sec accuracy=88.375000 loss=0.437333 lr=0.000456 Epoch[086] Batch [1099]/[3760] Speed: 119.392890 samples/sec accuracy=88.370739 loss=0.438081 lr=0.000455 Epoch[086] Batch [1149]/[3760] Speed: 125.534698 samples/sec accuracy=88.373641 loss=0.437753 lr=0.000455 Epoch[086] Batch [1199]/[3760] Speed: 123.602720 samples/sec accuracy=88.410156 loss=0.436874 lr=0.000454 Epoch[086] Batch [1249]/[3760] Speed: 122.733286 samples/sec accuracy=88.412500 loss=0.436575 lr=0.000453 Epoch[086] Batch [1299]/[3760] Speed: 124.272192 samples/sec accuracy=88.427885 loss=0.436258 lr=0.000452 Epoch[086] Batch [1349]/[3760] Speed: 126.224214 samples/sec accuracy=88.425926 loss=0.436359 lr=0.000451 Epoch[086] Batch [1399]/[3760] Speed: 121.441713 samples/sec accuracy=88.400670 loss=0.436489 lr=0.000450 Epoch[086] Batch [1449]/[3760] Speed: 123.670438 samples/sec accuracy=88.391164 loss=0.437217 lr=0.000449 Epoch[086] Batch [1499]/[3760] Speed: 123.506909 samples/sec accuracy=88.411458 loss=0.436872 lr=0.000449 Epoch[086] Batch [1549]/[3760] Speed: 128.291652 samples/sec accuracy=88.398185 loss=0.436888 lr=0.000448 Epoch[086] Batch [1599]/[3760] Speed: 114.682512 samples/sec accuracy=88.408203 loss=0.436878 lr=0.000447 Epoch[086] Batch [1649]/[3760] Speed: 132.133193 samples/sec accuracy=88.428977 loss=0.436486 lr=0.000446 Epoch[086] Batch [1699]/[3760] Speed: 118.585681 samples/sec accuracy=88.454963 loss=0.435620 lr=0.000445 Epoch[086] Batch [1749]/[3760] Speed: 129.598054 samples/sec accuracy=88.452679 loss=0.435775 lr=0.000444 Epoch[086] Batch [1799]/[3760] Speed: 114.843952 samples/sec accuracy=88.455729 loss=0.436007 lr=0.000443 Epoch[086] Batch [1849]/[3760] Speed: 136.853422 samples/sec accuracy=88.434122 loss=0.436567 lr=0.000443 Epoch[086] Batch [1899]/[3760] Speed: 113.981006 samples/sec accuracy=88.436678 loss=0.436713 lr=0.000442 Epoch[086] Batch [1949]/[3760] Speed: 135.224927 samples/sec accuracy=88.440705 loss=0.436827 lr=0.000441 Epoch[086] Batch [1999]/[3760] Speed: 118.062686 samples/sec accuracy=88.427344 loss=0.437004 lr=0.000440 Epoch[086] Batch [2049]/[3760] Speed: 121.467280 samples/sec accuracy=88.410061 loss=0.437147 lr=0.000439 Epoch[086] Batch [2099]/[3760] Speed: 122.119192 samples/sec accuracy=88.416667 loss=0.436681 lr=0.000438 Epoch[086] Batch [2149]/[3760] Speed: 131.323271 samples/sec accuracy=88.390262 loss=0.437387 lr=0.000437 Epoch[086] Batch [2199]/[3760] Speed: 114.920386 samples/sec accuracy=88.380682 loss=0.437480 lr=0.000437 Epoch[086] Batch [2249]/[3760] Speed: 138.649985 samples/sec accuracy=88.380556 loss=0.437552 lr=0.000436 Epoch[086] Batch [2299]/[3760] Speed: 117.708273 samples/sec accuracy=88.383832 loss=0.437766 lr=0.000435 Epoch[086] Batch [2349]/[3760] Speed: 133.713959 samples/sec accuracy=88.381649 loss=0.437588 lr=0.000434 Epoch[086] Batch [2399]/[3760] Speed: 112.594537 samples/sec accuracy=88.385417 loss=0.437147 lr=0.000433 Epoch[086] Batch [2449]/[3760] Speed: 131.290705 samples/sec accuracy=88.383291 loss=0.437249 lr=0.000432 Epoch[086] Batch [2499]/[3760] Speed: 122.023191 samples/sec accuracy=88.390000 loss=0.437057 lr=0.000431 Epoch[086] Batch [2549]/[3760] Speed: 125.730178 samples/sec accuracy=88.373162 loss=0.437146 lr=0.000431 Epoch[086] Batch [2599]/[3760] Speed: 117.885768 samples/sec accuracy=88.381010 loss=0.437115 lr=0.000430 Epoch[086] Batch [2649]/[3760] Speed: 127.441978 samples/sec accuracy=88.377358 loss=0.437510 lr=0.000429 Epoch[086] Batch [2699]/[3760] Speed: 118.294936 samples/sec accuracy=88.381366 loss=0.437210 lr=0.000428 Epoch[086] Batch [2749]/[3760] Speed: 125.980106 samples/sec accuracy=88.377841 loss=0.437243 lr=0.000427 Epoch[086] Batch [2799]/[3760] Speed: 123.053344 samples/sec accuracy=88.359933 loss=0.437645 lr=0.000426 Epoch[086] Batch [2849]/[3760] Speed: 125.334876 samples/sec accuracy=88.351974 loss=0.437848 lr=0.000425 Epoch[086] Batch [2899]/[3760] Speed: 123.392282 samples/sec accuracy=88.339440 loss=0.438110 lr=0.000425 Epoch[086] Batch [2949]/[3760] Speed: 119.283794 samples/sec accuracy=88.355932 loss=0.437930 lr=0.000424 Epoch[086] Batch [2999]/[3760] Speed: 134.795942 samples/sec accuracy=88.362500 loss=0.437806 lr=0.000423 Epoch[086] Batch [3049]/[3760] Speed: 117.959312 samples/sec accuracy=88.350410 loss=0.438112 lr=0.000422 Epoch[086] Batch [3099]/[3760] Speed: 122.716309 samples/sec accuracy=88.352319 loss=0.438096 lr=0.000421 Epoch[086] Batch [3149]/[3760] Speed: 126.705782 samples/sec accuracy=88.375000 loss=0.437634 lr=0.000420 Epoch[086] Batch [3199]/[3760] Speed: 123.173097 samples/sec accuracy=88.365234 loss=0.437671 lr=0.000420 Epoch[086] Batch [3249]/[3760] Speed: 124.684790 samples/sec accuracy=88.355769 loss=0.438192 lr=0.000419 Epoch[086] Batch [3299]/[3760] Speed: 122.609130 samples/sec accuracy=88.357008 loss=0.438601 lr=0.000418 Epoch[086] Batch [3349]/[3760] Speed: 122.037851 samples/sec accuracy=88.363340 loss=0.438754 lr=0.000417 Epoch[086] Batch [3399]/[3760] Speed: 123.679259 samples/sec accuracy=88.357077 loss=0.438774 lr=0.000416 Epoch[086] Batch [3449]/[3760] Speed: 118.628255 samples/sec accuracy=88.355978 loss=0.438664 lr=0.000415 Epoch[086] Batch [3499]/[3760] Speed: 124.416364 samples/sec accuracy=88.354464 loss=0.438818 lr=0.000415 Epoch[086] Batch [3549]/[3760] Speed: 128.584302 samples/sec accuracy=88.349472 loss=0.438874 lr=0.000414 Epoch[086] Batch [3599]/[3760] Speed: 116.677928 samples/sec accuracy=88.366319 loss=0.438651 lr=0.000413 Epoch[086] Batch [3649]/[3760] Speed: 128.658968 samples/sec accuracy=88.373716 loss=0.438480 lr=0.000412 Epoch[086] Batch [3699]/[3760] Speed: 114.050347 samples/sec accuracy=88.382179 loss=0.438500 lr=0.000411 Epoch[086] Batch [3749]/[3760] Speed: 153.517900 samples/sec accuracy=88.375000 loss=0.438663 lr=0.000410 Batch [0049]/[0303]: acc-top1=64.968750 acc-top5=85.125000 Batch [0099]/[0303]: acc-top1=64.937500 acc-top5=85.562500 Batch [0149]/[0303]: acc-top1=64.906250 acc-top5=85.531250 Batch [0199]/[0303]: acc-top1=64.921875 acc-top5=85.328125 Batch [0249]/[0303]: acc-top1=64.875000 acc-top5=85.175000 Batch [0299]/[0303]: acc-top1=65.000000 acc-top5=85.234375 [Epoch 086] training: accuracy=88.377660 loss=0.438501 [Epoch 086] speed: 123 samples/sec time cost: 2141.817275 [Epoch 086] validation: acc-top1=65.031972 acc-top5=85.241337 loss=1.968731 Epoch[087] Batch [0049]/[3759] Speed: 91.972882 samples/sec accuracy=89.031250 loss=0.421207 lr=0.000409 Epoch[087] Batch [0099]/[3759] Speed: 124.374531 samples/sec accuracy=89.109375 loss=0.412945 lr=0.000409 Epoch[087] Batch [0149]/[3759] Speed: 121.448322 samples/sec accuracy=89.375000 loss=0.407954 lr=0.000408 Epoch[087] Batch [0199]/[3759] Speed: 122.548255 samples/sec accuracy=89.312500 loss=0.407431 lr=0.000407 Epoch[087] Batch [0249]/[3759] Speed: 122.556632 samples/sec accuracy=89.250000 loss=0.411314 lr=0.000406 Epoch[087] Batch [0299]/[3759] Speed: 122.199296 samples/sec accuracy=89.151042 loss=0.415664 lr=0.000405 Epoch[087] Batch [0349]/[3759] Speed: 133.893695 samples/sec accuracy=89.071429 loss=0.417646 lr=0.000404 Epoch[087] Batch [0399]/[3759] Speed: 115.899987 samples/sec accuracy=89.097656 loss=0.416937 lr=0.000404 Epoch[087] Batch [0449]/[3759] Speed: 127.750797 samples/sec accuracy=89.034722 loss=0.417350 lr=0.000403 Epoch[087] Batch [0499]/[3759] Speed: 121.917694 samples/sec accuracy=88.996875 loss=0.419450 lr=0.000402 Epoch[087] Batch [0549]/[3759] Speed: 125.912044 samples/sec accuracy=88.965909 loss=0.421241 lr=0.000401 Epoch[087] Batch [0599]/[3759] Speed: 122.468559 samples/sec accuracy=88.947917 loss=0.420673 lr=0.000400 Epoch[087] Batch [0649]/[3759] Speed: 119.782290 samples/sec accuracy=88.894231 loss=0.421506 lr=0.000400 Epoch[087] Batch [0699]/[3759] Speed: 130.706667 samples/sec accuracy=88.839286 loss=0.422444 lr=0.000399 Epoch[087] Batch [0749]/[3759] Speed: 115.915514 samples/sec accuracy=88.868750 loss=0.420491 lr=0.000398 Epoch[087] Batch [0799]/[3759] Speed: 129.016666 samples/sec accuracy=88.865234 loss=0.421328 lr=0.000397 Epoch[087] Batch [0849]/[3759] Speed: 120.546150 samples/sec accuracy=88.913603 loss=0.420616 lr=0.000396 Epoch[087] Batch [0899]/[3759] Speed: 132.675967 samples/sec accuracy=88.980903 loss=0.418786 lr=0.000395 Epoch[087] Batch [0949]/[3759] Speed: 116.033660 samples/sec accuracy=88.906250 loss=0.420532 lr=0.000395 Epoch[087] Batch [0999]/[3759] Speed: 129.664795 samples/sec accuracy=88.885937 loss=0.421210 lr=0.000394 Epoch[087] Batch [1049]/[3759] Speed: 116.221284 samples/sec accuracy=88.849702 loss=0.421993 lr=0.000393 Epoch[087] Batch [1099]/[3759] Speed: 133.002200 samples/sec accuracy=88.829545 loss=0.422518 lr=0.000392 Epoch[087] Batch [1149]/[3759] Speed: 117.177460 samples/sec accuracy=88.847826 loss=0.422032 lr=0.000391 Epoch[087] Batch [1199]/[3759] Speed: 129.184040 samples/sec accuracy=88.859375 loss=0.421639 lr=0.000391 Epoch[087] Batch [1249]/[3759] Speed: 122.756538 samples/sec accuracy=88.815000 loss=0.422930 lr=0.000390 Epoch[087] Batch [1299]/[3759] Speed: 123.280047 samples/sec accuracy=88.837740 loss=0.422094 lr=0.000389 Epoch[087] Batch [1349]/[3759] Speed: 126.622818 samples/sec accuracy=88.819444 loss=0.423354 lr=0.000388 Epoch[087] Batch [1399]/[3759] Speed: 117.080669 samples/sec accuracy=88.811384 loss=0.424000 lr=0.000387 Epoch[087] Batch [1449]/[3759] Speed: 137.302383 samples/sec accuracy=88.799569 loss=0.424790 lr=0.000387 Epoch[087] Batch [1499]/[3759] Speed: 111.919533 samples/sec accuracy=88.802083 loss=0.424969 lr=0.000386 Epoch[087] Batch [1549]/[3759] Speed: 134.461784 samples/sec accuracy=88.817540 loss=0.424710 lr=0.000385 Epoch[087] Batch [1599]/[3759] Speed: 114.148314 samples/sec accuracy=88.822266 loss=0.425103 lr=0.000384 Epoch[087] Batch [1649]/[3759] Speed: 126.617083 samples/sec accuracy=88.837121 loss=0.424709 lr=0.000383 Epoch[087] Batch [1699]/[3759] Speed: 125.356766 samples/sec accuracy=88.840074 loss=0.424611 lr=0.000383 Epoch[087] Batch [1749]/[3759] Speed: 124.414120 samples/sec accuracy=88.814286 loss=0.425757 lr=0.000382 Epoch[087] Batch [1799]/[3759] Speed: 122.619366 samples/sec accuracy=88.788194 loss=0.426222 lr=0.000381 Epoch[087] Batch [1849]/[3759] Speed: 124.947840 samples/sec accuracy=88.779561 loss=0.426644 lr=0.000380 Epoch[087] Batch [1899]/[3759] Speed: 119.093070 samples/sec accuracy=88.760691 loss=0.426866 lr=0.000379 Epoch[087] Batch [1949]/[3759] Speed: 124.304713 samples/sec accuracy=88.764423 loss=0.427237 lr=0.000379 Epoch[087] Batch [1999]/[3759] Speed: 123.807373 samples/sec accuracy=88.757031 loss=0.427619 lr=0.000378 Epoch[087] Batch [2049]/[3759] Speed: 114.868466 samples/sec accuracy=88.751524 loss=0.427704 lr=0.000377 Epoch[087] Batch [2099]/[3759] Speed: 140.992144 samples/sec accuracy=88.761161 loss=0.427808 lr=0.000376 Epoch[087] Batch [2149]/[3759] Speed: 114.750284 samples/sec accuracy=88.786337 loss=0.427455 lr=0.000375 Epoch[087] Batch [2199]/[3759] Speed: 128.060418 samples/sec accuracy=88.788352 loss=0.427459 lr=0.000375 Epoch[087] Batch [2249]/[3759] Speed: 124.549322 samples/sec accuracy=88.784722 loss=0.427439 lr=0.000374 Epoch[087] Batch [2299]/[3759] Speed: 125.089019 samples/sec accuracy=88.806386 loss=0.427331 lr=0.000373 Epoch[087] Batch [2349]/[3759] Speed: 119.168692 samples/sec accuracy=88.811835 loss=0.427503 lr=0.000372 Epoch[087] Batch [2399]/[3759] Speed: 130.583795 samples/sec accuracy=88.819010 loss=0.427484 lr=0.000371 Epoch[087] Batch [2449]/[3759] Speed: 115.296670 samples/sec accuracy=88.834821 loss=0.426954 lr=0.000371 Epoch[087] Batch [2499]/[3759] Speed: 129.690329 samples/sec accuracy=88.823125 loss=0.427399 lr=0.000370 Epoch[087] Batch [2549]/[3759] Speed: 120.164661 samples/sec accuracy=88.833946 loss=0.427126 lr=0.000369 Epoch[087] Batch [2599]/[3759] Speed: 130.672499 samples/sec accuracy=88.840144 loss=0.426899 lr=0.000368 Epoch[087] Batch [2649]/[3759] Speed: 118.006640 samples/sec accuracy=88.820165 loss=0.427176 lr=0.000367 Epoch[087] Batch [2699]/[3759] Speed: 125.079253 samples/sec accuracy=88.820602 loss=0.427128 lr=0.000367 Epoch[087] Batch [2749]/[3759] Speed: 124.260732 samples/sec accuracy=88.793182 loss=0.427775 lr=0.000366 Epoch[087] Batch [2799]/[3759] Speed: 122.721272 samples/sec accuracy=88.801339 loss=0.427610 lr=0.000365 Epoch[087] Batch [2849]/[3759] Speed: 124.474769 samples/sec accuracy=88.791118 loss=0.427736 lr=0.000364 Epoch[087] Batch [2899]/[3759] Speed: 120.768575 samples/sec accuracy=88.803879 loss=0.427387 lr=0.000364 Epoch[087] Batch [2949]/[3759] Speed: 128.740214 samples/sec accuracy=88.798729 loss=0.427483 lr=0.000363 Epoch[087] Batch [2999]/[3759] Speed: 112.708151 samples/sec accuracy=88.810417 loss=0.427102 lr=0.000362 Epoch[087] Batch [3049]/[3759] Speed: 135.820517 samples/sec accuracy=88.808402 loss=0.426807 lr=0.000361 Epoch[087] Batch [3099]/[3759] Speed: 115.766918 samples/sec accuracy=88.800907 loss=0.426794 lr=0.000360 Epoch[087] Batch [3149]/[3759] Speed: 133.844341 samples/sec accuracy=88.801587 loss=0.426465 lr=0.000360 Epoch[087] Batch [3199]/[3759] Speed: 114.959481 samples/sec accuracy=88.811523 loss=0.426157 lr=0.000359 Epoch[087] Batch [3249]/[3759] Speed: 132.951624 samples/sec accuracy=88.806731 loss=0.426084 lr=0.000358 Epoch[087] Batch [3299]/[3759] Speed: 114.474087 samples/sec accuracy=88.797822 loss=0.426241 lr=0.000357 Epoch[087] Batch [3349]/[3759] Speed: 136.287976 samples/sec accuracy=88.806437 loss=0.425925 lr=0.000357 Epoch[087] Batch [3399]/[3759] Speed: 119.021617 samples/sec accuracy=88.806985 loss=0.426071 lr=0.000356 Epoch[087] Batch [3449]/[3759] Speed: 128.638017 samples/sec accuracy=88.799819 loss=0.426367 lr=0.000355 Epoch[087] Batch [3499]/[3759] Speed: 123.631595 samples/sec accuracy=88.794196 loss=0.426495 lr=0.000354 Epoch[087] Batch [3549]/[3759] Speed: 124.360861 samples/sec accuracy=88.794454 loss=0.426659 lr=0.000353 Epoch[087] Batch [3599]/[3759] Speed: 120.082169 samples/sec accuracy=88.781250 loss=0.427038 lr=0.000353 Epoch[087] Batch [3649]/[3759] Speed: 124.823710 samples/sec accuracy=88.767123 loss=0.427357 lr=0.000352 Epoch[087] Batch [3699]/[3759] Speed: 121.091899 samples/sec accuracy=88.776605 loss=0.427445 lr=0.000351 Epoch[087] Batch [3749]/[3759] Speed: 145.980979 samples/sec accuracy=88.772083 loss=0.427603 lr=0.000350 Batch [0049]/[0303]: acc-top1=65.593750 acc-top5=85.281250 Batch [0099]/[0303]: acc-top1=64.968750 acc-top5=85.812500 Batch [0149]/[0303]: acc-top1=65.156250 acc-top5=85.718750 Batch [0199]/[0303]: acc-top1=64.914062 acc-top5=85.460938 Batch [0249]/[0303]: acc-top1=64.950000 acc-top5=85.275000 Batch [0299]/[0303]: acc-top1=65.125000 acc-top5=85.312500 [Epoch 087] training: accuracy=88.769038 loss=0.427720 [Epoch 087] speed: 123 samples/sec time cost: 2140.435863 [Epoch 087] validation: acc-top1=65.135107 acc-top5=85.334158 loss=1.971496 Epoch[088] Batch [0049]/[3760] Speed: 93.630049 samples/sec accuracy=88.593750 loss=0.435704 lr=0.000349 Epoch[088] Batch [0099]/[3760] Speed: 122.738710 samples/sec accuracy=88.718750 loss=0.430823 lr=0.000349 Epoch[088] Batch [0149]/[3760] Speed: 118.751380 samples/sec accuracy=88.541667 loss=0.437114 lr=0.000348 Epoch[088] Batch [0199]/[3760] Speed: 117.826639 samples/sec accuracy=88.585938 loss=0.433611 lr=0.000347 Epoch[088] Batch [0249]/[3760] Speed: 128.710897 samples/sec accuracy=88.793750 loss=0.424306 lr=0.000346 Epoch[088] Batch [0299]/[3760] Speed: 125.016421 samples/sec accuracy=88.906250 loss=0.422265 lr=0.000346 Epoch[088] Batch [0349]/[3760] Speed: 121.978848 samples/sec accuracy=88.937500 loss=0.421135 lr=0.000345 Epoch[088] Batch [0399]/[3760] Speed: 127.093137 samples/sec accuracy=88.820312 loss=0.421968 lr=0.000344 Epoch[088] Batch [0449]/[3760] Speed: 121.991745 samples/sec accuracy=88.774306 loss=0.422766 lr=0.000343 Epoch[088] Batch [0499]/[3760] Speed: 124.695577 samples/sec accuracy=88.681250 loss=0.426540 lr=0.000343 Epoch[088] Batch [0549]/[3760] Speed: 122.209956 samples/sec accuracy=88.761364 loss=0.425315 lr=0.000342 Epoch[088] Batch [0599]/[3760] Speed: 127.103390 samples/sec accuracy=88.872396 loss=0.421354 lr=0.000341 Epoch[088] Batch [0649]/[3760] Speed: 121.866911 samples/sec accuracy=88.968750 loss=0.418668 lr=0.000340 Epoch[088] Batch [0699]/[3760] Speed: 125.814757 samples/sec accuracy=88.984375 loss=0.418078 lr=0.000340 Epoch[088] Batch [0749]/[3760] Speed: 123.891187 samples/sec accuracy=88.997917 loss=0.419748 lr=0.000339 Epoch[088] Batch [0799]/[3760] Speed: 123.238628 samples/sec accuracy=88.998047 loss=0.419070 lr=0.000338 Epoch[088] Batch [0849]/[3760] Speed: 130.879113 samples/sec accuracy=89.020221 loss=0.418512 lr=0.000337 Epoch[088] Batch [0899]/[3760] Speed: 119.985862 samples/sec accuracy=88.987847 loss=0.420063 lr=0.000337 Epoch[088] Batch [0949]/[3760] Speed: 124.312650 samples/sec accuracy=88.947368 loss=0.420586 lr=0.000336 Epoch[088] Batch [0999]/[3760] Speed: 123.397519 samples/sec accuracy=88.898438 loss=0.422220 lr=0.000335 Epoch[088] Batch [1049]/[3760] Speed: 122.850622 samples/sec accuracy=88.900298 loss=0.422739 lr=0.000334 Epoch[088] Batch [1099]/[3760] Speed: 120.426455 samples/sec accuracy=88.897727 loss=0.423151 lr=0.000334 Epoch[088] Batch [1149]/[3760] Speed: 127.229519 samples/sec accuracy=88.868207 loss=0.423466 lr=0.000333 Epoch[088] Batch [1199]/[3760] Speed: 123.385016 samples/sec accuracy=88.878906 loss=0.423523 lr=0.000332 Epoch[088] Batch [1249]/[3760] Speed: 122.424337 samples/sec accuracy=88.845000 loss=0.424509 lr=0.000331 Epoch[088] Batch [1299]/[3760] Speed: 122.336383 samples/sec accuracy=88.877404 loss=0.423245 lr=0.000331 Epoch[088] Batch [1349]/[3760] Speed: 131.945370 samples/sec accuracy=88.880787 loss=0.423102 lr=0.000330 Epoch[088] Batch [1399]/[3760] Speed: 110.856422 samples/sec accuracy=88.893973 loss=0.422621 lr=0.000329 Epoch[088] Batch [1449]/[3760] Speed: 139.884504 samples/sec accuracy=88.887931 loss=0.422495 lr=0.000328 Epoch[088] Batch [1499]/[3760] Speed: 116.847963 samples/sec accuracy=88.882292 loss=0.422781 lr=0.000328 Epoch[088] Batch [1549]/[3760] Speed: 127.934767 samples/sec accuracy=88.882056 loss=0.422311 lr=0.000327 Epoch[088] Batch [1599]/[3760] Speed: 112.620822 samples/sec accuracy=88.894531 loss=0.421942 lr=0.000326 Epoch[088] Batch [1649]/[3760] Speed: 134.603974 samples/sec accuracy=88.920455 loss=0.420890 lr=0.000325 Epoch[088] Batch [1699]/[3760] Speed: 116.536091 samples/sec accuracy=88.943015 loss=0.420255 lr=0.000325 Epoch[088] Batch [1749]/[3760] Speed: 136.530885 samples/sec accuracy=88.935714 loss=0.420872 lr=0.000324 Epoch[088] Batch [1799]/[3760] Speed: 117.153089 samples/sec accuracy=88.945312 loss=0.420543 lr=0.000323 Epoch[088] Batch [1849]/[3760] Speed: 116.245541 samples/sec accuracy=88.933277 loss=0.420859 lr=0.000322 Epoch[088] Batch [1899]/[3760] Speed: 131.479137 samples/sec accuracy=88.918586 loss=0.421445 lr=0.000322 Epoch[088] Batch [1949]/[3760] Speed: 120.700427 samples/sec accuracy=88.921474 loss=0.421061 lr=0.000321 Epoch[088] Batch [1999]/[3760] Speed: 128.143646 samples/sec accuracy=88.913281 loss=0.421380 lr=0.000320 Epoch[088] Batch [2049]/[3760] Speed: 123.756773 samples/sec accuracy=88.918445 loss=0.421389 lr=0.000319 Epoch[088] Batch [2099]/[3760] Speed: 122.214375 samples/sec accuracy=88.930060 loss=0.421432 lr=0.000319 Epoch[088] Batch [2149]/[3760] Speed: 129.010447 samples/sec accuracy=88.928052 loss=0.421125 lr=0.000318 Epoch[088] Batch [2199]/[3760] Speed: 122.551552 samples/sec accuracy=88.926136 loss=0.421550 lr=0.000317 Epoch[088] Batch [2249]/[3760] Speed: 127.025580 samples/sec accuracy=88.927778 loss=0.421816 lr=0.000316 Epoch[088] Batch [2299]/[3760] Speed: 117.788440 samples/sec accuracy=88.932065 loss=0.421820 lr=0.000316 Epoch[088] Batch [2349]/[3760] Speed: 135.190113 samples/sec accuracy=88.943484 loss=0.421689 lr=0.000315 Epoch[088] Batch [2399]/[3760] Speed: 112.539447 samples/sec accuracy=88.972656 loss=0.420753 lr=0.000314 Epoch[088] Batch [2449]/[3760] Speed: 132.364925 samples/sec accuracy=88.971301 loss=0.420684 lr=0.000314 Epoch[088] Batch [2499]/[3760] Speed: 115.024536 samples/sec accuracy=88.951875 loss=0.421244 lr=0.000313 Epoch[088] Batch [2549]/[3760] Speed: 130.017574 samples/sec accuracy=88.960784 loss=0.421236 lr=0.000312 Epoch[088] Batch [2599]/[3760] Speed: 116.483636 samples/sec accuracy=88.962740 loss=0.421411 lr=0.000311 Epoch[088] Batch [2649]/[3760] Speed: 128.416344 samples/sec accuracy=88.951651 loss=0.421852 lr=0.000311 Epoch[088] Batch [2699]/[3760] Speed: 121.118601 samples/sec accuracy=88.961227 loss=0.421451 lr=0.000310 Epoch[088] Batch [2749]/[3760] Speed: 126.427189 samples/sec accuracy=88.952841 loss=0.421296 lr=0.000309 Epoch[088] Batch [2799]/[3760] Speed: 124.088887 samples/sec accuracy=88.946987 loss=0.421645 lr=0.000308 Epoch[088] Batch [2849]/[3760] Speed: 125.847779 samples/sec accuracy=88.948465 loss=0.421780 lr=0.000308 Epoch[088] Batch [2899]/[3760] Speed: 124.035281 samples/sec accuracy=88.960668 loss=0.421268 lr=0.000307 Epoch[088] Batch [2949]/[3760] Speed: 122.748777 samples/sec accuracy=88.949682 loss=0.421576 lr=0.000306 Epoch[088] Batch [2999]/[3760] Speed: 123.383140 samples/sec accuracy=88.953125 loss=0.421559 lr=0.000306 Epoch[088] Batch [3049]/[3760] Speed: 123.600860 samples/sec accuracy=88.940061 loss=0.421978 lr=0.000305 Epoch[088] Batch [3099]/[3760] Speed: 123.569122 samples/sec accuracy=88.940020 loss=0.421769 lr=0.000304 Epoch[088] Batch [3149]/[3760] Speed: 119.366473 samples/sec accuracy=88.954861 loss=0.421491 lr=0.000303 Epoch[088] Batch [3199]/[3760] Speed: 127.122552 samples/sec accuracy=88.941895 loss=0.421815 lr=0.000303 Epoch[088] Batch [3249]/[3760] Speed: 122.518627 samples/sec accuracy=88.950962 loss=0.421754 lr=0.000302 Epoch[088] Batch [3299]/[3760] Speed: 128.818089 samples/sec accuracy=88.942708 loss=0.421848 lr=0.000301 Epoch[088] Batch [3349]/[3760] Speed: 118.635023 samples/sec accuracy=88.933302 loss=0.421956 lr=0.000301 Epoch[088] Batch [3399]/[3760] Speed: 114.239689 samples/sec accuracy=88.931526 loss=0.422082 lr=0.000300 Epoch[088] Batch [3449]/[3760] Speed: 136.376845 samples/sec accuracy=88.923007 loss=0.422210 lr=0.000299 Epoch[088] Batch [3499]/[3760] Speed: 116.553213 samples/sec accuracy=88.925000 loss=0.422135 lr=0.000298 Epoch[088] Batch [3549]/[3760] Speed: 129.155509 samples/sec accuracy=88.936620 loss=0.422015 lr=0.000298 Epoch[088] Batch [3599]/[3760] Speed: 124.001027 samples/sec accuracy=88.951823 loss=0.421528 lr=0.000297 Epoch[088] Batch [3649]/[3760] Speed: 129.529943 samples/sec accuracy=88.952911 loss=0.421454 lr=0.000296 Epoch[088] Batch [3699]/[3760] Speed: 113.516149 samples/sec accuracy=88.946368 loss=0.421585 lr=0.000296 Epoch[088] Batch [3749]/[3760] Speed: 150.968670 samples/sec accuracy=88.945417 loss=0.421521 lr=0.000295 Batch [0049]/[0303]: acc-top1=65.187500 acc-top5=85.218750 Batch [0099]/[0303]: acc-top1=64.953125 acc-top5=85.609375 Batch [0149]/[0303]: acc-top1=65.291667 acc-top5=85.645833 Batch [0199]/[0303]: acc-top1=65.132812 acc-top5=85.507812 Batch [0249]/[0303]: acc-top1=65.243750 acc-top5=85.325000 Batch [0299]/[0303]: acc-top1=65.328125 acc-top5=85.359375 [Epoch 088] training: accuracy=88.939079 loss=0.421577 [Epoch 088] speed: 123 samples/sec time cost: 2138.993674 [Epoch 088] validation: acc-top1=65.341378 acc-top5=85.365099 loss=1.956829 Epoch[089] Batch [0049]/[3760] Speed: 89.360157 samples/sec accuracy=89.375000 loss=0.403013 lr=0.000294 Epoch[089] Batch [0099]/[3760] Speed: 135.447516 samples/sec accuracy=88.843750 loss=0.418079 lr=0.000293 Epoch[089] Batch [0149]/[3760] Speed: 114.242800 samples/sec accuracy=88.927083 loss=0.418078 lr=0.000293 Epoch[089] Batch [0199]/[3760] Speed: 128.445671 samples/sec accuracy=88.890625 loss=0.422070 lr=0.000292 Epoch[089] Batch [0249]/[3760] Speed: 122.768219 samples/sec accuracy=88.893750 loss=0.422349 lr=0.000291 Epoch[089] Batch [0299]/[3760] Speed: 125.819464 samples/sec accuracy=89.088542 loss=0.418046 lr=0.000291 Epoch[089] Batch [0349]/[3760] Speed: 114.945362 samples/sec accuracy=88.959821 loss=0.422285 lr=0.000290 Epoch[089] Batch [0399]/[3760] Speed: 132.652846 samples/sec accuracy=89.144531 loss=0.415942 lr=0.000289 Epoch[089] Batch [0449]/[3760] Speed: 119.866533 samples/sec accuracy=89.142361 loss=0.414182 lr=0.000288 Epoch[089] Batch [0499]/[3760] Speed: 124.611901 samples/sec accuracy=89.156250 loss=0.412311 lr=0.000288 Epoch[089] Batch [0549]/[3760] Speed: 121.510408 samples/sec accuracy=89.133523 loss=0.413516 lr=0.000287 Epoch[089] Batch [0599]/[3760] Speed: 123.522856 samples/sec accuracy=89.130208 loss=0.414646 lr=0.000286 Epoch[089] Batch [0649]/[3760] Speed: 129.432808 samples/sec accuracy=89.088942 loss=0.417743 lr=0.000286 Epoch[089] Batch [0699]/[3760] Speed: 115.602791 samples/sec accuracy=89.080357 loss=0.417801 lr=0.000285 Epoch[089] Batch [0749]/[3760] Speed: 135.525384 samples/sec accuracy=89.068750 loss=0.418957 lr=0.000284 Epoch[089] Batch [0799]/[3760] Speed: 114.585339 samples/sec accuracy=89.035156 loss=0.418549 lr=0.000284 Epoch[089] Batch [0849]/[3760] Speed: 133.308752 samples/sec accuracy=89.031250 loss=0.418597 lr=0.000283 Epoch[089] Batch [0899]/[3760] Speed: 119.196574 samples/sec accuracy=89.053819 loss=0.417925 lr=0.000282 Epoch[089] Batch [0949]/[3760] Speed: 124.124089 samples/sec accuracy=89.093750 loss=0.416999 lr=0.000281 Epoch[089] Batch [0999]/[3760] Speed: 119.886686 samples/sec accuracy=89.060938 loss=0.417873 lr=0.000281 Epoch[089] Batch [1049]/[3760] Speed: 133.186562 samples/sec accuracy=89.133929 loss=0.416405 lr=0.000280 Epoch[089] Batch [1099]/[3760] Speed: 110.036875 samples/sec accuracy=89.150568 loss=0.415975 lr=0.000279 Epoch[089] Batch [1149]/[3760] Speed: 134.492785 samples/sec accuracy=89.144022 loss=0.415844 lr=0.000279 Epoch[089] Batch [1199]/[3760] Speed: 118.928010 samples/sec accuracy=89.121094 loss=0.416180 lr=0.000278 Epoch[089] Batch [1249]/[3760] Speed: 129.361519 samples/sec accuracy=89.110000 loss=0.415877 lr=0.000277 Epoch[089] Batch [1299]/[3760] Speed: 122.720605 samples/sec accuracy=89.100962 loss=0.416068 lr=0.000277 Epoch[089] Batch [1349]/[3760] Speed: 120.323956 samples/sec accuracy=89.125000 loss=0.414976 lr=0.000276 Epoch[089] Batch [1399]/[3760] Speed: 130.185760 samples/sec accuracy=89.109375 loss=0.414964 lr=0.000275 Epoch[089] Batch [1449]/[3760] Speed: 120.753765 samples/sec accuracy=89.100216 loss=0.415204 lr=0.000275 Epoch[089] Batch [1499]/[3760] Speed: 127.188369 samples/sec accuracy=89.066667 loss=0.416290 lr=0.000274 Epoch[089] Batch [1549]/[3760] Speed: 122.908809 samples/sec accuracy=89.044355 loss=0.417081 lr=0.000273 Epoch[089] Batch [1599]/[3760] Speed: 126.982649 samples/sec accuracy=89.033203 loss=0.417436 lr=0.000273 Epoch[089] Batch [1649]/[3760] Speed: 115.305906 samples/sec accuracy=89.010417 loss=0.417675 lr=0.000272 Epoch[089] Batch [1699]/[3760] Speed: 125.595114 samples/sec accuracy=89.018382 loss=0.417141 lr=0.000271 Epoch[089] Batch [1749]/[3760] Speed: 122.644804 samples/sec accuracy=89.036607 loss=0.416554 lr=0.000271 Epoch[089] Batch [1799]/[3760] Speed: 126.125945 samples/sec accuracy=89.043403 loss=0.416618 lr=0.000270 Epoch[089] Batch [1849]/[3760] Speed: 126.950881 samples/sec accuracy=89.043919 loss=0.416545 lr=0.000269 Epoch[089] Batch [1899]/[3760] Speed: 116.247686 samples/sec accuracy=89.057566 loss=0.416111 lr=0.000268 Epoch[089] Batch [1949]/[3760] Speed: 125.739738 samples/sec accuracy=89.052083 loss=0.416277 lr=0.000268 Epoch[089] Batch [1999]/[3760] Speed: 124.814092 samples/sec accuracy=89.052344 loss=0.416066 lr=0.000267 Epoch[089] Batch [2049]/[3760] Speed: 123.895492 samples/sec accuracy=89.053354 loss=0.416472 lr=0.000266 Epoch[089] Batch [2099]/[3760] Speed: 123.210739 samples/sec accuracy=89.053571 loss=0.416313 lr=0.000266 Epoch[089] Batch [2149]/[3760] Speed: 120.613161 samples/sec accuracy=89.045058 loss=0.416454 lr=0.000265 Epoch[089] Batch [2199]/[3760] Speed: 126.708538 samples/sec accuracy=89.044034 loss=0.416192 lr=0.000264 Epoch[089] Batch [2249]/[3760] Speed: 121.728929 samples/sec accuracy=89.061806 loss=0.415725 lr=0.000264 Epoch[089] Batch [2299]/[3760] Speed: 126.621128 samples/sec accuracy=89.059103 loss=0.415445 lr=0.000263 Epoch[089] Batch [2349]/[3760] Speed: 119.426555 samples/sec accuracy=89.071809 loss=0.415411 lr=0.000262 Epoch[089] Batch [2399]/[3760] Speed: 125.595570 samples/sec accuracy=89.072266 loss=0.415260 lr=0.000262 Epoch[089] Batch [2449]/[3760] Speed: 123.412051 samples/sec accuracy=89.071429 loss=0.414932 lr=0.000261 Epoch[089] Batch [2499]/[3760] Speed: 127.394534 samples/sec accuracy=89.042500 loss=0.415562 lr=0.000260 Epoch[089] Batch [2549]/[3760] Speed: 123.336614 samples/sec accuracy=89.045343 loss=0.415503 lr=0.000260 Epoch[089] Batch [2599]/[3760] Speed: 121.006500 samples/sec accuracy=89.057692 loss=0.415202 lr=0.000259 Epoch[089] Batch [2649]/[3760] Speed: 124.091422 samples/sec accuracy=89.055425 loss=0.415482 lr=0.000258 Epoch[089] Batch [2699]/[3760] Speed: 128.497475 samples/sec accuracy=89.074074 loss=0.414919 lr=0.000258 Epoch[089] Batch [2749]/[3760] Speed: 117.386522 samples/sec accuracy=89.069318 loss=0.414955 lr=0.000257 Epoch[089] Batch [2799]/[3760] Speed: 131.233385 samples/sec accuracy=89.072545 loss=0.414815 lr=0.000256 Epoch[089] Batch [2849]/[3760] Speed: 115.180857 samples/sec accuracy=89.060855 loss=0.415160 lr=0.000256 Epoch[089] Batch [2899]/[3760] Speed: 135.999726 samples/sec accuracy=89.064116 loss=0.414985 lr=0.000255 Epoch[089] Batch [2949]/[3760] Speed: 121.289516 samples/sec accuracy=89.050847 loss=0.415493 lr=0.000254 Epoch[089] Batch [2999]/[3760] Speed: 125.055083 samples/sec accuracy=89.042187 loss=0.415899 lr=0.000254 Epoch[089] Batch [3049]/[3760] Speed: 122.110879 samples/sec accuracy=89.040471 loss=0.415693 lr=0.000253 Epoch[089] Batch [3099]/[3760] Speed: 124.932720 samples/sec accuracy=89.046875 loss=0.415591 lr=0.000253 Epoch[089] Batch [3149]/[3760] Speed: 119.315806 samples/sec accuracy=89.052579 loss=0.415498 lr=0.000252 Epoch[089] Batch [3199]/[3760] Speed: 124.244795 samples/sec accuracy=89.044922 loss=0.415899 lr=0.000251 Epoch[089] Batch [3249]/[3760] Speed: 124.793852 samples/sec accuracy=89.024038 loss=0.416436 lr=0.000251 Epoch[089] Batch [3299]/[3760] Speed: 122.012303 samples/sec accuracy=89.029830 loss=0.416511 lr=0.000250 Epoch[089] Batch [3349]/[3760] Speed: 129.519369 samples/sec accuracy=89.034049 loss=0.416363 lr=0.000249 Epoch[089] Batch [3399]/[3760] Speed: 118.011296 samples/sec accuracy=89.033548 loss=0.416128 lr=0.000249 Epoch[089] Batch [3449]/[3760] Speed: 132.961585 samples/sec accuracy=89.043025 loss=0.415998 lr=0.000248 Epoch[089] Batch [3499]/[3760] Speed: 118.138185 samples/sec accuracy=89.038393 loss=0.415849 lr=0.000247 Epoch[089] Batch [3549]/[3760] Speed: 124.278149 samples/sec accuracy=89.046215 loss=0.415690 lr=0.000247 Epoch[089] Batch [3599]/[3760] Speed: 122.980403 samples/sec accuracy=89.044705 loss=0.415785 lr=0.000246 Epoch[089] Batch [3649]/[3760] Speed: 130.923567 samples/sec accuracy=89.055651 loss=0.415361 lr=0.000245 Epoch[089] Batch [3699]/[3760] Speed: 120.669943 samples/sec accuracy=89.054476 loss=0.415579 lr=0.000245 Epoch[089] Batch [3749]/[3760] Speed: 141.699537 samples/sec accuracy=89.045833 loss=0.415951 lr=0.000244 Batch [0049]/[0303]: acc-top1=65.531250 acc-top5=85.281250 Batch [0099]/[0303]: acc-top1=65.046875 acc-top5=85.515625 Batch [0149]/[0303]: acc-top1=65.333333 acc-top5=85.562500 Batch [0199]/[0303]: acc-top1=65.132812 acc-top5=85.460938 Batch [0249]/[0303]: acc-top1=65.118750 acc-top5=85.293750 Batch [0299]/[0303]: acc-top1=65.322917 acc-top5=85.359375 [Epoch 089] training: accuracy=89.048371 loss=0.415831 [Epoch 089] speed: 123 samples/sec time cost: 2140.688967 [Epoch 089] validation: acc-top1=65.325908 acc-top5=85.354785 loss=1.972029 Epoch[090] Batch [0049]/[3759] Speed: 90.298390 samples/sec accuracy=90.125000 loss=0.375196 lr=0.000243 Epoch[090] Batch [0099]/[3759] Speed: 124.549908 samples/sec accuracy=89.531250 loss=0.402445 lr=0.000243 Epoch[090] Batch [0149]/[3759] Speed: 125.138448 samples/sec accuracy=89.302083 loss=0.404472 lr=0.000242 Epoch[090] Batch [0199]/[3759] Speed: 127.876087 samples/sec accuracy=89.359375 loss=0.408383 lr=0.000241 Epoch[090] Batch [0249]/[3759] Speed: 117.608003 samples/sec accuracy=89.337500 loss=0.404750 lr=0.000241 Epoch[090] Batch [0299]/[3759] Speed: 128.374363 samples/sec accuracy=89.369792 loss=0.404857 lr=0.000240 Epoch[090] Batch [0349]/[3759] Speed: 119.826819 samples/sec accuracy=89.276786 loss=0.409379 lr=0.000239 Epoch[090] Batch [0399]/[3759] Speed: 127.560921 samples/sec accuracy=89.367188 loss=0.406785 lr=0.000239 Epoch[090] Batch [0449]/[3759] Speed: 119.322187 samples/sec accuracy=89.322917 loss=0.408369 lr=0.000238 Epoch[090] Batch [0499]/[3759] Speed: 125.616132 samples/sec accuracy=89.296875 loss=0.408033 lr=0.000238 Epoch[090] Batch [0549]/[3759] Speed: 123.752509 samples/sec accuracy=89.332386 loss=0.407630 lr=0.000237 Epoch[090] Batch [0599]/[3759] Speed: 125.702389 samples/sec accuracy=89.354167 loss=0.407606 lr=0.000236 Epoch[090] Batch [0649]/[3759] Speed: 119.318102 samples/sec accuracy=89.365385 loss=0.405482 lr=0.000236 Epoch[090] Batch [0699]/[3759] Speed: 129.999581 samples/sec accuracy=89.372768 loss=0.405462 lr=0.000235 Epoch[090] Batch [0749]/[3759] Speed: 119.376066 samples/sec accuracy=89.370833 loss=0.405025 lr=0.000234 Epoch[090] Batch [0799]/[3759] Speed: 117.138158 samples/sec accuracy=89.337891 loss=0.406089 lr=0.000234 Epoch[090] Batch [0849]/[3759] Speed: 130.037485 samples/sec accuracy=89.382353 loss=0.405263 lr=0.000233 Epoch[090] Batch [0899]/[3759] Speed: 122.376240 samples/sec accuracy=89.425347 loss=0.404842 lr=0.000232 Epoch[090] Batch [0949]/[3759] Speed: 122.398712 samples/sec accuracy=89.412829 loss=0.405176 lr=0.000232 Epoch[090] Batch [0999]/[3759] Speed: 129.414340 samples/sec accuracy=89.400000 loss=0.404768 lr=0.000231 Epoch[090] Batch [1049]/[3759] Speed: 116.029959 samples/sec accuracy=89.389881 loss=0.404254 lr=0.000231 Epoch[090] Batch [1099]/[3759] Speed: 136.655664 samples/sec accuracy=89.417614 loss=0.403134 lr=0.000230 Epoch[090] Batch [1149]/[3759] Speed: 113.707250 samples/sec accuracy=89.392663 loss=0.403724 lr=0.000229 Epoch[090] Batch [1199]/[3759] Speed: 129.320816 samples/sec accuracy=89.406250 loss=0.403816 lr=0.000229 Epoch[090] Batch [1249]/[3759] Speed: 117.951786 samples/sec accuracy=89.407500 loss=0.404022 lr=0.000228 Epoch[090] Batch [1299]/[3759] Speed: 131.092077 samples/sec accuracy=89.399038 loss=0.404438 lr=0.000227 Epoch[090] Batch [1349]/[3759] Speed: 116.802432 samples/sec accuracy=89.429398 loss=0.402797 lr=0.000227 Epoch[090] Batch [1399]/[3759] Speed: 132.614587 samples/sec accuracy=89.401786 loss=0.403266 lr=0.000226 Epoch[090] Batch [1449]/[3759] Speed: 114.464924 samples/sec accuracy=89.399784 loss=0.403325 lr=0.000226 Epoch[090] Batch [1499]/[3759] Speed: 132.055724 samples/sec accuracy=89.363542 loss=0.404300 lr=0.000225 Epoch[090] Batch [1549]/[3759] Speed: 118.358730 samples/sec accuracy=89.354839 loss=0.404310 lr=0.000224 Epoch[090] Batch [1599]/[3759] Speed: 118.893750 samples/sec accuracy=89.365234 loss=0.404463 lr=0.000224 Epoch[090] Batch [1649]/[3759] Speed: 126.431671 samples/sec accuracy=89.361742 loss=0.404277 lr=0.000223 Epoch[090] Batch [1699]/[3759] Speed: 131.030800 samples/sec accuracy=89.352941 loss=0.404825 lr=0.000223 Epoch[090] Batch [1749]/[3759] Speed: 115.477212 samples/sec accuracy=89.358929 loss=0.404901 lr=0.000222 Epoch[090] Batch [1799]/[3759] Speed: 132.527284 samples/sec accuracy=89.335069 loss=0.405703 lr=0.000221 Epoch[090] Batch [1849]/[3759] Speed: 120.182205 samples/sec accuracy=89.329392 loss=0.405916 lr=0.000221 Epoch[090] Batch [1899]/[3759] Speed: 127.879765 samples/sec accuracy=89.349507 loss=0.405426 lr=0.000220 Epoch[090] Batch [1949]/[3759] Speed: 120.273486 samples/sec accuracy=89.340545 loss=0.405885 lr=0.000219 Epoch[090] Batch [1999]/[3759] Speed: 122.369130 samples/sec accuracy=89.341406 loss=0.405733 lr=0.000219 Epoch[090] Batch [2049]/[3759] Speed: 124.800099 samples/sec accuracy=89.305640 loss=0.406815 lr=0.000218 Epoch[090] Batch [2099]/[3759] Speed: 122.351598 samples/sec accuracy=89.299851 loss=0.406910 lr=0.000218 Epoch[090] Batch [2149]/[3759] Speed: 130.144488 samples/sec accuracy=89.304506 loss=0.406641 lr=0.000217 Epoch[090] Batch [2199]/[3759] Speed: 122.948421 samples/sec accuracy=89.312500 loss=0.406363 lr=0.000216 Epoch[090] Batch [2249]/[3759] Speed: 125.517369 samples/sec accuracy=89.296528 loss=0.406929 lr=0.000216 Epoch[090] Batch [2299]/[3759] Speed: 120.151722 samples/sec accuracy=89.297554 loss=0.406809 lr=0.000215 Epoch[090] Batch [2349]/[3759] Speed: 126.295891 samples/sec accuracy=89.304521 loss=0.406754 lr=0.000215 Epoch[090] Batch [2399]/[3759] Speed: 117.846556 samples/sec accuracy=89.285807 loss=0.407257 lr=0.000214 Epoch[090] Batch [2449]/[3759] Speed: 121.809600 samples/sec accuracy=89.307398 loss=0.406963 lr=0.000213 Epoch[090] Batch [2499]/[3759] Speed: 126.742102 samples/sec accuracy=89.303750 loss=0.407356 lr=0.000213 Epoch[090] Batch [2549]/[3759] Speed: 121.703587 samples/sec accuracy=89.300245 loss=0.407368 lr=0.000212 Epoch[090] Batch [2599]/[3759] Speed: 133.425997 samples/sec accuracy=89.300481 loss=0.407557 lr=0.000212 Epoch[090] Batch [2649]/[3759] Speed: 115.586710 samples/sec accuracy=89.292453 loss=0.407911 lr=0.000211 Epoch[090] Batch [2699]/[3759] Speed: 134.439350 samples/sec accuracy=89.288194 loss=0.408287 lr=0.000210 Epoch[090] Batch [2749]/[3759] Speed: 110.624012 samples/sec accuracy=89.289773 loss=0.407998 lr=0.000210 Epoch[090] Batch [2799]/[3759] Speed: 138.223267 samples/sec accuracy=89.277902 loss=0.408402 lr=0.000209 Epoch[090] Batch [2849]/[3759] Speed: 112.246069 samples/sec accuracy=89.286184 loss=0.407868 lr=0.000209 Epoch[090] Batch [2899]/[3759] Speed: 126.975015 samples/sec accuracy=89.291487 loss=0.408028 lr=0.000208 Epoch[090] Batch [2949]/[3759] Speed: 119.834348 samples/sec accuracy=89.289195 loss=0.407839 lr=0.000207 Epoch[090] Batch [2999]/[3759] Speed: 132.113347 samples/sec accuracy=89.291146 loss=0.408088 lr=0.000207 Epoch[090] Batch [3049]/[3759] Speed: 116.948342 samples/sec accuracy=89.284836 loss=0.407990 lr=0.000206 Epoch[090] Batch [3099]/[3759] Speed: 127.017244 samples/sec accuracy=89.276714 loss=0.407992 lr=0.000206 Epoch[090] Batch [3149]/[3759] Speed: 118.322943 samples/sec accuracy=89.287202 loss=0.407723 lr=0.000205 Epoch[090] Batch [3199]/[3759] Speed: 134.233535 samples/sec accuracy=89.287598 loss=0.408020 lr=0.000204 Epoch[090] Batch [3249]/[3759] Speed: 115.717085 samples/sec accuracy=89.284615 loss=0.408046 lr=0.000204 Epoch[090] Batch [3299]/[3759] Speed: 135.718834 samples/sec accuracy=89.274621 loss=0.408363 lr=0.000203 Epoch[090] Batch [3349]/[3759] Speed: 115.152879 samples/sec accuracy=89.278918 loss=0.408303 lr=0.000203 Epoch[090] Batch [3399]/[3759] Speed: 125.932557 samples/sec accuracy=89.283088 loss=0.408221 lr=0.000202 Epoch[090] Batch [3449]/[3759] Speed: 123.485493 samples/sec accuracy=89.279438 loss=0.408197 lr=0.000201 Epoch[090] Batch [3499]/[3759] Speed: 127.454130 samples/sec accuracy=89.280804 loss=0.408166 lr=0.000201 Epoch[090] Batch [3549]/[3759] Speed: 120.864801 samples/sec accuracy=89.289173 loss=0.407986 lr=0.000200 Epoch[090] Batch [3599]/[3759] Speed: 128.107955 samples/sec accuracy=89.285590 loss=0.408187 lr=0.000200 Epoch[090] Batch [3649]/[3759] Speed: 119.105927 samples/sec accuracy=89.281250 loss=0.408450 lr=0.000199 Epoch[090] Batch [3699]/[3759] Speed: 125.725278 samples/sec accuracy=89.282939 loss=0.408292 lr=0.000199 Epoch[090] Batch [3749]/[3759] Speed: 140.812667 samples/sec accuracy=89.283750 loss=0.408112 lr=0.000198 Batch [0049]/[0303]: acc-top1=65.031250 acc-top5=85.312500 Batch [0099]/[0303]: acc-top1=65.078125 acc-top5=85.812500 Batch [0149]/[0303]: acc-top1=65.250000 acc-top5=85.739583 Batch [0199]/[0303]: acc-top1=65.179688 acc-top5=85.515625 Batch [0249]/[0303]: acc-top1=65.118750 acc-top5=85.275000 Batch [0299]/[0303]: acc-top1=65.223958 acc-top5=85.291667 [Epoch 090] training: accuracy=89.285299 loss=0.408034 [Epoch 090] speed: 123 samples/sec time cost: 2141.747281 [Epoch 090] validation: acc-top1=65.243399 acc-top5=85.287748 loss=1.977336 Epoch[091] Batch [0049]/[3760] Speed: 91.358259 samples/sec accuracy=89.843750 loss=0.383810 lr=0.000197 Epoch[091] Batch [0099]/[3760] Speed: 136.839477 samples/sec accuracy=89.531250 loss=0.403123 lr=0.000197 Epoch[091] Batch [0149]/[3760] Speed: 113.527813 samples/sec accuracy=89.385417 loss=0.406278 lr=0.000196 Epoch[091] Batch [0199]/[3760] Speed: 123.707356 samples/sec accuracy=89.367188 loss=0.404724 lr=0.000196 Epoch[091] Batch [0249]/[3760] Speed: 120.496253 samples/sec accuracy=89.412500 loss=0.404907 lr=0.000195 Epoch[091] Batch [0299]/[3760] Speed: 129.158484 samples/sec accuracy=89.453125 loss=0.400949 lr=0.000194 Epoch[091] Batch [0349]/[3760] Speed: 118.221258 samples/sec accuracy=89.531250 loss=0.398702 lr=0.000194 Epoch[091] Batch [0399]/[3760] Speed: 129.583097 samples/sec accuracy=89.546875 loss=0.398756 lr=0.000193 Epoch[091] Batch [0449]/[3760] Speed: 117.926342 samples/sec accuracy=89.555556 loss=0.397066 lr=0.000193 Epoch[091] Batch [0499]/[3760] Speed: 126.700434 samples/sec accuracy=89.425000 loss=0.400620 lr=0.000192 Epoch[091] Batch [0549]/[3760] Speed: 125.717353 samples/sec accuracy=89.474432 loss=0.397493 lr=0.000191 Epoch[091] Batch [0599]/[3760] Speed: 118.777678 samples/sec accuracy=89.473958 loss=0.397693 lr=0.000191 Epoch[091] Batch [0649]/[3760] Speed: 131.767397 samples/sec accuracy=89.483173 loss=0.398071 lr=0.000190 Epoch[091] Batch [0699]/[3760] Speed: 114.914098 samples/sec accuracy=89.504464 loss=0.398734 lr=0.000190 Epoch[091] Batch [0749]/[3760] Speed: 136.469399 samples/sec accuracy=89.481250 loss=0.400455 lr=0.000189 Epoch[091] Batch [0799]/[3760] Speed: 118.563922 samples/sec accuracy=89.431641 loss=0.401622 lr=0.000189 Epoch[091] Batch [0849]/[3760] Speed: 125.175062 samples/sec accuracy=89.444853 loss=0.400175 lr=0.000188 Epoch[091] Batch [0899]/[3760] Speed: 119.840982 samples/sec accuracy=89.401042 loss=0.401451 lr=0.000187 Epoch[091] Batch [0949]/[3760] Speed: 120.229446 samples/sec accuracy=89.375000 loss=0.402132 lr=0.000187 Epoch[091] Batch [0999]/[3760] Speed: 119.037422 samples/sec accuracy=89.371875 loss=0.402203 lr=0.000186 Epoch[091] Batch [1049]/[3760] Speed: 134.907722 samples/sec accuracy=89.377976 loss=0.402095 lr=0.000186 Epoch[091] Batch [1099]/[3760] Speed: 116.117563 samples/sec accuracy=89.441761 loss=0.400685 lr=0.000185 Epoch[091] Batch [1149]/[3760] Speed: 129.384846 samples/sec accuracy=89.421196 loss=0.401924 lr=0.000185 Epoch[091] Batch [1199]/[3760] Speed: 119.395978 samples/sec accuracy=89.410156 loss=0.402394 lr=0.000184 Epoch[091] Batch [1249]/[3760] Speed: 128.447793 samples/sec accuracy=89.391250 loss=0.402135 lr=0.000184 Epoch[091] Batch [1299]/[3760] Speed: 120.626810 samples/sec accuracy=89.414663 loss=0.401599 lr=0.000183 Epoch[091] Batch [1349]/[3760] Speed: 122.003371 samples/sec accuracy=89.454861 loss=0.400507 lr=0.000182 Epoch[091] Batch [1399]/[3760] Speed: 118.649428 samples/sec accuracy=89.466518 loss=0.400050 lr=0.000182 Epoch[091] Batch [1449]/[3760] Speed: 128.200143 samples/sec accuracy=89.466595 loss=0.400001 lr=0.000181 Epoch[091] Batch [1499]/[3760] Speed: 121.164517 samples/sec accuracy=89.451042 loss=0.400648 lr=0.000181 Epoch[091] Batch [1549]/[3760] Speed: 123.645490 samples/sec accuracy=89.425403 loss=0.401614 lr=0.000180 Epoch[091] Batch [1599]/[3760] Speed: 124.183657 samples/sec accuracy=89.415039 loss=0.401996 lr=0.000180 Epoch[091] Batch [1649]/[3760] Speed: 121.943879 samples/sec accuracy=89.419508 loss=0.401978 lr=0.000179 Epoch[091] Batch [1699]/[3760] Speed: 126.183326 samples/sec accuracy=89.420037 loss=0.402352 lr=0.000179 Epoch[091] Batch [1749]/[3760] Speed: 115.256450 samples/sec accuracy=89.428571 loss=0.402021 lr=0.000178 Epoch[091] Batch [1799]/[3760] Speed: 132.022473 samples/sec accuracy=89.421875 loss=0.402310 lr=0.000177 Epoch[091] Batch [1849]/[3760] Speed: 118.479575 samples/sec accuracy=89.430743 loss=0.402441 lr=0.000177 Epoch[091] Batch [1899]/[3760] Speed: 129.100412 samples/sec accuracy=89.429276 loss=0.402603 lr=0.000176 Epoch[091] Batch [1949]/[3760] Speed: 117.633884 samples/sec accuracy=89.447917 loss=0.402429 lr=0.000176 Epoch[091] Batch [1999]/[3760] Speed: 126.981353 samples/sec accuracy=89.436719 loss=0.403041 lr=0.000175 Epoch[091] Batch [2049]/[3760] Speed: 122.400603 samples/sec accuracy=89.432165 loss=0.403411 lr=0.000175 Epoch[091] Batch [2099]/[3760] Speed: 124.917042 samples/sec accuracy=89.435268 loss=0.403465 lr=0.000174 Epoch[091] Batch [2149]/[3760] Speed: 118.580057 samples/sec accuracy=89.405523 loss=0.404335 lr=0.000174 Epoch[091] Batch [2199]/[3760] Speed: 131.498211 samples/sec accuracy=89.412642 loss=0.404147 lr=0.000173 Epoch[091] Batch [2249]/[3760] Speed: 114.133927 samples/sec accuracy=89.431944 loss=0.403566 lr=0.000172 Epoch[091] Batch [2299]/[3760] Speed: 132.759980 samples/sec accuracy=89.443614 loss=0.403398 lr=0.000172 Epoch[091] Batch [2349]/[3760] Speed: 119.032426 samples/sec accuracy=89.447473 loss=0.403431 lr=0.000171 Epoch[091] Batch [2399]/[3760] Speed: 124.192927 samples/sec accuracy=89.451172 loss=0.403144 lr=0.000171 Epoch[091] Batch [2449]/[3760] Speed: 126.869718 samples/sec accuracy=89.475128 loss=0.402375 lr=0.000170 Epoch[091] Batch [2499]/[3760] Speed: 117.552009 samples/sec accuracy=89.476250 loss=0.402286 lr=0.000170 Epoch[091] Batch [2549]/[3760] Speed: 136.797916 samples/sec accuracy=89.474877 loss=0.402369 lr=0.000169 Epoch[091] Batch [2599]/[3760] Speed: 117.782387 samples/sec accuracy=89.472356 loss=0.402346 lr=0.000169 Epoch[091] Batch [2649]/[3760] Speed: 127.588314 samples/sec accuracy=89.484670 loss=0.401747 lr=0.000168 Epoch[091] Batch [2699]/[3760] Speed: 120.480961 samples/sec accuracy=89.478009 loss=0.401746 lr=0.000168 Epoch[091] Batch [2749]/[3760] Speed: 133.320149 samples/sec accuracy=89.474432 loss=0.401992 lr=0.000167 Epoch[091] Batch [2799]/[3760] Speed: 110.964449 samples/sec accuracy=89.468192 loss=0.402135 lr=0.000167 Epoch[091] Batch [2849]/[3760] Speed: 135.952047 samples/sec accuracy=89.456689 loss=0.402204 lr=0.000166 Epoch[091] Batch [2899]/[3760] Speed: 112.317915 samples/sec accuracy=89.466056 loss=0.401906 lr=0.000165 Epoch[091] Batch [2949]/[3760] Speed: 136.888071 samples/sec accuracy=89.474576 loss=0.401796 lr=0.000165 Epoch[091] Batch [2999]/[3760] Speed: 109.727140 samples/sec accuracy=89.476042 loss=0.401865 lr=0.000164 Epoch[091] Batch [3049]/[3760] Speed: 136.243586 samples/sec accuracy=89.470799 loss=0.402028 lr=0.000164 Epoch[091] Batch [3099]/[3760] Speed: 110.856849 samples/sec accuracy=89.475302 loss=0.402106 lr=0.000163 Epoch[091] Batch [3149]/[3760] Speed: 139.998224 samples/sec accuracy=89.464782 loss=0.402429 lr=0.000163 Epoch[091] Batch [3199]/[3760] Speed: 111.693053 samples/sec accuracy=89.456055 loss=0.402858 lr=0.000162 Epoch[091] Batch [3249]/[3760] Speed: 132.167175 samples/sec accuracy=89.470673 loss=0.402431 lr=0.000162 Epoch[091] Batch [3299]/[3760] Speed: 119.168468 samples/sec accuracy=89.472064 loss=0.402094 lr=0.000161 Epoch[091] Batch [3349]/[3760] Speed: 125.610303 samples/sec accuracy=89.479478 loss=0.402058 lr=0.000161 Epoch[091] Batch [3399]/[3760] Speed: 124.240708 samples/sec accuracy=89.494945 loss=0.401767 lr=0.000160 Epoch[091] Batch [3449]/[3760] Speed: 127.384945 samples/sec accuracy=89.479620 loss=0.401894 lr=0.000160 Epoch[091] Batch [3499]/[3760] Speed: 120.795140 samples/sec accuracy=89.466071 loss=0.402400 lr=0.000159 Epoch[091] Batch [3549]/[3760] Speed: 126.659669 samples/sec accuracy=89.460827 loss=0.402577 lr=0.000159 Epoch[091] Batch [3599]/[3760] Speed: 121.997520 samples/sec accuracy=89.457031 loss=0.402528 lr=0.000158 Epoch[091] Batch [3649]/[3760] Speed: 120.654228 samples/sec accuracy=89.467038 loss=0.402227 lr=0.000158 Epoch[091] Batch [3699]/[3760] Speed: 129.179939 samples/sec accuracy=89.462416 loss=0.402297 lr=0.000157 Epoch[091] Batch [3749]/[3760] Speed: 138.748481 samples/sec accuracy=89.465417 loss=0.402232 lr=0.000157 Batch [0049]/[0303]: acc-top1=65.250000 acc-top5=85.437500 Batch [0099]/[0303]: acc-top1=65.187500 acc-top5=85.828125 Batch [0149]/[0303]: acc-top1=65.489583 acc-top5=85.822917 Batch [0199]/[0303]: acc-top1=65.242188 acc-top5=85.710938 Batch [0249]/[0303]: acc-top1=65.300000 acc-top5=85.475000 Batch [0299]/[0303]: acc-top1=65.484375 acc-top5=85.432292 [Epoch 091] training: accuracy=89.461436 loss=0.402339 [Epoch 091] speed: 123 samples/sec time cost: 2144.086577 [Epoch 091] validation: acc-top1=65.475454 acc-top5=85.421823 loss=1.962302 Epoch[092] Batch [0049]/[3760] Speed: 91.029882 samples/sec accuracy=89.656250 loss=0.397711 lr=0.000156 Epoch[092] Batch [0099]/[3760] Speed: 117.260756 samples/sec accuracy=89.812500 loss=0.394143 lr=0.000155 Epoch[092] Batch [0149]/[3760] Speed: 127.731918 samples/sec accuracy=89.708333 loss=0.400591 lr=0.000155 Epoch[092] Batch [0199]/[3760] Speed: 125.018472 samples/sec accuracy=89.695312 loss=0.398791 lr=0.000154 Epoch[092] Batch [0249]/[3760] Speed: 120.419478 samples/sec accuracy=89.700000 loss=0.397602 lr=0.000154 Epoch[092] Batch [0299]/[3760] Speed: 126.252026 samples/sec accuracy=89.552083 loss=0.401019 lr=0.000153 Epoch[092] Batch [0349]/[3760] Speed: 117.036260 samples/sec accuracy=89.549107 loss=0.402328 lr=0.000153 Epoch[092] Batch [0399]/[3760] Speed: 124.386504 samples/sec accuracy=89.703125 loss=0.396362 lr=0.000152 Epoch[092] Batch [0449]/[3760] Speed: 128.594318 samples/sec accuracy=89.604167 loss=0.397534 lr=0.000152 Epoch[092] Batch [0499]/[3760] Speed: 118.615092 samples/sec accuracy=89.643750 loss=0.396117 lr=0.000151 Epoch[092] Batch [0549]/[3760] Speed: 128.503066 samples/sec accuracy=89.590909 loss=0.399576 lr=0.000151 Epoch[092] Batch [0599]/[3760] Speed: 121.262499 samples/sec accuracy=89.598958 loss=0.398479 lr=0.000150 Epoch[092] Batch [0649]/[3760] Speed: 128.924841 samples/sec accuracy=89.586538 loss=0.398403 lr=0.000150 Epoch[092] Batch [0699]/[3760] Speed: 119.199309 samples/sec accuracy=89.593750 loss=0.398718 lr=0.000149 Epoch[092] Batch [0749]/[3760] Speed: 127.860524 samples/sec accuracy=89.625000 loss=0.397872 lr=0.000149 Epoch[092] Batch [0799]/[3760] Speed: 114.457167 samples/sec accuracy=89.626953 loss=0.397288 lr=0.000148 Epoch[092] Batch [0849]/[3760] Speed: 129.782946 samples/sec accuracy=89.667279 loss=0.395858 lr=0.000148 Epoch[092] Batch [0899]/[3760] Speed: 116.968114 samples/sec accuracy=89.645833 loss=0.397439 lr=0.000147 Epoch[092] Batch [0949]/[3760] Speed: 128.184220 samples/sec accuracy=89.641447 loss=0.397190 lr=0.000147 Epoch[092] Batch [0999]/[3760] Speed: 124.943645 samples/sec accuracy=89.618750 loss=0.397386 lr=0.000146 Epoch[092] Batch [1049]/[3760] Speed: 124.998565 samples/sec accuracy=89.639881 loss=0.396827 lr=0.000146 Epoch[092] Batch [1099]/[3760] Speed: 122.826516 samples/sec accuracy=89.619318 loss=0.397876 lr=0.000145 Epoch[092] Batch [1149]/[3760] Speed: 120.315512 samples/sec accuracy=89.597826 loss=0.399279 lr=0.000145 Epoch[092] Batch [1199]/[3760] Speed: 124.104082 samples/sec accuracy=89.595052 loss=0.398791 lr=0.000144 Epoch[092] Batch [1249]/[3760] Speed: 123.941839 samples/sec accuracy=89.558750 loss=0.399894 lr=0.000144 Epoch[092] Batch [1299]/[3760] Speed: 125.882942 samples/sec accuracy=89.548077 loss=0.399952 lr=0.000143 Epoch[092] Batch [1349]/[3760] Speed: 119.274297 samples/sec accuracy=89.553241 loss=0.399857 lr=0.000143 Epoch[092] Batch [1399]/[3760] Speed: 125.712311 samples/sec accuracy=89.570312 loss=0.399164 lr=0.000142 Epoch[092] Batch [1449]/[3760] Speed: 125.333062 samples/sec accuracy=89.580819 loss=0.399466 lr=0.000142 Epoch[092] Batch [1499]/[3760] Speed: 123.654930 samples/sec accuracy=89.608333 loss=0.398492 lr=0.000141 Epoch[092] Batch [1549]/[3760] Speed: 122.152904 samples/sec accuracy=89.575605 loss=0.399545 lr=0.000141 Epoch[092] Batch [1599]/[3760] Speed: 120.350895 samples/sec accuracy=89.584961 loss=0.398997 lr=0.000140 Epoch[092] Batch [1649]/[3760] Speed: 120.929097 samples/sec accuracy=89.576705 loss=0.399264 lr=0.000140 Epoch[092] Batch [1699]/[3760] Speed: 130.279005 samples/sec accuracy=89.554228 loss=0.400143 lr=0.000139 Epoch[092] Batch [1749]/[3760] Speed: 116.750686 samples/sec accuracy=89.565179 loss=0.399653 lr=0.000139 Epoch[092] Batch [1799]/[3760] Speed: 125.562081 samples/sec accuracy=89.561632 loss=0.399359 lr=0.000138 Epoch[092] Batch [1849]/[3760] Speed: 122.727229 samples/sec accuracy=89.540541 loss=0.399610 lr=0.000138 Epoch[092] Batch [1899]/[3760] Speed: 120.042769 samples/sec accuracy=89.527961 loss=0.399593 lr=0.000137 Epoch[092] Batch [1949]/[3760] Speed: 136.805238 samples/sec accuracy=89.541667 loss=0.399193 lr=0.000137 Epoch[092] Batch [1999]/[3760] Speed: 115.072329 samples/sec accuracy=89.533594 loss=0.399514 lr=0.000136 Epoch[092] Batch [2049]/[3760] Speed: 134.165159 samples/sec accuracy=89.531250 loss=0.399976 lr=0.000136 Epoch[092] Batch [2099]/[3760] Speed: 113.391777 samples/sec accuracy=89.520089 loss=0.400208 lr=0.000135 Epoch[092] Batch [2149]/[3760] Speed: 133.933482 samples/sec accuracy=89.516715 loss=0.400441 lr=0.000135 Epoch[092] Batch [2199]/[3760] Speed: 108.390235 samples/sec accuracy=89.492898 loss=0.401109 lr=0.000134 Epoch[092] Batch [2249]/[3760] Speed: 143.823292 samples/sec accuracy=89.487500 loss=0.401234 lr=0.000134 Epoch[092] Batch [2299]/[3760] Speed: 116.392199 samples/sec accuracy=89.495924 loss=0.400943 lr=0.000133 Epoch[092] Batch [2349]/[3760] Speed: 125.214154 samples/sec accuracy=89.516622 loss=0.400501 lr=0.000133 Epoch[092] Batch [2399]/[3760] Speed: 124.552432 samples/sec accuracy=89.507161 loss=0.400823 lr=0.000133 Epoch[092] Batch [2449]/[3760] Speed: 117.281378 samples/sec accuracy=89.501913 loss=0.401030 lr=0.000132 Epoch[092] Batch [2499]/[3760] Speed: 131.286681 samples/sec accuracy=89.488125 loss=0.401242 lr=0.000132 Epoch[092] Batch [2549]/[3760] Speed: 123.472173 samples/sec accuracy=89.501225 loss=0.400875 lr=0.000131 Epoch[092] Batch [2599]/[3760] Speed: 121.105439 samples/sec accuracy=89.498197 loss=0.401038 lr=0.000131 Epoch[092] Batch [2649]/[3760] Speed: 123.176158 samples/sec accuracy=89.517689 loss=0.400619 lr=0.000130 Epoch[092] Batch [2699]/[3760] Speed: 123.306300 samples/sec accuracy=89.509259 loss=0.400884 lr=0.000130 Epoch[092] Batch [2749]/[3760] Speed: 123.039192 samples/sec accuracy=89.491477 loss=0.401144 lr=0.000129 Epoch[092] Batch [2799]/[3760] Speed: 122.452517 samples/sec accuracy=89.460379 loss=0.401543 lr=0.000129 Epoch[092] Batch [2849]/[3760] Speed: 123.431900 samples/sec accuracy=89.453947 loss=0.401430 lr=0.000128 Epoch[092] Batch [2899]/[3760] Speed: 121.143702 samples/sec accuracy=89.449892 loss=0.401170 lr=0.000128 Epoch[092] Batch [2949]/[3760] Speed: 124.104835 samples/sec accuracy=89.443856 loss=0.401287 lr=0.000127 Epoch[092] Batch [2999]/[3760] Speed: 128.642719 samples/sec accuracy=89.453646 loss=0.401020 lr=0.000127 Epoch[092] Batch [3049]/[3760] Speed: 124.370767 samples/sec accuracy=89.462090 loss=0.400705 lr=0.000126 Epoch[092] Batch [3099]/[3760] Speed: 121.137468 samples/sec accuracy=89.456653 loss=0.400797 lr=0.000126 Epoch[092] Batch [3149]/[3760] Speed: 122.551421 samples/sec accuracy=89.468750 loss=0.400474 lr=0.000125 Epoch[092] Batch [3199]/[3760] Speed: 123.008280 samples/sec accuracy=89.469238 loss=0.400431 lr=0.000125 Epoch[092] Batch [3249]/[3760] Speed: 123.133560 samples/sec accuracy=89.479327 loss=0.400392 lr=0.000125 Epoch[092] Batch [3299]/[3760] Speed: 123.332417 samples/sec accuracy=89.476326 loss=0.400322 lr=0.000124 Epoch[092] Batch [3349]/[3760] Speed: 125.194705 samples/sec accuracy=89.463619 loss=0.400525 lr=0.000124 Epoch[092] Batch [3399]/[3760] Speed: 118.856916 samples/sec accuracy=89.465533 loss=0.400473 lr=0.000123 Epoch[092] Batch [3449]/[3760] Speed: 126.130480 samples/sec accuracy=89.455616 loss=0.400624 lr=0.000123 Epoch[092] Batch [3499]/[3760] Speed: 126.465168 samples/sec accuracy=89.455357 loss=0.400684 lr=0.000122 Epoch[092] Batch [3549]/[3760] Speed: 130.014508 samples/sec accuracy=89.457746 loss=0.400695 lr=0.000122 Epoch[092] Batch [3599]/[3760] Speed: 120.417346 samples/sec accuracy=89.454427 loss=0.400695 lr=0.000121 Epoch[092] Batch [3649]/[3760] Speed: 125.151279 samples/sec accuracy=89.460188 loss=0.400416 lr=0.000121 Epoch[092] Batch [3699]/[3760] Speed: 114.510548 samples/sec accuracy=89.465372 loss=0.400216 lr=0.000120 Epoch[092] Batch [3749]/[3760] Speed: 149.221332 samples/sec accuracy=89.467917 loss=0.399981 lr=0.000120 Batch [0049]/[0303]: acc-top1=65.281250 acc-top5=85.375000 Batch [0099]/[0303]: acc-top1=65.125000 acc-top5=85.718750 Batch [0149]/[0303]: acc-top1=65.239583 acc-top5=85.708333 Batch [0199]/[0303]: acc-top1=65.187500 acc-top5=85.554688 Batch [0249]/[0303]: acc-top1=65.193750 acc-top5=85.400000 Batch [0299]/[0303]: acc-top1=65.338542 acc-top5=85.473958 [Epoch 092] training: accuracy=89.473072 loss=0.399820 [Epoch 092] speed: 123 samples/sec time cost: 2146.427917 [Epoch 092] validation: acc-top1=65.341378 acc-top5=85.478548 loss=1.949391 Epoch[093] Batch [0049]/[3759] Speed: 91.379777 samples/sec accuracy=90.375000 loss=0.372337 lr=0.000119 Epoch[093] Batch [0099]/[3759] Speed: 115.819554 samples/sec accuracy=89.718750 loss=0.386865 lr=0.000119 Epoch[093] Batch [0149]/[3759] Speed: 129.127448 samples/sec accuracy=89.125000 loss=0.399824 lr=0.000118 Epoch[093] Batch [0199]/[3759] Speed: 124.325015 samples/sec accuracy=89.335938 loss=0.395348 lr=0.000118 Epoch[093] Batch [0249]/[3759] Speed: 121.497579 samples/sec accuracy=89.300000 loss=0.396947 lr=0.000118 Epoch[093] Batch [0299]/[3759] Speed: 120.921814 samples/sec accuracy=89.354167 loss=0.396342 lr=0.000117 Epoch[093] Batch [0349]/[3759] Speed: 125.991591 samples/sec accuracy=89.370536 loss=0.395905 lr=0.000117 Epoch[093] Batch [0399]/[3759] Speed: 121.891161 samples/sec accuracy=89.394531 loss=0.396509 lr=0.000116 Epoch[093] Batch [0449]/[3759] Speed: 118.212991 samples/sec accuracy=89.465278 loss=0.395951 lr=0.000116 Epoch[093] Batch [0499]/[3759] Speed: 134.640488 samples/sec accuracy=89.515625 loss=0.393852 lr=0.000115 Epoch[093] Batch [0549]/[3759] Speed: 114.814237 samples/sec accuracy=89.559659 loss=0.393120 lr=0.000115 Epoch[093] Batch [0599]/[3759] Speed: 132.055512 samples/sec accuracy=89.546875 loss=0.394432 lr=0.000114 Epoch[093] Batch [0649]/[3759] Speed: 118.641957 samples/sec accuracy=89.567308 loss=0.394611 lr=0.000114 Epoch[093] Batch [0699]/[3759] Speed: 128.046165 samples/sec accuracy=89.631696 loss=0.393273 lr=0.000114 Epoch[093] Batch [0749]/[3759] Speed: 120.253138 samples/sec accuracy=89.643750 loss=0.393116 lr=0.000113 Epoch[093] Batch [0799]/[3759] Speed: 125.996526 samples/sec accuracy=89.603516 loss=0.394178 lr=0.000113 Epoch[093] Batch [0849]/[3759] Speed: 120.557706 samples/sec accuracy=89.560662 loss=0.394394 lr=0.000112 Epoch[093] Batch [0899]/[3759] Speed: 121.113092 samples/sec accuracy=89.578125 loss=0.395202 lr=0.000112 Epoch[093] Batch [0949]/[3759] Speed: 128.362237 samples/sec accuracy=89.559211 loss=0.394900 lr=0.000111 Epoch[093] Batch [0999]/[3759] Speed: 121.617501 samples/sec accuracy=89.590625 loss=0.394999 lr=0.000111 Epoch[093] Batch [1049]/[3759] Speed: 129.065782 samples/sec accuracy=89.620536 loss=0.394335 lr=0.000110 Epoch[093] Batch [1099]/[3759] Speed: 119.721514 samples/sec accuracy=89.633523 loss=0.394082 lr=0.000110 Epoch[093] Batch [1149]/[3759] Speed: 121.842751 samples/sec accuracy=89.623641 loss=0.394352 lr=0.000110 Epoch[093] Batch [1199]/[3759] Speed: 120.628905 samples/sec accuracy=89.591146 loss=0.395414 lr=0.000109 Epoch[093] Batch [1249]/[3759] Speed: 122.985048 samples/sec accuracy=89.595000 loss=0.394996 lr=0.000109 Epoch[093] Batch [1299]/[3759] Speed: 122.633212 samples/sec accuracy=89.614183 loss=0.394281 lr=0.000108 Epoch[093] Batch [1349]/[3759] Speed: 126.181694 samples/sec accuracy=89.615741 loss=0.394304 lr=0.000108 Epoch[093] Batch [1399]/[3759] Speed: 119.341935 samples/sec accuracy=89.590402 loss=0.395121 lr=0.000107 Epoch[093] Batch [1449]/[3759] Speed: 127.168461 samples/sec accuracy=89.579741 loss=0.395824 lr=0.000107 Epoch[093] Batch [1499]/[3759] Speed: 120.572149 samples/sec accuracy=89.610417 loss=0.395185 lr=0.000107 Epoch[093] Batch [1549]/[3759] Speed: 124.481296 samples/sec accuracy=89.611895 loss=0.394979 lr=0.000106 Epoch[093] Batch [1599]/[3759] Speed: 124.056080 samples/sec accuracy=89.619141 loss=0.394380 lr=0.000106 Epoch[093] Batch [1649]/[3759] Speed: 122.921713 samples/sec accuracy=89.610795 loss=0.394489 lr=0.000105 Epoch[093] Batch [1699]/[3759] Speed: 121.304279 samples/sec accuracy=89.596507 loss=0.394957 lr=0.000105 Epoch[093] Batch [1749]/[3759] Speed: 124.192814 samples/sec accuracy=89.593750 loss=0.395010 lr=0.000104 Epoch[093] Batch [1799]/[3759] Speed: 122.782116 samples/sec accuracy=89.564236 loss=0.395907 lr=0.000104 Epoch[093] Batch [1849]/[3759] Speed: 120.742800 samples/sec accuracy=89.567568 loss=0.395790 lr=0.000104 Epoch[093] Batch [1899]/[3759] Speed: 132.480359 samples/sec accuracy=89.566612 loss=0.395724 lr=0.000103 Epoch[093] Batch [1949]/[3759] Speed: 116.322520 samples/sec accuracy=89.560096 loss=0.396015 lr=0.000103 Epoch[093] Batch [1999]/[3759] Speed: 131.248678 samples/sec accuracy=89.562500 loss=0.396126 lr=0.000102 Epoch[093] Batch [2049]/[3759] Speed: 111.866242 samples/sec accuracy=89.573933 loss=0.396110 lr=0.000102 Epoch[093] Batch [2099]/[3759] Speed: 139.042742 samples/sec accuracy=89.567708 loss=0.396095 lr=0.000102 Epoch[093] Batch [2149]/[3759] Speed: 121.530700 samples/sec accuracy=89.574855 loss=0.396263 lr=0.000101 Epoch[093] Batch [2199]/[3759] Speed: 121.727998 samples/sec accuracy=89.592330 loss=0.396077 lr=0.000101 Epoch[093] Batch [2249]/[3759] Speed: 125.098490 samples/sec accuracy=89.603472 loss=0.395864 lr=0.000100 Epoch[093] Batch [2299]/[3759] Speed: 123.844803 samples/sec accuracy=89.595109 loss=0.396331 lr=0.000100 Epoch[093] Batch [2349]/[3759] Speed: 123.197419 samples/sec accuracy=89.585106 loss=0.396270 lr=0.000099 Epoch[093] Batch [2399]/[3759] Speed: 124.646311 samples/sec accuracy=89.584635 loss=0.396342 lr=0.000099 Epoch[093] Batch [2449]/[3759] Speed: 120.345184 samples/sec accuracy=89.590561 loss=0.396119 lr=0.000099 Epoch[093] Batch [2499]/[3759] Speed: 117.245104 samples/sec accuracy=89.589375 loss=0.396015 lr=0.000098 Epoch[093] Batch [2549]/[3759] Speed: 130.394477 samples/sec accuracy=89.575368 loss=0.396476 lr=0.000098 Epoch[093] Batch [2599]/[3759] Speed: 128.677029 samples/sec accuracy=89.574519 loss=0.396319 lr=0.000097 Epoch[093] Batch [2649]/[3759] Speed: 119.140257 samples/sec accuracy=89.573113 loss=0.396315 lr=0.000097 Epoch[093] Batch [2699]/[3759] Speed: 127.742042 samples/sec accuracy=89.572338 loss=0.396502 lr=0.000097 Epoch[093] Batch [2749]/[3759] Speed: 119.725127 samples/sec accuracy=89.557955 loss=0.396845 lr=0.000096 Epoch[093] Batch [2799]/[3759] Speed: 121.593802 samples/sec accuracy=89.556920 loss=0.396894 lr=0.000096 Epoch[093] Batch [2849]/[3759] Speed: 126.561894 samples/sec accuracy=89.559211 loss=0.396679 lr=0.000095 Epoch[093] Batch [2899]/[3759] Speed: 122.314440 samples/sec accuracy=89.572198 loss=0.396242 lr=0.000095 Epoch[093] Batch [2949]/[3759] Speed: 118.571789 samples/sec accuracy=89.603284 loss=0.395691 lr=0.000095 Epoch[093] Batch [2999]/[3759] Speed: 137.486763 samples/sec accuracy=89.610938 loss=0.395301 lr=0.000094 Epoch[093] Batch [3049]/[3759] Speed: 120.653253 samples/sec accuracy=89.610143 loss=0.395292 lr=0.000094 Epoch[093] Batch [3099]/[3759] Speed: 124.296154 samples/sec accuracy=89.615927 loss=0.395136 lr=0.000093 Epoch[093] Batch [3149]/[3759] Speed: 125.419258 samples/sec accuracy=89.602183 loss=0.395501 lr=0.000093 Epoch[093] Batch [3199]/[3759] Speed: 119.265706 samples/sec accuracy=89.591797 loss=0.396093 lr=0.000092 Epoch[093] Batch [3249]/[3759] Speed: 123.842346 samples/sec accuracy=89.599038 loss=0.395895 lr=0.000092 Epoch[093] Batch [3299]/[3759] Speed: 123.058931 samples/sec accuracy=89.600379 loss=0.396011 lr=0.000092 Epoch[093] Batch [3349]/[3759] Speed: 127.603126 samples/sec accuracy=89.593284 loss=0.396223 lr=0.000091 Epoch[093] Batch [3399]/[3759] Speed: 119.818073 samples/sec accuracy=89.599265 loss=0.396035 lr=0.000091 Epoch[093] Batch [3449]/[3759] Speed: 125.779272 samples/sec accuracy=89.604167 loss=0.396135 lr=0.000091 Epoch[093] Batch [3499]/[3759] Speed: 119.574716 samples/sec accuracy=89.602232 loss=0.396430 lr=0.000090 Epoch[093] Batch [3549]/[3759] Speed: 128.822289 samples/sec accuracy=89.600792 loss=0.396411 lr=0.000090 Epoch[093] Batch [3599]/[3759] Speed: 119.098910 samples/sec accuracy=89.600694 loss=0.396666 lr=0.000089 Epoch[093] Batch [3649]/[3759] Speed: 133.946180 samples/sec accuracy=89.607877 loss=0.396275 lr=0.000089 Epoch[093] Batch [3699]/[3759] Speed: 112.231914 samples/sec accuracy=89.605574 loss=0.396289 lr=0.000089 Epoch[093] Batch [3749]/[3759] Speed: 152.572736 samples/sec accuracy=89.603333 loss=0.396417 lr=0.000088 Batch [0049]/[0303]: acc-top1=65.875000 acc-top5=85.062500 Batch [0099]/[0303]: acc-top1=65.468750 acc-top5=85.546875 Batch [0149]/[0303]: acc-top1=65.656250 acc-top5=85.562500 Batch [0199]/[0303]: acc-top1=65.468750 acc-top5=85.429688 Batch [0249]/[0303]: acc-top1=65.412500 acc-top5=85.187500 Batch [0299]/[0303]: acc-top1=65.536458 acc-top5=85.255208 [Epoch 093] training: accuracy=89.598713 loss=0.396555 [Epoch 093] speed: 123 samples/sec time cost: 2142.982020 [Epoch 093] validation: acc-top1=65.563119 acc-top5=85.251650 loss=1.957068 Epoch[094] Batch [0049]/[3760] Speed: 92.014070 samples/sec accuracy=89.656250 loss=0.379096 lr=0.000088 Epoch[094] Batch [0099]/[3760] Speed: 123.345312 samples/sec accuracy=89.531250 loss=0.388544 lr=0.000087 Epoch[094] Batch [0149]/[3760] Speed: 127.835613 samples/sec accuracy=89.770833 loss=0.388933 lr=0.000087 Epoch[094] Batch [0199]/[3760] Speed: 119.696916 samples/sec accuracy=89.812500 loss=0.388978 lr=0.000087 Epoch[094] Batch [0249]/[3760] Speed: 125.746965 samples/sec accuracy=89.668750 loss=0.393293 lr=0.000086 Epoch[094] Batch [0299]/[3760] Speed: 124.725637 samples/sec accuracy=89.609375 loss=0.396669 lr=0.000086 Epoch[094] Batch [0349]/[3760] Speed: 123.690991 samples/sec accuracy=89.584821 loss=0.397352 lr=0.000085 Epoch[094] Batch [0399]/[3760] Speed: 125.343274 samples/sec accuracy=89.656250 loss=0.395349 lr=0.000085 Epoch[094] Batch [0449]/[3760] Speed: 116.781489 samples/sec accuracy=89.684028 loss=0.395773 lr=0.000085 Epoch[094] Batch [0499]/[3760] Speed: 133.212625 samples/sec accuracy=89.665625 loss=0.396433 lr=0.000084 Epoch[094] Batch [0549]/[3760] Speed: 117.995198 samples/sec accuracy=89.701705 loss=0.397635 lr=0.000084 Epoch[094] Batch [0599]/[3760] Speed: 127.686434 samples/sec accuracy=89.726562 loss=0.396513 lr=0.000083 Epoch[094] Batch [0649]/[3760] Speed: 121.535233 samples/sec accuracy=89.701923 loss=0.396597 lr=0.000083 Epoch[094] Batch [0699]/[3760] Speed: 127.739534 samples/sec accuracy=89.676339 loss=0.397060 lr=0.000083 Epoch[094] Batch [0749]/[3760] Speed: 121.435314 samples/sec accuracy=89.685417 loss=0.397602 lr=0.000082 Epoch[094] Batch [0799]/[3760] Speed: 123.451383 samples/sec accuracy=89.664062 loss=0.396824 lr=0.000082 Epoch[094] Batch [0849]/[3760] Speed: 121.666759 samples/sec accuracy=89.665441 loss=0.396936 lr=0.000082 Epoch[094] Batch [0899]/[3760] Speed: 124.669996 samples/sec accuracy=89.685764 loss=0.396755 lr=0.000081 Epoch[094] Batch [0949]/[3760] Speed: 124.012671 samples/sec accuracy=89.695724 loss=0.395860 lr=0.000081 Epoch[094] Batch [0999]/[3760] Speed: 122.118173 samples/sec accuracy=89.721875 loss=0.395088 lr=0.000080 Epoch[094] Batch [1049]/[3760] Speed: 125.566173 samples/sec accuracy=89.727679 loss=0.394045 lr=0.000080 Epoch[094] Batch [1099]/[3760] Speed: 118.665137 samples/sec accuracy=89.727273 loss=0.394400 lr=0.000080 Epoch[094] Batch [1149]/[3760] Speed: 129.936361 samples/sec accuracy=89.713315 loss=0.395261 lr=0.000079 Epoch[094] Batch [1199]/[3760] Speed: 120.164852 samples/sec accuracy=89.701823 loss=0.395507 lr=0.000079 Epoch[094] Batch [1249]/[3760] Speed: 121.642645 samples/sec accuracy=89.691250 loss=0.396038 lr=0.000079 Epoch[094] Batch [1299]/[3760] Speed: 120.954389 samples/sec accuracy=89.667067 loss=0.397037 lr=0.000078 Epoch[094] Batch [1349]/[3760] Speed: 133.721706 samples/sec accuracy=89.682870 loss=0.396265 lr=0.000078 Epoch[094] Batch [1399]/[3760] Speed: 120.534384 samples/sec accuracy=89.700893 loss=0.395965 lr=0.000077 Epoch[094] Batch [1449]/[3760] Speed: 128.510169 samples/sec accuracy=89.705819 loss=0.396021 lr=0.000077 Epoch[094] Batch [1499]/[3760] Speed: 118.278312 samples/sec accuracy=89.715625 loss=0.395607 lr=0.000077 Epoch[094] Batch [1549]/[3760] Speed: 122.389123 samples/sec accuracy=89.693548 loss=0.395538 lr=0.000076 Epoch[094] Batch [1599]/[3760] Speed: 126.212157 samples/sec accuracy=89.681641 loss=0.395497 lr=0.000076 Epoch[094] Batch [1649]/[3760] Speed: 119.320432 samples/sec accuracy=89.689394 loss=0.395376 lr=0.000076 Epoch[094] Batch [1699]/[3760] Speed: 132.795709 samples/sec accuracy=89.679228 loss=0.395349 lr=0.000075 Epoch[094] Batch [1749]/[3760] Speed: 118.413652 samples/sec accuracy=89.693750 loss=0.395384 lr=0.000075 Epoch[094] Batch [1799]/[3760] Speed: 126.247323 samples/sec accuracy=89.712674 loss=0.394827 lr=0.000075 Epoch[094] Batch [1849]/[3760] Speed: 119.631360 samples/sec accuracy=89.733953 loss=0.394577 lr=0.000074 Epoch[094] Batch [1899]/[3760] Speed: 127.585787 samples/sec accuracy=89.726151 loss=0.395260 lr=0.000074 Epoch[094] Batch [1949]/[3760] Speed: 114.868927 samples/sec accuracy=89.758013 loss=0.394588 lr=0.000074 Epoch[094] Batch [1999]/[3760] Speed: 133.500584 samples/sec accuracy=89.743750 loss=0.395557 lr=0.000073 Epoch[094] Batch [2049]/[3760] Speed: 117.699747 samples/sec accuracy=89.760671 loss=0.395254 lr=0.000073 Epoch[094] Batch [2099]/[3760] Speed: 124.856342 samples/sec accuracy=89.767857 loss=0.395301 lr=0.000072 Epoch[094] Batch [2149]/[3760] Speed: 120.811443 samples/sec accuracy=89.773256 loss=0.394986 lr=0.000072 Epoch[094] Batch [2199]/[3760] Speed: 126.849416 samples/sec accuracy=89.762784 loss=0.395646 lr=0.000072 Epoch[094] Batch [2249]/[3760] Speed: 119.745159 samples/sec accuracy=89.757639 loss=0.395791 lr=0.000071 Epoch[094] Batch [2299]/[3760] Speed: 125.905868 samples/sec accuracy=89.759511 loss=0.395675 lr=0.000071 Epoch[094] Batch [2349]/[3760] Speed: 124.500122 samples/sec accuracy=89.775266 loss=0.394918 lr=0.000071 Epoch[094] Batch [2399]/[3760] Speed: 119.933208 samples/sec accuracy=89.785156 loss=0.394633 lr=0.000070 Epoch[094] Batch [2449]/[3760] Speed: 129.462399 samples/sec accuracy=89.802934 loss=0.394058 lr=0.000070 Epoch[094] Batch [2499]/[3760] Speed: 123.423054 samples/sec accuracy=89.806875 loss=0.393939 lr=0.000070 Epoch[094] Batch [2549]/[3760] Speed: 117.114136 samples/sec accuracy=89.814951 loss=0.393555 lr=0.000069 Epoch[094] Batch [2599]/[3760] Speed: 125.400744 samples/sec accuracy=89.811298 loss=0.393595 lr=0.000069 Epoch[094] Batch [2649]/[3760] Speed: 124.201776 samples/sec accuracy=89.827241 loss=0.392909 lr=0.000069 Epoch[094] Batch [2699]/[3760] Speed: 126.993510 samples/sec accuracy=89.829861 loss=0.392752 lr=0.000068 Epoch[094] Batch [2749]/[3760] Speed: 117.497354 samples/sec accuracy=89.823295 loss=0.392923 lr=0.000068 Epoch[094] Batch [2799]/[3760] Speed: 130.277582 samples/sec accuracy=89.827009 loss=0.392681 lr=0.000068 Epoch[094] Batch [2849]/[3760] Speed: 121.364721 samples/sec accuracy=89.827851 loss=0.392827 lr=0.000067 Epoch[094] Batch [2899]/[3760] Speed: 122.862794 samples/sec accuracy=89.822737 loss=0.393101 lr=0.000067 Epoch[094] Batch [2949]/[3760] Speed: 123.787015 samples/sec accuracy=89.807203 loss=0.393510 lr=0.000067 Epoch[094] Batch [2999]/[3760] Speed: 124.042317 samples/sec accuracy=89.821354 loss=0.393140 lr=0.000066 Epoch[094] Batch [3049]/[3760] Speed: 126.651285 samples/sec accuracy=89.811475 loss=0.393523 lr=0.000066 Epoch[094] Batch [3099]/[3760] Speed: 122.058593 samples/sec accuracy=89.818044 loss=0.393268 lr=0.000066 Epoch[094] Batch [3149]/[3760] Speed: 120.804922 samples/sec accuracy=89.817460 loss=0.393197 lr=0.000065 Epoch[094] Batch [3199]/[3760] Speed: 124.958357 samples/sec accuracy=89.822266 loss=0.392967 lr=0.000065 Epoch[094] Batch [3249]/[3760] Speed: 123.380877 samples/sec accuracy=89.828365 loss=0.392582 lr=0.000065 Epoch[094] Batch [3299]/[3760] Speed: 122.422452 samples/sec accuracy=89.830966 loss=0.392198 lr=0.000064 Epoch[094] Batch [3349]/[3760] Speed: 118.278128 samples/sec accuracy=89.833022 loss=0.391871 lr=0.000064 Epoch[094] Batch [3399]/[3760] Speed: 127.685400 samples/sec accuracy=89.828585 loss=0.391849 lr=0.000064 Epoch[094] Batch [3449]/[3760] Speed: 123.662024 samples/sec accuracy=89.829257 loss=0.392044 lr=0.000063 Epoch[094] Batch [3499]/[3760] Speed: 124.957029 samples/sec accuracy=89.821429 loss=0.392026 lr=0.000063 Epoch[094] Batch [3549]/[3760] Speed: 122.297841 samples/sec accuracy=89.815141 loss=0.392209 lr=0.000063 Epoch[094] Batch [3599]/[3760] Speed: 118.988401 samples/sec accuracy=89.828125 loss=0.392006 lr=0.000062 Epoch[094] Batch [3649]/[3760] Speed: 127.393419 samples/sec accuracy=89.833048 loss=0.391817 lr=0.000062 Epoch[094] Batch [3699]/[3760] Speed: 125.817682 samples/sec accuracy=89.817990 loss=0.392300 lr=0.000062 Epoch[094] Batch [3749]/[3760] Speed: 139.995765 samples/sec accuracy=89.827500 loss=0.392058 lr=0.000061 Batch [0049]/[0303]: acc-top1=65.343750 acc-top5=85.187500 Batch [0099]/[0303]: acc-top1=65.281250 acc-top5=85.640625 Batch [0149]/[0303]: acc-top1=65.427083 acc-top5=85.739583 Batch [0199]/[0303]: acc-top1=65.195312 acc-top5=85.570312 Batch [0249]/[0303]: acc-top1=65.287500 acc-top5=85.443750 Batch [0299]/[0303]: acc-top1=65.411458 acc-top5=85.515625 [Epoch 094] training: accuracy=89.830037 loss=0.391938 [Epoch 094] speed: 123 samples/sec time cost: 2143.041617 [Epoch 094] validation: acc-top1=65.423886 acc-top5=85.499175 loss=1.957069 Epoch[095] Batch [0049]/[3760] Speed: 90.400248 samples/sec accuracy=90.468750 loss=0.375003 lr=0.000061 Epoch[095] Batch [0099]/[3760] Speed: 125.343536 samples/sec accuracy=90.078125 loss=0.383847 lr=0.000060 Epoch[095] Batch [0149]/[3760] Speed: 119.291352 samples/sec accuracy=90.083333 loss=0.384267 lr=0.000060 Epoch[095] Batch [0199]/[3760] Speed: 130.903611 samples/sec accuracy=90.148438 loss=0.383355 lr=0.000060 Epoch[095] Batch [0249]/[3760] Speed: 123.802100 samples/sec accuracy=89.950000 loss=0.389137 lr=0.000060 Epoch[095] Batch [0299]/[3760] Speed: 123.591287 samples/sec accuracy=89.947917 loss=0.388442 lr=0.000059 Epoch[095] Batch [0349]/[3760] Speed: 122.523453 samples/sec accuracy=89.799107 loss=0.393296 lr=0.000059 Epoch[095] Batch [0399]/[3760] Speed: 130.719376 samples/sec accuracy=89.734375 loss=0.396973 lr=0.000059 Epoch[095] Batch [0449]/[3760] Speed: 120.258400 samples/sec accuracy=89.819444 loss=0.395836 lr=0.000058 Epoch[095] Batch [0499]/[3760] Speed: 125.829055 samples/sec accuracy=89.743750 loss=0.395654 lr=0.000058 Epoch[095] Batch [0549]/[3760] Speed: 120.180163 samples/sec accuracy=89.727273 loss=0.394911 lr=0.000058 Epoch[095] Batch [0599]/[3760] Speed: 126.749998 samples/sec accuracy=89.773438 loss=0.393975 lr=0.000057 Epoch[095] Batch [0649]/[3760] Speed: 121.096693 samples/sec accuracy=89.807692 loss=0.392519 lr=0.000057 Epoch[095] Batch [0699]/[3760] Speed: 122.915543 samples/sec accuracy=89.821429 loss=0.391731 lr=0.000057 Epoch[095] Batch [0749]/[3760] Speed: 123.457480 samples/sec accuracy=89.791667 loss=0.392927 lr=0.000056 Epoch[095] Batch [0799]/[3760] Speed: 121.224665 samples/sec accuracy=89.800781 loss=0.391512 lr=0.000056 Epoch[095] Batch [0849]/[3760] Speed: 126.021595 samples/sec accuracy=89.794118 loss=0.391358 lr=0.000056 Epoch[095] Batch [0899]/[3760] Speed: 119.013091 samples/sec accuracy=89.767361 loss=0.391193 lr=0.000055 Epoch[095] Batch [0949]/[3760] Speed: 127.990923 samples/sec accuracy=89.797697 loss=0.390611 lr=0.000055 Epoch[095] Batch [0999]/[3760] Speed: 118.408661 samples/sec accuracy=89.843750 loss=0.389323 lr=0.000055 Epoch[095] Batch [1049]/[3760] Speed: 136.448952 samples/sec accuracy=89.876488 loss=0.388547 lr=0.000054 Epoch[095] Batch [1099]/[3760] Speed: 113.205447 samples/sec accuracy=89.860795 loss=0.388649 lr=0.000054 Epoch[095] Batch [1149]/[3760] Speed: 136.601968 samples/sec accuracy=89.866848 loss=0.388801 lr=0.000054 Epoch[095] Batch [1199]/[3760] Speed: 119.599331 samples/sec accuracy=89.882812 loss=0.389188 lr=0.000054 Epoch[095] Batch [1249]/[3760] Speed: 124.017402 samples/sec accuracy=89.910000 loss=0.387593 lr=0.000053 Epoch[095] Batch [1299]/[3760] Speed: 124.572430 samples/sec accuracy=89.879808 loss=0.388994 lr=0.000053 Epoch[095] Batch [1349]/[3760] Speed: 120.444043 samples/sec accuracy=89.858796 loss=0.389587 lr=0.000053 Epoch[095] Batch [1399]/[3760] Speed: 122.535050 samples/sec accuracy=89.868304 loss=0.389446 lr=0.000052 Epoch[095] Batch [1449]/[3760] Speed: 122.769513 samples/sec accuracy=89.880388 loss=0.389547 lr=0.000052 Epoch[095] Batch [1499]/[3760] Speed: 122.521137 samples/sec accuracy=89.871875 loss=0.389695 lr=0.000052 Epoch[095] Batch [1549]/[3760] Speed: 126.370951 samples/sec accuracy=89.858871 loss=0.389311 lr=0.000051 Epoch[095] Batch [1599]/[3760] Speed: 123.108208 samples/sec accuracy=89.838867 loss=0.389672 lr=0.000051 Epoch[095] Batch [1649]/[3760] Speed: 126.005160 samples/sec accuracy=89.855114 loss=0.388875 lr=0.000051 Epoch[095] Batch [1699]/[3760] Speed: 115.663083 samples/sec accuracy=89.841912 loss=0.388817 lr=0.000051 Epoch[095] Batch [1749]/[3760] Speed: 133.776133 samples/sec accuracy=89.856250 loss=0.388746 lr=0.000050 Epoch[095] Batch [1799]/[3760] Speed: 119.505086 samples/sec accuracy=89.863715 loss=0.388862 lr=0.000050 Epoch[095] Batch [1849]/[3760] Speed: 128.633840 samples/sec accuracy=89.847128 loss=0.389223 lr=0.000050 Epoch[095] Batch [1899]/[3760] Speed: 122.354561 samples/sec accuracy=89.853618 loss=0.389263 lr=0.000049 Epoch[095] Batch [1949]/[3760] Speed: 125.758424 samples/sec accuracy=89.838942 loss=0.389865 lr=0.000049 Epoch[095] Batch [1999]/[3760] Speed: 123.433402 samples/sec accuracy=89.835938 loss=0.389707 lr=0.000049 Epoch[095] Batch [2049]/[3760] Speed: 120.038909 samples/sec accuracy=89.840701 loss=0.389718 lr=0.000049 Epoch[095] Batch [2099]/[3760] Speed: 125.553262 samples/sec accuracy=89.834077 loss=0.389627 lr=0.000048 Epoch[095] Batch [2149]/[3760] Speed: 126.773498 samples/sec accuracy=89.854651 loss=0.389125 lr=0.000048 Epoch[095] Batch [2199]/[3760] Speed: 121.361956 samples/sec accuracy=89.867188 loss=0.388972 lr=0.000048 Epoch[095] Batch [2249]/[3760] Speed: 129.886734 samples/sec accuracy=89.871528 loss=0.389122 lr=0.000047 Epoch[095] Batch [2299]/[3760] Speed: 121.514320 samples/sec accuracy=89.881114 loss=0.388905 lr=0.000047 Epoch[095] Batch [2349]/[3760] Speed: 124.401043 samples/sec accuracy=89.890957 loss=0.388577 lr=0.000047 Epoch[095] Batch [2399]/[3760] Speed: 128.819594 samples/sec accuracy=89.882161 loss=0.388752 lr=0.000047 Epoch[095] Batch [2449]/[3760] Speed: 123.713687 samples/sec accuracy=89.877551 loss=0.388973 lr=0.000046 Epoch[095] Batch [2499]/[3760] Speed: 115.303710 samples/sec accuracy=89.864375 loss=0.389431 lr=0.000046 Epoch[095] Batch [2549]/[3760] Speed: 124.429998 samples/sec accuracy=89.859069 loss=0.389865 lr=0.000046 Epoch[095] Batch [2599]/[3760] Speed: 134.326090 samples/sec accuracy=89.843750 loss=0.390202 lr=0.000045 Epoch[095] Batch [2649]/[3760] Speed: 115.057259 samples/sec accuracy=89.846698 loss=0.390128 lr=0.000045 Epoch[095] Batch [2699]/[3760] Speed: 133.310886 samples/sec accuracy=89.859954 loss=0.389644 lr=0.000045 Epoch[095] Batch [2749]/[3760] Speed: 117.749272 samples/sec accuracy=89.868182 loss=0.389369 lr=0.000045 Epoch[095] Batch [2799]/[3760] Speed: 124.531774 samples/sec accuracy=89.845424 loss=0.390136 lr=0.000044 Epoch[095] Batch [2849]/[3760] Speed: 123.138121 samples/sec accuracy=89.853618 loss=0.390125 lr=0.000044 Epoch[095] Batch [2899]/[3760] Speed: 124.267674 samples/sec accuracy=89.837823 loss=0.390833 lr=0.000044 Epoch[095] Batch [2949]/[3760] Speed: 123.966621 samples/sec accuracy=89.831568 loss=0.391018 lr=0.000043 Epoch[095] Batch [2999]/[3760] Speed: 121.374808 samples/sec accuracy=89.821875 loss=0.391109 lr=0.000043 Epoch[095] Batch [3049]/[3760] Speed: 123.097416 samples/sec accuracy=89.818648 loss=0.390992 lr=0.000043 Epoch[095] Batch [3099]/[3760] Speed: 121.413385 samples/sec accuracy=89.811492 loss=0.391269 lr=0.000043 Epoch[095] Batch [3149]/[3760] Speed: 130.687265 samples/sec accuracy=89.821429 loss=0.391245 lr=0.000042 Epoch[095] Batch [3199]/[3760] Speed: 121.439963 samples/sec accuracy=89.832031 loss=0.390899 lr=0.000042 Epoch[095] Batch [3249]/[3760] Speed: 121.983816 samples/sec accuracy=89.829327 loss=0.390995 lr=0.000042 Epoch[095] Batch [3299]/[3760] Speed: 121.982623 samples/sec accuracy=89.836174 loss=0.390873 lr=0.000042 Epoch[095] Batch [3349]/[3760] Speed: 127.623439 samples/sec accuracy=89.834888 loss=0.390968 lr=0.000041 Epoch[095] Batch [3399]/[3760] Speed: 110.987102 samples/sec accuracy=89.835938 loss=0.391172 lr=0.000041 Epoch[095] Batch [3449]/[3760] Speed: 144.526662 samples/sec accuracy=89.829710 loss=0.391622 lr=0.000041 Epoch[095] Batch [3499]/[3760] Speed: 112.153092 samples/sec accuracy=89.839732 loss=0.391259 lr=0.000040 Epoch[095] Batch [3549]/[3760] Speed: 133.743112 samples/sec accuracy=89.844190 loss=0.391327 lr=0.000040 Epoch[095] Batch [3599]/[3760] Speed: 123.406415 samples/sec accuracy=89.848524 loss=0.391269 lr=0.000040 Epoch[095] Batch [3649]/[3760] Speed: 125.032892 samples/sec accuracy=89.852740 loss=0.391307 lr=0.000040 Epoch[095] Batch [3699]/[3760] Speed: 122.089196 samples/sec accuracy=89.852618 loss=0.391276 lr=0.000039 Epoch[095] Batch [3749]/[3760] Speed: 138.326893 samples/sec accuracy=89.849167 loss=0.391388 lr=0.000039 Batch [0049]/[0303]: acc-top1=65.031250 acc-top5=84.781250 Batch [0099]/[0303]: acc-top1=65.031250 acc-top5=85.375000 Batch [0149]/[0303]: acc-top1=65.291667 acc-top5=85.583333 Batch [0199]/[0303]: acc-top1=65.062500 acc-top5=85.453125 Batch [0249]/[0303]: acc-top1=65.087500 acc-top5=85.275000 Batch [0299]/[0303]: acc-top1=65.182292 acc-top5=85.302083 [Epoch 095] training: accuracy=89.852892 loss=0.391200 [Epoch 095] speed: 123 samples/sec time cost: 2139.304545 [Epoch 095] validation: acc-top1=65.202145 acc-top5=85.303218 loss=1.962129 Epoch[096] Batch [0049]/[3759] Speed: 91.215230 samples/sec accuracy=90.093750 loss=0.383304 lr=0.000039 Epoch[096] Batch [0099]/[3759] Speed: 138.284665 samples/sec accuracy=90.046875 loss=0.390206 lr=0.000039 Epoch[096] Batch [0149]/[3759] Speed: 116.237362 samples/sec accuracy=90.041667 loss=0.394614 lr=0.000038 Epoch[096] Batch [0199]/[3759] Speed: 120.294297 samples/sec accuracy=89.937500 loss=0.393207 lr=0.000038 Epoch[096] Batch [0249]/[3759] Speed: 127.265280 samples/sec accuracy=89.850000 loss=0.390353 lr=0.000038 Epoch[096] Batch [0299]/[3759] Speed: 123.331799 samples/sec accuracy=89.901042 loss=0.388618 lr=0.000038 Epoch[096] Batch [0349]/[3759] Speed: 116.665855 samples/sec accuracy=89.968750 loss=0.388252 lr=0.000037 Epoch[096] Batch [0399]/[3759] Speed: 129.915940 samples/sec accuracy=89.750000 loss=0.395189 lr=0.000037 Epoch[096] Batch [0449]/[3759] Speed: 119.135127 samples/sec accuracy=89.704861 loss=0.396418 lr=0.000037 Epoch[096] Batch [0499]/[3759] Speed: 137.874591 samples/sec accuracy=89.725000 loss=0.395765 lr=0.000037 Epoch[096] Batch [0549]/[3759] Speed: 111.877979 samples/sec accuracy=89.693182 loss=0.395857 lr=0.000036 Epoch[096] Batch [0599]/[3759] Speed: 135.357046 samples/sec accuracy=89.723958 loss=0.394102 lr=0.000036 Epoch[096] Batch [0649]/[3759] Speed: 119.890898 samples/sec accuracy=89.668269 loss=0.396574 lr=0.000036 Epoch[096] Batch [0699]/[3759] Speed: 120.758788 samples/sec accuracy=89.718750 loss=0.395227 lr=0.000036 Epoch[096] Batch [0749]/[3759] Speed: 127.216456 samples/sec accuracy=89.664583 loss=0.397279 lr=0.000035 Epoch[096] Batch [0799]/[3759] Speed: 118.812075 samples/sec accuracy=89.625000 loss=0.398421 lr=0.000035 Epoch[096] Batch [0849]/[3759] Speed: 133.214180 samples/sec accuracy=89.621324 loss=0.397785 lr=0.000035 Epoch[096] Batch [0899]/[3759] Speed: 119.530619 samples/sec accuracy=89.645833 loss=0.397320 lr=0.000035 Epoch[096] Batch [0949]/[3759] Speed: 123.850723 samples/sec accuracy=89.667763 loss=0.396501 lr=0.000034 Epoch[096] Batch [0999]/[3759] Speed: 127.315463 samples/sec accuracy=89.670313 loss=0.395798 lr=0.000034 Epoch[096] Batch [1049]/[3759] Speed: 120.915057 samples/sec accuracy=89.681548 loss=0.395221 lr=0.000034 Epoch[096] Batch [1099]/[3759] Speed: 119.044753 samples/sec accuracy=89.670455 loss=0.395145 lr=0.000034 Epoch[096] Batch [1149]/[3759] Speed: 131.451650 samples/sec accuracy=89.676630 loss=0.395147 lr=0.000033 Epoch[096] Batch [1199]/[3759] Speed: 118.023150 samples/sec accuracy=89.691406 loss=0.394598 lr=0.000033 Epoch[096] Batch [1249]/[3759] Speed: 130.324275 samples/sec accuracy=89.707500 loss=0.394274 lr=0.000033 Epoch[096] Batch [1299]/[3759] Speed: 117.917694 samples/sec accuracy=89.710337 loss=0.394134 lr=0.000033 Epoch[096] Batch [1349]/[3759] Speed: 123.266466 samples/sec accuracy=89.712963 loss=0.393973 lr=0.000032 Epoch[096] Batch [1399]/[3759] Speed: 125.561634 samples/sec accuracy=89.702009 loss=0.394316 lr=0.000032 Epoch[096] Batch [1449]/[3759] Speed: 117.158901 samples/sec accuracy=89.693966 loss=0.394958 lr=0.000032 Epoch[096] Batch [1499]/[3759] Speed: 128.423478 samples/sec accuracy=89.714583 loss=0.394164 lr=0.000032 Epoch[096] Batch [1549]/[3759] Speed: 113.112375 samples/sec accuracy=89.707661 loss=0.393858 lr=0.000031 Epoch[096] Batch [1599]/[3759] Speed: 138.256344 samples/sec accuracy=89.712891 loss=0.394006 lr=0.000031 Epoch[096] Batch [1649]/[3759] Speed: 109.414485 samples/sec accuracy=89.714015 loss=0.393502 lr=0.000031 Epoch[096] Batch [1699]/[3759] Speed: 141.665047 samples/sec accuracy=89.737132 loss=0.392615 lr=0.000031 Epoch[096] Batch [1749]/[3759] Speed: 113.164486 samples/sec accuracy=89.702679 loss=0.393320 lr=0.000030 Epoch[096] Batch [1799]/[3759] Speed: 131.386710 samples/sec accuracy=89.739583 loss=0.392611 lr=0.000030 Epoch[096] Batch [1849]/[3759] Speed: 122.006372 samples/sec accuracy=89.726351 loss=0.392740 lr=0.000030 Epoch[096] Batch [1899]/[3759] Speed: 122.924417 samples/sec accuracy=89.722862 loss=0.393015 lr=0.000030 Epoch[096] Batch [1949]/[3759] Speed: 121.762561 samples/sec accuracy=89.749199 loss=0.392217 lr=0.000030 Epoch[096] Batch [1999]/[3759] Speed: 132.564106 samples/sec accuracy=89.755469 loss=0.392119 lr=0.000029 Epoch[096] Batch [2049]/[3759] Speed: 118.169990 samples/sec accuracy=89.757622 loss=0.391948 lr=0.000029 Epoch[096] Batch [2099]/[3759] Speed: 126.948865 samples/sec accuracy=89.741071 loss=0.392232 lr=0.000029 Epoch[096] Batch [2149]/[3759] Speed: 125.017051 samples/sec accuracy=89.720203 loss=0.392620 lr=0.000029 Epoch[096] Batch [2199]/[3759] Speed: 120.424378 samples/sec accuracy=89.720881 loss=0.392122 lr=0.000028 Epoch[096] Batch [2249]/[3759] Speed: 122.775154 samples/sec accuracy=89.729861 loss=0.391923 lr=0.000028 Epoch[096] Batch [2299]/[3759] Speed: 127.043731 samples/sec accuracy=89.730978 loss=0.391809 lr=0.000028 Epoch[096] Batch [2349]/[3759] Speed: 121.557967 samples/sec accuracy=89.755319 loss=0.391269 lr=0.000028 Epoch[096] Batch [2399]/[3759] Speed: 127.577187 samples/sec accuracy=89.766276 loss=0.390729 lr=0.000028 Epoch[096] Batch [2449]/[3759] Speed: 126.945701 samples/sec accuracy=89.750000 loss=0.391034 lr=0.000027 Epoch[096] Batch [2499]/[3759] Speed: 117.048675 samples/sec accuracy=89.746250 loss=0.391059 lr=0.000027 Epoch[096] Batch [2549]/[3759] Speed: 137.018508 samples/sec accuracy=89.765319 loss=0.390616 lr=0.000027 Epoch[096] Batch [2599]/[3759] Speed: 112.986096 samples/sec accuracy=89.770433 loss=0.390311 lr=0.000027 Epoch[096] Batch [2649]/[3759] Speed: 130.554410 samples/sec accuracy=89.767099 loss=0.390081 lr=0.000026 Epoch[096] Batch [2699]/[3759] Speed: 116.359343 samples/sec accuracy=89.775463 loss=0.389910 lr=0.000026 Epoch[096] Batch [2749]/[3759] Speed: 134.138803 samples/sec accuracy=89.778977 loss=0.389650 lr=0.000026 Epoch[096] Batch [2799]/[3759] Speed: 118.647803 samples/sec accuracy=89.792411 loss=0.389224 lr=0.000026 Epoch[096] Batch [2849]/[3759] Speed: 129.178625 samples/sec accuracy=89.799890 loss=0.388925 lr=0.000026 Epoch[096] Batch [2899]/[3759] Speed: 121.178875 samples/sec accuracy=89.794720 loss=0.389065 lr=0.000025 Epoch[096] Batch [2949]/[3759] Speed: 122.335470 samples/sec accuracy=89.809852 loss=0.388593 lr=0.000025 Epoch[096] Batch [2999]/[3759] Speed: 126.213583 samples/sec accuracy=89.811979 loss=0.388390 lr=0.000025 Epoch[096] Batch [3049]/[3759] Speed: 121.119924 samples/sec accuracy=89.815574 loss=0.388580 lr=0.000025 Epoch[096] Batch [3099]/[3759] Speed: 120.388011 samples/sec accuracy=89.820565 loss=0.388494 lr=0.000025 Epoch[096] Batch [3149]/[3759] Speed: 129.690288 samples/sec accuracy=89.830357 loss=0.388239 lr=0.000024 Epoch[096] Batch [3199]/[3759] Speed: 117.542698 samples/sec accuracy=89.831543 loss=0.388562 lr=0.000024 Epoch[096] Batch [3249]/[3759] Speed: 129.750890 samples/sec accuracy=89.841827 loss=0.388533 lr=0.000024 Epoch[096] Batch [3299]/[3759] Speed: 120.543602 samples/sec accuracy=89.846591 loss=0.388257 lr=0.000024 Epoch[096] Batch [3349]/[3759] Speed: 125.972297 samples/sec accuracy=89.862873 loss=0.387651 lr=0.000024 Epoch[096] Batch [3399]/[3759] Speed: 111.174959 samples/sec accuracy=89.878217 loss=0.387265 lr=0.000023 Epoch[096] Batch [3449]/[3759] Speed: 141.160207 samples/sec accuracy=89.873188 loss=0.387018 lr=0.000023 Epoch[096] Batch [3499]/[3759] Speed: 115.901379 samples/sec accuracy=89.873214 loss=0.387039 lr=0.000023 Epoch[096] Batch [3549]/[3759] Speed: 126.762526 samples/sec accuracy=89.880282 loss=0.386900 lr=0.000023 Epoch[096] Batch [3599]/[3759] Speed: 124.715871 samples/sec accuracy=89.884549 loss=0.386854 lr=0.000023 Epoch[096] Batch [3649]/[3759] Speed: 121.673383 samples/sec accuracy=89.877140 loss=0.386895 lr=0.000022 Epoch[096] Batch [3699]/[3759] Speed: 122.305314 samples/sec accuracy=89.870355 loss=0.387100 lr=0.000022 Epoch[096] Batch [3749]/[3759] Speed: 143.314171 samples/sec accuracy=89.871250 loss=0.387093 lr=0.000022 Batch [0049]/[0303]: acc-top1=65.281250 acc-top5=85.250000 Batch [0099]/[0303]: acc-top1=65.265625 acc-top5=85.687500 Batch [0149]/[0303]: acc-top1=65.302083 acc-top5=85.781250 Batch [0199]/[0303]: acc-top1=65.171875 acc-top5=85.625000 Batch [0249]/[0303]: acc-top1=65.268750 acc-top5=85.450000 Batch [0299]/[0303]: acc-top1=65.411458 acc-top5=85.494792 [Epoch 096] training: accuracy=89.869729 loss=0.387253 [Epoch 096] speed: 123 samples/sec time cost: 2140.322615 [Epoch 096] validation: acc-top1=65.403259 acc-top5=85.488861 loss=1.966012 Epoch[097] Batch [0049]/[3760] Speed: 92.132642 samples/sec accuracy=89.968750 loss=0.382908 lr=0.000022 Epoch[097] Batch [0099]/[3760] Speed: 136.277244 samples/sec accuracy=89.656250 loss=0.392167 lr=0.000022 Epoch[097] Batch [0149]/[3760] Speed: 112.572469 samples/sec accuracy=89.906250 loss=0.385198 lr=0.000021 Epoch[097] Batch [0199]/[3760] Speed: 117.642758 samples/sec accuracy=89.859375 loss=0.383123 lr=0.000021 Epoch[097] Batch [0249]/[3760] Speed: 128.206449 samples/sec accuracy=89.950000 loss=0.380242 lr=0.000021 Epoch[097] Batch [0299]/[3760] Speed: 121.024457 samples/sec accuracy=90.078125 loss=0.377921 lr=0.000021 Epoch[097] Batch [0349]/[3760] Speed: 128.288147 samples/sec accuracy=90.147321 loss=0.377358 lr=0.000021 Epoch[097] Batch [0399]/[3760] Speed: 119.371841 samples/sec accuracy=90.160156 loss=0.378408 lr=0.000020 Epoch[097] Batch [0449]/[3760] Speed: 121.684906 samples/sec accuracy=90.190972 loss=0.377350 lr=0.000020 Epoch[097] Batch [0499]/[3760] Speed: 136.341753 samples/sec accuracy=90.200000 loss=0.376325 lr=0.000020 Epoch[097] Batch [0549]/[3760] Speed: 114.632470 samples/sec accuracy=90.187500 loss=0.378337 lr=0.000020 Epoch[097] Batch [0599]/[3760] Speed: 130.620634 samples/sec accuracy=90.195312 loss=0.379421 lr=0.000020 Epoch[097] Batch [0649]/[3760] Speed: 117.891144 samples/sec accuracy=90.177885 loss=0.380420 lr=0.000019 Epoch[097] Batch [0699]/[3760] Speed: 130.227884 samples/sec accuracy=90.191964 loss=0.379722 lr=0.000019 Epoch[097] Batch [0749]/[3760] Speed: 116.955455 samples/sec accuracy=90.150000 loss=0.380625 lr=0.000019 Epoch[097] Batch [0799]/[3760] Speed: 134.403900 samples/sec accuracy=90.134766 loss=0.381154 lr=0.000019 Epoch[097] Batch [0849]/[3760] Speed: 117.879510 samples/sec accuracy=90.086397 loss=0.383084 lr=0.000019 Epoch[097] Batch [0899]/[3760] Speed: 127.899937 samples/sec accuracy=90.060764 loss=0.383822 lr=0.000019 Epoch[097] Batch [0949]/[3760] Speed: 120.224200 samples/sec accuracy=90.014803 loss=0.384711 lr=0.000018 Epoch[097] Batch [0999]/[3760] Speed: 127.044596 samples/sec accuracy=89.993750 loss=0.385390 lr=0.000018 Epoch[097] Batch [1049]/[3760] Speed: 118.620135 samples/sec accuracy=89.970238 loss=0.385654 lr=0.000018 Epoch[097] Batch [1099]/[3760] Speed: 125.993882 samples/sec accuracy=89.974432 loss=0.385578 lr=0.000018 Epoch[097] Batch [1149]/[3760] Speed: 119.010929 samples/sec accuracy=89.970109 loss=0.385508 lr=0.000018 Epoch[097] Batch [1199]/[3760] Speed: 128.931788 samples/sec accuracy=89.988281 loss=0.385051 lr=0.000017 Epoch[097] Batch [1249]/[3760] Speed: 119.395358 samples/sec accuracy=89.963750 loss=0.385695 lr=0.000017 Epoch[097] Batch [1299]/[3760] Speed: 126.625207 samples/sec accuracy=89.973558 loss=0.385772 lr=0.000017 Epoch[097] Batch [1349]/[3760] Speed: 116.220359 samples/sec accuracy=89.969907 loss=0.386309 lr=0.000017 Epoch[097] Batch [1399]/[3760] Speed: 135.296692 samples/sec accuracy=89.988839 loss=0.385718 lr=0.000017 Epoch[097] Batch [1449]/[3760] Speed: 114.038999 samples/sec accuracy=89.979526 loss=0.385694 lr=0.000017 Epoch[097] Batch [1499]/[3760] Speed: 133.803730 samples/sec accuracy=89.986458 loss=0.385412 lr=0.000016 Epoch[097] Batch [1549]/[3760] Speed: 118.627791 samples/sec accuracy=89.996976 loss=0.384703 lr=0.000016 Epoch[097] Batch [1599]/[3760] Speed: 127.046563 samples/sec accuracy=89.980469 loss=0.384420 lr=0.000016 Epoch[097] Batch [1649]/[3760] Speed: 122.816332 samples/sec accuracy=89.985795 loss=0.384561 lr=0.000016 Epoch[097] Batch [1699]/[3760] Speed: 128.466784 samples/sec accuracy=89.991728 loss=0.384708 lr=0.000016 Epoch[097] Batch [1749]/[3760] Speed: 115.998581 samples/sec accuracy=89.989286 loss=0.384914 lr=0.000016 Epoch[097] Batch [1799]/[3760] Speed: 135.885504 samples/sec accuracy=89.972222 loss=0.385419 lr=0.000015 Epoch[097] Batch [1849]/[3760] Speed: 113.940841 samples/sec accuracy=89.967061 loss=0.385735 lr=0.000015 Epoch[097] Batch [1899]/[3760] Speed: 138.719239 samples/sec accuracy=89.967105 loss=0.385457 lr=0.000015 Epoch[097] Batch [1949]/[3760] Speed: 111.668660 samples/sec accuracy=89.950321 loss=0.386164 lr=0.000015 Epoch[097] Batch [1999]/[3760] Speed: 132.404351 samples/sec accuracy=89.964844 loss=0.385181 lr=0.000015 Epoch[097] Batch [2049]/[3760] Speed: 120.165213 samples/sec accuracy=89.942835 loss=0.385735 lr=0.000015 Epoch[097] Batch [2099]/[3760] Speed: 120.434576 samples/sec accuracy=89.936756 loss=0.385433 lr=0.000014 Epoch[097] Batch [2149]/[3760] Speed: 128.482282 samples/sec accuracy=89.945494 loss=0.385251 lr=0.000014 Epoch[097] Batch [2199]/[3760] Speed: 117.652489 samples/sec accuracy=89.935369 loss=0.385329 lr=0.000014 Epoch[097] Batch [2249]/[3760] Speed: 131.759328 samples/sec accuracy=89.929167 loss=0.385547 lr=0.000014 Epoch[097] Batch [2299]/[3760] Speed: 113.943408 samples/sec accuracy=89.919158 loss=0.386074 lr=0.000014 Epoch[097] Batch [2349]/[3760] Speed: 132.722477 samples/sec accuracy=89.926197 loss=0.385693 lr=0.000014 Epoch[097] Batch [2399]/[3760] Speed: 115.816964 samples/sec accuracy=89.944010 loss=0.385341 lr=0.000014 Epoch[097] Batch [2449]/[3760] Speed: 128.442425 samples/sec accuracy=89.950255 loss=0.385058 lr=0.000013 Epoch[097] Batch [2499]/[3760] Speed: 121.939796 samples/sec accuracy=89.960625 loss=0.384589 lr=0.000013 Epoch[097] Batch [2549]/[3760] Speed: 124.560715 samples/sec accuracy=89.978554 loss=0.384113 lr=0.000013 Epoch[097] Batch [2599]/[3760] Speed: 125.798785 samples/sec accuracy=89.984976 loss=0.383872 lr=0.000013 Epoch[097] Batch [2649]/[3760] Speed: 117.155273 samples/sec accuracy=89.984080 loss=0.383745 lr=0.000013 Epoch[097] Batch [2699]/[3760] Speed: 131.234863 samples/sec accuracy=89.987269 loss=0.383551 lr=0.000013 Epoch[097] Batch [2749]/[3760] Speed: 113.391437 samples/sec accuracy=89.994886 loss=0.383209 lr=0.000013 Epoch[097] Batch [2799]/[3760] Speed: 136.501516 samples/sec accuracy=89.997768 loss=0.383224 lr=0.000012 Epoch[097] Batch [2849]/[3760] Speed: 118.662836 samples/sec accuracy=89.996711 loss=0.383141 lr=0.000012 Epoch[097] Batch [2899]/[3760] Speed: 131.200822 samples/sec accuracy=89.987069 loss=0.383356 lr=0.000012 Epoch[097] Batch [2949]/[3760] Speed: 116.352913 samples/sec accuracy=89.990996 loss=0.383224 lr=0.000012 Epoch[097] Batch [2999]/[3760] Speed: 127.213181 samples/sec accuracy=90.002083 loss=0.383072 lr=0.000012 Epoch[097] Batch [3049]/[3760] Speed: 125.025183 samples/sec accuracy=89.996926 loss=0.383262 lr=0.000012 Epoch[097] Batch [3099]/[3760] Speed: 123.514240 samples/sec accuracy=89.992440 loss=0.383510 lr=0.000011 Epoch[097] Batch [3149]/[3760] Speed: 120.615322 samples/sec accuracy=90.002976 loss=0.383364 lr=0.000011 Epoch[097] Batch [3199]/[3760] Speed: 125.685848 samples/sec accuracy=89.990723 loss=0.383824 lr=0.000011 Epoch[097] Batch [3249]/[3760] Speed: 118.230604 samples/sec accuracy=89.976923 loss=0.383853 lr=0.000011 Epoch[097] Batch [3299]/[3760] Speed: 136.968541 samples/sec accuracy=89.956913 loss=0.384467 lr=0.000011 Epoch[097] Batch [3349]/[3760] Speed: 116.840982 samples/sec accuracy=89.946828 loss=0.384957 lr=0.000011 Epoch[097] Batch [3399]/[3760] Speed: 124.270540 samples/sec accuracy=89.948989 loss=0.384883 lr=0.000011 Epoch[097] Batch [3449]/[3760] Speed: 122.355528 samples/sec accuracy=89.949275 loss=0.384975 lr=0.000011 Epoch[097] Batch [3499]/[3760] Speed: 125.770580 samples/sec accuracy=89.938839 loss=0.385356 lr=0.000010 Epoch[097] Batch [3549]/[3760] Speed: 120.718753 samples/sec accuracy=89.925176 loss=0.385789 lr=0.000010 Epoch[097] Batch [3599]/[3760] Speed: 124.743052 samples/sec accuracy=89.920139 loss=0.385970 lr=0.000010 Epoch[097] Batch [3649]/[3760] Speed: 122.818540 samples/sec accuracy=89.914384 loss=0.386092 lr=0.000010 Epoch[097] Batch [3699]/[3760] Speed: 129.579218 samples/sec accuracy=89.913851 loss=0.386022 lr=0.000010 Epoch[097] Batch [3749]/[3760] Speed: 137.971625 samples/sec accuracy=89.909583 loss=0.386282 lr=0.000010 Batch [0049]/[0303]: acc-top1=65.375000 acc-top5=85.187500 Batch [0099]/[0303]: acc-top1=65.375000 acc-top5=85.687500 Batch [0149]/[0303]: acc-top1=65.500000 acc-top5=85.750000 Batch [0199]/[0303]: acc-top1=65.390625 acc-top5=85.601562 Batch [0249]/[0303]: acc-top1=65.412500 acc-top5=85.425000 Batch [0299]/[0303]: acc-top1=65.578125 acc-top5=85.458333 [Epoch 097] training: accuracy=89.912317 loss=0.386284 [Epoch 097] speed: 123 samples/sec time cost: 2141.397262 [Epoch 097] validation: acc-top1=65.578589 acc-top5=85.463078 loss=1.950379 Epoch[098] Batch [0049]/[3759] Speed: 90.846171 samples/sec accuracy=89.687500 loss=0.388713 lr=0.000010 Epoch[098] Batch [0099]/[3759] Speed: 125.339223 samples/sec accuracy=90.093750 loss=0.380772 lr=0.000009 Epoch[098] Batch [0149]/[3759] Speed: 123.832097 samples/sec accuracy=90.270833 loss=0.381763 lr=0.000009 Epoch[098] Batch [0199]/[3759] Speed: 120.491173 samples/sec accuracy=90.375000 loss=0.377009 lr=0.000009 Epoch[098] Batch [0249]/[3759] Speed: 124.077687 samples/sec accuracy=90.168750 loss=0.380175 lr=0.000009 Epoch[098] Batch [0299]/[3759] Speed: 127.732947 samples/sec accuracy=90.250000 loss=0.379098 lr=0.000009 Epoch[098] Batch [0349]/[3759] Speed: 120.150149 samples/sec accuracy=90.348214 loss=0.376771 lr=0.000009 Epoch[098] Batch [0399]/[3759] Speed: 124.152057 samples/sec accuracy=90.390625 loss=0.374111 lr=0.000009 Epoch[098] Batch [0449]/[3759] Speed: 123.572940 samples/sec accuracy=90.326389 loss=0.376895 lr=0.000009 Epoch[098] Batch [0499]/[3759] Speed: 130.494044 samples/sec accuracy=90.200000 loss=0.378808 lr=0.000008 Epoch[098] Batch [0549]/[3759] Speed: 114.383220 samples/sec accuracy=90.113636 loss=0.380246 lr=0.000008 Epoch[098] Batch [0599]/[3759] Speed: 136.414523 samples/sec accuracy=90.171875 loss=0.378616 lr=0.000008 Epoch[098] Batch [0649]/[3759] Speed: 114.638592 samples/sec accuracy=90.122596 loss=0.380533 lr=0.000008 Epoch[098] Batch [0699]/[3759] Speed: 128.123889 samples/sec accuracy=90.149554 loss=0.380082 lr=0.000008 Epoch[098] Batch [0749]/[3759] Speed: 119.904904 samples/sec accuracy=90.127083 loss=0.379706 lr=0.000008 Epoch[098] Batch [0799]/[3759] Speed: 128.462463 samples/sec accuracy=90.144531 loss=0.379320 lr=0.000008 Epoch[098] Batch [0849]/[3759] Speed: 118.170843 samples/sec accuracy=90.106618 loss=0.380548 lr=0.000008 Epoch[098] Batch [0899]/[3759] Speed: 133.598979 samples/sec accuracy=90.154514 loss=0.380049 lr=0.000007 Epoch[098] Batch [0949]/[3759] Speed: 115.079831 samples/sec accuracy=90.144737 loss=0.379635 lr=0.000007 Epoch[098] Batch [0999]/[3759] Speed: 131.996879 samples/sec accuracy=90.150000 loss=0.380335 lr=0.000007 Epoch[098] Batch [1049]/[3759] Speed: 114.786767 samples/sec accuracy=90.133929 loss=0.380380 lr=0.000007 Epoch[098] Batch [1099]/[3759] Speed: 131.255736 samples/sec accuracy=90.103693 loss=0.381470 lr=0.000007 Epoch[098] Batch [1149]/[3759] Speed: 117.595887 samples/sec accuracy=90.057065 loss=0.382835 lr=0.000007 Epoch[098] Batch [1199]/[3759] Speed: 121.391929 samples/sec accuracy=90.055990 loss=0.383296 lr=0.000007 Epoch[098] Batch [1249]/[3759] Speed: 122.490999 samples/sec accuracy=90.063750 loss=0.382516 lr=0.000007 Epoch[098] Batch [1299]/[3759] Speed: 130.148843 samples/sec accuracy=90.048077 loss=0.382882 lr=0.000007 Epoch[098] Batch [1349]/[3759] Speed: 115.084697 samples/sec accuracy=90.042824 loss=0.382848 lr=0.000007 Epoch[098] Batch [1399]/[3759] Speed: 131.780178 samples/sec accuracy=90.025670 loss=0.383238 lr=0.000006 Epoch[098] Batch [1449]/[3759] Speed: 122.457662 samples/sec accuracy=90.009698 loss=0.383582 lr=0.000006 Epoch[098] Batch [1499]/[3759] Speed: 122.073209 samples/sec accuracy=90.009375 loss=0.383668 lr=0.000006 Epoch[098] Batch [1549]/[3759] Speed: 126.288324 samples/sec accuracy=90.017137 loss=0.384030 lr=0.000006 Epoch[098] Batch [1599]/[3759] Speed: 119.355449 samples/sec accuracy=90.000000 loss=0.384201 lr=0.000006 Epoch[098] Batch [1649]/[3759] Speed: 124.346728 samples/sec accuracy=90.007576 loss=0.383525 lr=0.000006 Epoch[098] Batch [1699]/[3759] Speed: 120.888211 samples/sec accuracy=90.008272 loss=0.383194 lr=0.000006 Epoch[098] Batch [1749]/[3759] Speed: 126.790077 samples/sec accuracy=89.984821 loss=0.383998 lr=0.000006 Epoch[098] Batch [1799]/[3759] Speed: 117.714895 samples/sec accuracy=89.990451 loss=0.383731 lr=0.000006 Epoch[098] Batch [1849]/[3759] Speed: 131.617488 samples/sec accuracy=89.980574 loss=0.384259 lr=0.000005 Epoch[098] Batch [1899]/[3759] Speed: 117.139209 samples/sec accuracy=89.963816 loss=0.384706 lr=0.000005 Epoch[098] Batch [1949]/[3759] Speed: 127.770956 samples/sec accuracy=89.963942 loss=0.385247 lr=0.000005 Epoch[098] Batch [1999]/[3759] Speed: 122.012592 samples/sec accuracy=89.971094 loss=0.384550 lr=0.000005 Epoch[098] Batch [2049]/[3759] Speed: 122.675875 samples/sec accuracy=89.969512 loss=0.384362 lr=0.000005 Epoch[098] Batch [2099]/[3759] Speed: 132.536311 samples/sec accuracy=89.986607 loss=0.384220 lr=0.000005 Epoch[098] Batch [2149]/[3759] Speed: 112.225355 samples/sec accuracy=89.970203 loss=0.384747 lr=0.000005 Epoch[098] Batch [2199]/[3759] Speed: 137.173944 samples/sec accuracy=89.975142 loss=0.385101 lr=0.000005 Epoch[098] Batch [2249]/[3759] Speed: 113.415048 samples/sec accuracy=89.965972 loss=0.385522 lr=0.000005 Epoch[098] Batch [2299]/[3759] Speed: 134.227484 samples/sec accuracy=89.945652 loss=0.386057 lr=0.000005 Epoch[098] Batch [2349]/[3759] Speed: 117.021487 samples/sec accuracy=89.931516 loss=0.386535 lr=0.000005 Epoch[098] Batch [2399]/[3759] Speed: 128.845243 samples/sec accuracy=89.918620 loss=0.386915 lr=0.000004 Epoch[098] Batch [2449]/[3759] Speed: 120.259864 samples/sec accuracy=89.926020 loss=0.386345 lr=0.000004 Epoch[098] Batch [2499]/[3759] Speed: 127.928796 samples/sec accuracy=89.910000 loss=0.386634 lr=0.000004 Epoch[098] Batch [2549]/[3759] Speed: 118.601927 samples/sec accuracy=89.904412 loss=0.386515 lr=0.000004 Epoch[098] Batch [2599]/[3759] Speed: 123.894145 samples/sec accuracy=89.899639 loss=0.386576 lr=0.000004 Epoch[098] Batch [2649]/[3759] Speed: 127.263645 samples/sec accuracy=89.913325 loss=0.386030 lr=0.000004 Epoch[098] Batch [2699]/[3759] Speed: 120.808431 samples/sec accuracy=89.910880 loss=0.386221 lr=0.000004 Epoch[098] Batch [2749]/[3759] Speed: 132.659366 samples/sec accuracy=89.910227 loss=0.385959 lr=0.000004 Epoch[098] Batch [2799]/[3759] Speed: 116.066018 samples/sec accuracy=89.900670 loss=0.385906 lr=0.000004 Epoch[098] Batch [2849]/[3759] Speed: 131.731522 samples/sec accuracy=89.899671 loss=0.385966 lr=0.000004 Epoch[098] Batch [2899]/[3759] Speed: 112.357647 samples/sec accuracy=89.889547 loss=0.385630 lr=0.000004 Epoch[098] Batch [2949]/[3759] Speed: 139.644425 samples/sec accuracy=89.895127 loss=0.385307 lr=0.000004 Epoch[098] Batch [2999]/[3759] Speed: 115.171813 samples/sec accuracy=89.897396 loss=0.385251 lr=0.000003 Epoch[098] Batch [3049]/[3759] Speed: 129.258884 samples/sec accuracy=89.894467 loss=0.385553 lr=0.000003 Epoch[098] Batch [3099]/[3759] Speed: 118.047944 samples/sec accuracy=89.883065 loss=0.385654 lr=0.000003 Epoch[098] Batch [3149]/[3759] Speed: 127.614570 samples/sec accuracy=89.868056 loss=0.386111 lr=0.000003 Epoch[098] Batch [3199]/[3759] Speed: 119.625141 samples/sec accuracy=89.869629 loss=0.386296 lr=0.000003 Epoch[098] Batch [3249]/[3759] Speed: 131.394920 samples/sec accuracy=89.869712 loss=0.386236 lr=0.000003 Epoch[098] Batch [3299]/[3759] Speed: 118.874662 samples/sec accuracy=89.867898 loss=0.386399 lr=0.000003 Epoch[098] Batch [3349]/[3759] Speed: 122.648243 samples/sec accuracy=89.866604 loss=0.386463 lr=0.000003 Epoch[098] Batch [3399]/[3759] Speed: 125.271073 samples/sec accuracy=89.876379 loss=0.386417 lr=0.000003 Epoch[098] Batch [3449]/[3759] Speed: 126.404695 samples/sec accuracy=89.874547 loss=0.386710 lr=0.000003 Epoch[098] Batch [3499]/[3759] Speed: 121.860328 samples/sec accuracy=89.874107 loss=0.386632 lr=0.000003 Epoch[098] Batch [3549]/[3759] Speed: 119.178499 samples/sec accuracy=89.881602 loss=0.386419 lr=0.000003 Epoch[098] Batch [3599]/[3759] Speed: 121.501477 samples/sec accuracy=89.888455 loss=0.386212 lr=0.000003 Epoch[098] Batch [3649]/[3759] Speed: 122.823159 samples/sec accuracy=89.886986 loss=0.386176 lr=0.000003 Epoch[098] Batch [3699]/[3759] Speed: 131.469550 samples/sec accuracy=89.896537 loss=0.385968 lr=0.000002 Epoch[098] Batch [3749]/[3759] Speed: 136.221069 samples/sec accuracy=89.901250 loss=0.385800 lr=0.000002 Batch [0049]/[0303]: acc-top1=65.125000 acc-top5=85.312500 Batch [0099]/[0303]: acc-top1=65.140625 acc-top5=85.671875 Batch [0149]/[0303]: acc-top1=65.218750 acc-top5=85.614583 Batch [0199]/[0303]: acc-top1=65.156250 acc-top5=85.523438 Batch [0249]/[0303]: acc-top1=65.181250 acc-top5=85.362500 Batch [0299]/[0303]: acc-top1=65.296875 acc-top5=85.390625 [Epoch 098] training: accuracy=89.894254 loss=0.385933 [Epoch 098] speed: 123 samples/sec time cost: 2142.914606 [Epoch 098] validation: acc-top1=65.315594 acc-top5=85.401196 loss=1.950956 Epoch[099] Batch [0049]/[3760] Speed: 89.841066 samples/sec accuracy=89.250000 loss=0.402875 lr=0.000002 Epoch[099] Batch [0099]/[3760] Speed: 124.804550 samples/sec accuracy=89.718750 loss=0.389144 lr=0.000002 Epoch[099] Batch [0149]/[3760] Speed: 120.840698 samples/sec accuracy=89.739583 loss=0.391444 lr=0.000002 Epoch[099] Batch [0199]/[3760] Speed: 124.232255 samples/sec accuracy=89.742188 loss=0.392593 lr=0.000002 Epoch[099] Batch [0249]/[3760] Speed: 121.044270 samples/sec accuracy=89.606250 loss=0.396625 lr=0.000002 Epoch[099] Batch [0299]/[3760] Speed: 129.377900 samples/sec accuracy=89.729167 loss=0.394966 lr=0.000002 Epoch[099] Batch [0349]/[3760] Speed: 119.118663 samples/sec accuracy=89.687500 loss=0.397735 lr=0.000002 Epoch[099] Batch [0399]/[3760] Speed: 126.369722 samples/sec accuracy=89.773438 loss=0.395255 lr=0.000002 Epoch[099] Batch [0449]/[3760] Speed: 119.501254 samples/sec accuracy=89.829861 loss=0.393077 lr=0.000002 Epoch[099] Batch [0499]/[3760] Speed: 118.563963 samples/sec accuracy=89.865625 loss=0.392234 lr=0.000002 Epoch[099] Batch [0549]/[3760] Speed: 133.085074 samples/sec accuracy=89.863636 loss=0.391468 lr=0.000002 Epoch[099] Batch [0599]/[3760] Speed: 123.608542 samples/sec accuracy=89.903646 loss=0.390258 lr=0.000002 Epoch[099] Batch [0649]/[3760] Speed: 125.412365 samples/sec accuracy=89.899038 loss=0.390867 lr=0.000002 Epoch[099] Batch [0699]/[3760] Speed: 120.324349 samples/sec accuracy=89.930804 loss=0.389917 lr=0.000002 Epoch[099] Batch [0749]/[3760] Speed: 132.110776 samples/sec accuracy=89.950000 loss=0.387973 lr=0.000002 Epoch[099] Batch [0799]/[3760] Speed: 123.806301 samples/sec accuracy=89.935547 loss=0.387885 lr=0.000001 Epoch[099] Batch [0849]/[3760] Speed: 120.128224 samples/sec accuracy=89.943015 loss=0.387515 lr=0.000001 Epoch[099] Batch [0899]/[3760] Speed: 125.605161 samples/sec accuracy=89.930556 loss=0.388139 lr=0.000001 Epoch[099] Batch [0949]/[3760] Speed: 122.765016 samples/sec accuracy=89.907895 loss=0.388735 lr=0.000001 Epoch[099] Batch [0999]/[3760] Speed: 123.771338 samples/sec accuracy=89.903125 loss=0.389301 lr=0.000001 Epoch[099] Batch [1049]/[3760] Speed: 119.646978 samples/sec accuracy=89.883929 loss=0.389811 lr=0.000001 Epoch[099] Batch [1099]/[3760] Speed: 123.352033 samples/sec accuracy=89.872159 loss=0.390157 lr=0.000001 Epoch[099] Batch [1149]/[3760] Speed: 120.185343 samples/sec accuracy=89.875000 loss=0.390169 lr=0.000001 Epoch[099] Batch [1199]/[3760] Speed: 128.092093 samples/sec accuracy=89.880208 loss=0.389979 lr=0.000001 Epoch[099] Batch [1249]/[3760] Speed: 119.105169 samples/sec accuracy=89.898750 loss=0.388801 lr=0.000001 Epoch[099] Batch [1299]/[3760] Speed: 131.620079 samples/sec accuracy=89.907452 loss=0.389167 lr=0.000001 Epoch[099] Batch [1349]/[3760] Speed: 117.427169 samples/sec accuracy=89.922454 loss=0.388328 lr=0.000001 Epoch[099] Batch [1399]/[3760] Speed: 129.066483 samples/sec accuracy=89.907366 loss=0.388774 lr=0.000001 Epoch[099] Batch [1449]/[3760] Speed: 118.920792 samples/sec accuracy=89.896552 loss=0.388717 lr=0.000001 Epoch[099] Batch [1499]/[3760] Speed: 135.801207 samples/sec accuracy=89.855208 loss=0.389672 lr=0.000001 Epoch[099] Batch [1549]/[3760] Speed: 115.428949 samples/sec accuracy=89.832661 loss=0.390039 lr=0.000001 Epoch[099] Batch [1599]/[3760] Speed: 122.971494 samples/sec accuracy=89.833984 loss=0.389822 lr=0.000001 Epoch[099] Batch [1649]/[3760] Speed: 122.585148 samples/sec accuracy=89.806818 loss=0.390380 lr=0.000001 Epoch[099] Batch [1699]/[3760] Speed: 125.367706 samples/sec accuracy=89.786765 loss=0.391370 lr=0.000001 Epoch[099] Batch [1749]/[3760] Speed: 124.145784 samples/sec accuracy=89.809821 loss=0.390947 lr=0.000001 Epoch[099] Batch [1799]/[3760] Speed: 119.631948 samples/sec accuracy=89.813368 loss=0.390936 lr=0.000001 Epoch[099] Batch [1849]/[3760] Speed: 128.629917 samples/sec accuracy=89.815034 loss=0.390606 lr=0.000001 Epoch[099] Batch [1899]/[3760] Speed: 126.121790 samples/sec accuracy=89.805921 loss=0.391135 lr=0.000001 Epoch[099] Batch [1949]/[3760] Speed: 118.919474 samples/sec accuracy=89.807692 loss=0.390988 lr=0.000001 Epoch[099] Batch [1999]/[3760] Speed: 127.668225 samples/sec accuracy=89.805469 loss=0.391258 lr=0.000001 Epoch[099] Batch [2049]/[3760] Speed: 118.757360 samples/sec accuracy=89.826982 loss=0.390145 lr=0.000000 Epoch[099] Batch [2099]/[3760] Speed: 128.250696 samples/sec accuracy=89.823661 loss=0.390223 lr=0.000000 Epoch[099] Batch [2149]/[3760] Speed: 116.009259 samples/sec accuracy=89.827762 loss=0.390191 lr=0.000000 Epoch[099] Batch [2199]/[3760] Speed: 134.152050 samples/sec accuracy=89.840199 loss=0.389822 lr=0.000000 Epoch[099] Batch [2249]/[3760] Speed: 115.833059 samples/sec accuracy=89.839583 loss=0.390171 lr=0.000000 Epoch[099] Batch [2299]/[3760] Speed: 133.866830 samples/sec accuracy=89.847826 loss=0.389943 lr=0.000000 Epoch[099] Batch [2349]/[3760] Speed: 118.199758 samples/sec accuracy=89.861037 loss=0.389139 lr=0.000000 Epoch[099] Batch [2399]/[3760] Speed: 129.785856 samples/sec accuracy=89.856120 loss=0.389283 lr=0.000000 Epoch[099] Batch [2449]/[3760] Speed: 117.444652 samples/sec accuracy=89.853954 loss=0.389727 lr=0.000000 Epoch[099] Batch [2499]/[3760] Speed: 133.199175 samples/sec accuracy=89.853125 loss=0.389546 lr=0.000000 Epoch[099] Batch [2549]/[3760] Speed: 117.476839 samples/sec accuracy=89.854167 loss=0.389433 lr=0.000000 Epoch[099] Batch [2599]/[3760] Speed: 130.572293 samples/sec accuracy=89.856971 loss=0.389497 lr=0.000000 Epoch[099] Batch [2649]/[3760] Speed: 117.967146 samples/sec accuracy=89.849646 loss=0.389560 lr=0.000000 Epoch[099] Batch [2699]/[3760] Speed: 127.207192 samples/sec accuracy=89.850694 loss=0.389156 lr=0.000000 Epoch[099] Batch [2749]/[3760] Speed: 118.665572 samples/sec accuracy=89.861932 loss=0.388957 lr=0.000000 Epoch[099] Batch [2799]/[3760] Speed: 124.786086 samples/sec accuracy=89.861607 loss=0.388948 lr=0.000000 Epoch[099] Batch [2849]/[3760] Speed: 126.930942 samples/sec accuracy=89.881579 loss=0.388275 lr=0.000000 Epoch[099] Batch [2899]/[3760] Speed: 125.499729 samples/sec accuracy=89.894935 loss=0.387690 lr=0.000000 Epoch[099] Batch [2949]/[3760] Speed: 120.857818 samples/sec accuracy=89.885064 loss=0.388000 lr=0.000000 Epoch[099] Batch [2999]/[3760] Speed: 125.276028 samples/sec accuracy=89.891146 loss=0.388114 lr=0.000000 Epoch[099] Batch [3049]/[3760] Speed: 122.898640 samples/sec accuracy=89.891906 loss=0.387877 lr=0.000000 Epoch[099] Batch [3099]/[3760] Speed: 119.524721 samples/sec accuracy=89.890625 loss=0.387872 lr=0.000000 Epoch[099] Batch [3149]/[3760] Speed: 128.771783 samples/sec accuracy=89.910714 loss=0.387489 lr=0.000000 Epoch[099] Batch [3199]/[3760] Speed: 119.681271 samples/sec accuracy=89.909180 loss=0.387487 lr=0.000000 Epoch[099] Batch [3249]/[3760] Speed: 117.083738 samples/sec accuracy=89.917788 loss=0.386945 lr=0.000000 Epoch[099] Batch [3299]/[3760] Speed: 131.606771 samples/sec accuracy=89.920455 loss=0.387005 lr=0.000000 Epoch[099] Batch [3349]/[3760] Speed: 118.265397 samples/sec accuracy=89.920243 loss=0.386721 lr=0.000000 Epoch[099] Batch [3399]/[3760] Speed: 126.446266 samples/sec accuracy=89.912684 loss=0.386657 lr=0.000000 Epoch[099] Batch [3449]/[3760] Speed: 121.171221 samples/sec accuracy=89.914855 loss=0.386668 lr=0.000000 Epoch[099] Batch [3499]/[3760] Speed: 129.862239 samples/sec accuracy=89.918750 loss=0.386770 lr=0.000000 Epoch[099] Batch [3549]/[3760] Speed: 119.514421 samples/sec accuracy=89.932658 loss=0.386214 lr=0.000000 Epoch[099] Batch [3599]/[3760] Speed: 128.714922 samples/sec accuracy=89.928385 loss=0.386287 lr=0.000000 Epoch[099] Batch [3649]/[3760] Speed: 115.489466 samples/sec accuracy=89.943921 loss=0.385893 lr=0.000000 Epoch[099] Batch [3699]/[3760] Speed: 133.773909 samples/sec accuracy=89.952280 loss=0.385465 lr=0.000000 Epoch[099] Batch [3749]/[3760] Speed: 135.027034 samples/sec accuracy=89.940000 loss=0.385607 lr=0.000000 Batch [0049]/[0303]: acc-top1=65.000000 acc-top5=85.406250 Batch [0099]/[0303]: acc-top1=65.281250 acc-top5=85.937500 Batch [0149]/[0303]: acc-top1=65.343750 acc-top5=85.833333 Batch [0199]/[0303]: acc-top1=65.242188 acc-top5=85.632812 Batch [0249]/[0303]: acc-top1=65.300000 acc-top5=85.468750 Batch [0299]/[0303]: acc-top1=65.354167 acc-top5=85.536458 [Epoch 099] training: accuracy=89.933511 loss=0.385743 [Epoch 099] speed: 123 samples/sec time cost: 2142.587892 [Epoch 099] validation: acc-top1=65.356848 acc-top5=85.524959 loss=1.951459