Namespace(batch_size=32, data_dir='~/.mxnet/datasets/coco', dtype='float32', input_size='256,192', last_gamma=False, log_interval=100, logging_file='simple_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='simple_pose_resnet18_v1b', no_wd=False, num_epochs=140, num_gpus=8, num_joints=17, num_workers=60, save_dir='params_simple_pose_resnet18_v1b', save_frequency=1, std='0.229,0.224,0.225', use_pretrained=False, use_pretrained_base=True, warmup_epochs=0, warmup_lr=0.0, wd=0.0) Namespace(batch_size=32, data_dir='~/.mxnet/datasets/coco', dtype='float32', input_size='256,192', last_gamma=False, log_interval=100, logging_file='simple_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='simple_pose_resnet18_v1b', no_wd=False, num_epochs=140, num_gpus=8, num_joints=17, num_workers=60, save_dir='params_simple_pose_resnet18_v1b', save_frequency=1, 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: 795.543164 samples/sec loss=0.001322 lr=0.001000 heatmap_accuracy=0.010 Epoch[0] Batch [199] Speed: 1342.606327 samples/sec loss=0.001260 lr=0.001000 heatmap_accuracy=0.041 Epoch[0] Batch [299] Speed: 1353.488178 samples/sec loss=0.001200 lr=0.001000 heatmap_accuracy=0.093 Epoch[0] Batch [399] Speed: 1372.071493 samples/sec loss=0.001134 lr=0.001000 heatmap_accuracy=0.157 Epoch[0] Batch [499] Speed: 1315.205216 samples/sec loss=0.001073 lr=0.001000 heatmap_accuracy=0.219 Epoch[0] Speed: 1179 samples/sec over 126 secs loss=0.001029 Epoch[1] Batch [99] Speed: 942.113049 samples/sec loss=0.000735 lr=0.001000 heatmap_accuracy=0.553 Epoch[1] Batch [199] Speed: 1347.612200 samples/sec loss=0.000719 lr=0.001000 heatmap_accuracy=0.567 Epoch[1] Batch [299] Speed: 1348.557271 samples/sec 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