Namespace(batch_size=32, data_dir='~/.mxnet/datasets/coco', dtype='float32', input_size='256,192', last_gamma=False, log_interval=100, logging_file='mobile_pose_resnet18_v1b.log', lr=0.001, lr_decay=0.1, lr_decay_epoch='90,120', lr_decay_period=0, lr_mode='step', mean='0.485,0.456,0.406', mode='hybrid', model='mobile_pose_resnet18_v1b', no_wd=False, num_epochs=140, num_gpus=8, num_joints=17, num_workers=60, save_dir='params_mobile_pose_resnet18_v1b', save_frequency=1, sigma=2, std='0.229,0.224,0.225', use_pretrained=False, use_pretrained_base=True, warmup_epochs=0, warmup_lr=0.0, wd=0.0) Epoch[0] Batch [99] Speed: 821.198394 samples/sec loss=0.001086 lr=0.001000 heatmap_accuracy=0.192 Epoch[0] Batch [199] Speed: 1333.084428 samples/sec loss=0.000980 lr=0.001000 heatmap_accuracy=0.298 Epoch[0] Batch [299] Speed: 1286.071526 samples/sec loss=0.000919 lr=0.001000 heatmap_accuracy=0.363 Epoch[0] Batch [399] Speed: 1315.947615 samples/sec loss=0.000876 lr=0.001000 heatmap_accuracy=0.406 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