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_mobilenetv3_small.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_mobilenetv3_small', no_wd=False, num_epochs=140, num_gpus=8, num_joints=17, num_workers=60, save_dir='params_mobile_pose_mobilenetv3_small', 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: 704.934927 samples/sec loss=0.001114 lr=0.001000 heatmap_accuracy=0.159 Epoch[0] Batch [199] Speed: 1084.079935 samples/sec loss=0.001028 lr=0.001000 heatmap_accuracy=0.250 Epoch[0] Batch [299] Speed: 1078.144773 samples/sec loss=0.000975 lr=0.001000 heatmap_accuracy=0.305 Epoch[0] Batch [399] Speed: 1155.092642 samples/sec loss=0.000939 lr=0.001000 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