Namespace(batch_size=32, data_dir='~/.mxnet/datasets/coco', dtype='float32', input_size='384,288', last_gamma=False, log_interval=100, logging_file='simple_pose_resnet152_v1d_384_288.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_resnet152_v1d', no_wd=False, num_epochs=140, num_gpus=8, num_joints=17, num_workers=60, save_dir='params_simple_pose_resnet152_v1d_384_288', save_frequency=1, sigma=3.0, 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: 200.989580 samples/sec loss=0.001330 lr=0.001000 heatmap_accuracy=0.006 Epoch[0] Batch [199] Speed: 314.109242 samples/sec loss=0.001288 lr=0.001000 heatmap_accuracy=0.021 Epoch[0] Batch [299] Speed: 314.678886 samples/sec loss=0.001243 lr=0.001000 heatmap_accuracy=0.056 Epoch[0] Batch [399] Speed: 314.111782 samples/sec loss=0.001193 lr=0.001000 heatmap_accuracy=0.102 Epoch[0] Batch [499] Speed: 316.204823 samples/sec loss=0.001131 lr=0.001000 heatmap_accuracy=0.164 Epoch[0] Speed: 287 samples/sec over 520 secs loss=0.001078 Epoch[1] Batch [99] Speed: 240.294361 samples/sec loss=0.000695 lr=0.001000 heatmap_accuracy=0.589 Epoch[1] Batch [199] Speed: 312.947980 samples/sec loss=0.000670 lr=0.001000 heatmap_accuracy=0.608 Epoch[1] Batch [299] Speed: 313.018743 samples/sec loss=0.000649 lr=0.001000 heatmap_accuracy=0.625 Epoch[1] Batch [399] Speed: 313.204018 samples/sec loss=0.000635 lr=0.001000 heatmap_accuracy=0.636 Epoch[1] Batch [499] Speed: 316.169605 samples/sec loss=0.000620 lr=0.001000 heatmap_accuracy=0.647 Epoch[1] Speed: 298 samples/sec over 500 secs loss=0.000611 Epoch[2] Batch [99] Speed: 238.359229 samples/sec loss=0.000541 lr=0.001000 heatmap_accuracy=0.706 Epoch[2] Batch [199] Speed: 314.932849 samples/sec loss=0.000535 lr=0.001000 heatmap_accuracy=0.710 Epoch[2] Batch [299] Speed: 313.831205 samples/sec loss=0.000531 lr=0.001000 heatmap_accuracy=0.713 Epoch[2] Batch [399] Speed: 314.342900 samples/sec loss=0.000527 lr=0.001000 heatmap_accuracy=0.716 Epoch[2] Batch [499] Speed: 316.477777 samples/sec loss=0.000523 lr=0.001000 heatmap_accuracy=0.719 Epoch[2] Speed: 298 samples/sec over 500 secs loss=0.000520 Epoch[3] Batch [99] Speed: 238.359842 samples/sec loss=0.000495 lr=0.001000 heatmap_accuracy=0.739 Epoch[3] Batch [199] Speed: 313.766311 samples/sec loss=0.000492 lr=0.001000 heatmap_accuracy=0.739 Epoch[3] Batch [299] Speed: 313.115954 samples/sec loss=0.000488 lr=0.001000 heatmap_accuracy=0.742 Epoch[3] Batch [399] Speed: 313.207240 samples/sec loss=0.000485 lr=0.001000 heatmap_accuracy=0.744 Epoch[3] Batch [499] Speed: 316.373529 samples/sec loss=0.000483 lr=0.001000 heatmap_accuracy=0.746 Epoch[3] Speed: 298 samples/sec over 501 secs loss=0.000481 Epoch[4] Batch [99] Speed: 240.739531 samples/sec loss=0.000466 lr=0.001000 heatmap_accuracy=0.757 Epoch[4] Batch [199] Speed: 314.167508 samples/sec loss=0.000466 lr=0.001000 heatmap_accuracy=0.756 Epoch[4] Batch [299] Speed: 313.927982 samples/sec loss=0.000464 lr=0.001000 heatmap_accuracy=0.757 Epoch[4] Batch [399] Speed: 313.730016 samples/sec loss=0.000463 lr=0.001000 heatmap_accuracy=0.759 Epoch[4] Batch [499] Speed: 305.358932 samples/sec loss=0.000461 lr=0.001000 heatmap_accuracy=0.760 Epoch[4] Speed: 297 samples/sec over 502 secs loss=0.000459 Epoch[5] Batch [99] Speed: 239.073797 samples/sec loss=0.000444 lr=0.001000 heatmap_accuracy=0.773 Epoch[5] Batch [199] Speed: 313.740673 samples/sec loss=0.000443 lr=0.001000 heatmap_accuracy=0.774 Epoch[5] Batch [299] Speed: 314.197514 samples/sec loss=0.000442 lr=0.001000 heatmap_accuracy=0.773 Epoch[5] Batch [399] Speed: 313.754786 samples/sec loss=0.000442 lr=0.001000 heatmap_accuracy=0.773 Epoch[5] Batch [499] Speed: 316.289861 samples/sec loss=0.000441 lr=0.001000 heatmap_accuracy=0.774 Epoch[5] Speed: 298 samples/sec over 500 secs loss=0.000441 Epoch[6] Batch [99] Speed: 239.519733 samples/sec loss=0.000426 lr=0.001000 heatmap_accuracy=0.784 Epoch[6] Batch [199] Speed: 314.118388 samples/sec loss=0.000429 lr=0.001000 heatmap_accuracy=0.781 Epoch[6] Batch [299] Speed: 314.188931 samples/sec loss=0.000429 lr=0.001000 heatmap_accuracy=0.782 Epoch[6] Batch [399] Speed: 313.834679 samples/sec loss=0.000429 lr=0.001000 heatmap_accuracy=0.781 Epoch[6] Batch [499] Speed: 315.894395 samples/sec loss=0.000427 lr=0.001000 heatmap_accuracy=0.783 Epoch[6] Speed: 298 samples/sec over 500 secs loss=0.000427 Epoch[7] Batch [99] Speed: 238.660510 samples/sec loss=0.000417 lr=0.001000 heatmap_accuracy=0.787 Epoch[7] Batch [199] Speed: 314.587074 samples/sec loss=0.000418 lr=0.001000 heatmap_accuracy=0.788 Epoch[7] Batch [299] Speed: 313.803977 samples/sec loss=0.000418 lr=0.001000 heatmap_accuracy=0.789 Epoch[7] Batch [399] Speed: 314.128240 samples/sec loss=0.000419 lr=0.001000 heatmap_accuracy=0.789 Epoch[7] Batch [499] Speed: 315.634655 samples/sec loss=0.000419 lr=0.001000 heatmap_accuracy=0.789 Epoch[7] Speed: 298 samples/sec over 500 secs loss=0.000419 Epoch[8] Batch [99] Speed: 240.179197 samples/sec loss=0.000410 lr=0.001000 heatmap_accuracy=0.795 Epoch[8] Batch [199] Speed: 313.632185 samples/sec loss=0.000409 lr=0.001000 heatmap_accuracy=0.795 Epoch[8] Batch [299] Speed: 313.899254 samples/sec loss=0.000410 lr=0.001000 heatmap_accuracy=0.795 Epoch[8] Batch [399] Speed: 313.454195 samples/sec loss=0.000409 lr=0.001000 heatmap_accuracy=0.795 Epoch[8] Batch [499] Speed: 315.864364 samples/sec loss=0.000408 lr=0.001000 heatmap_accuracy=0.796 Epoch[8] Speed: 298 samples/sec over 500 secs loss=0.000407 Epoch[9] Batch [99] Speed: 239.169099 samples/sec loss=0.000397 lr=0.001000 heatmap_accuracy=0.803 Epoch[9] Batch [199] Speed: 314.416687 samples/sec loss=0.000401 lr=0.001000 heatmap_accuracy=0.801 Epoch[9] Batch [299] Speed: 313.627478 samples/sec loss=0.000401 lr=0.001000 heatmap_accuracy=0.801 Epoch[9] Batch [399] Speed: 313.751744 samples/sec loss=0.000402 lr=0.001000 heatmap_accuracy=0.801 Epoch[9] Batch [499] Speed: 316.102445 samples/sec loss=0.000402 lr=0.001000 heatmap_accuracy=0.801 Epoch[9] Speed: 298 samples/sec over 500 secs loss=0.000401 Epoch[10] Batch [99] Speed: 237.734844 samples/sec loss=0.000393 lr=0.001000 heatmap_accuracy=0.806 Epoch[10] Batch [199] Speed: 314.045821 samples/sec loss=0.000394 lr=0.001000 heatmap_accuracy=0.806 Epoch[10] Batch [299] Speed: 313.739666 samples/sec loss=0.000394 lr=0.001000 heatmap_accuracy=0.806 Epoch[10] Batch [399] Speed: 313.797610 samples/sec loss=0.000395 lr=0.001000 heatmap_accuracy=0.806 Epoch[10] Batch [499] Speed: 316.119047 samples/sec loss=0.000395 lr=0.001000 heatmap_accuracy=0.805 Epoch[10] Speed: 298 samples/sec over 501 secs loss=0.000395 Epoch[11] Batch [99] Speed: 239.626983 samples/sec loss=0.000388 lr=0.001000 heatmap_accuracy=0.812 Epoch[11] Batch [199] Speed: 313.513066 samples/sec loss=0.000390 lr=0.001000 heatmap_accuracy=0.810 Epoch[11] Batch [299] Speed: 313.599428 samples/sec loss=0.000389 lr=0.001000 heatmap_accuracy=0.809 Epoch[11] Batch [399] Speed: 314.072576 samples/sec loss=0.000388 lr=0.001000 heatmap_accuracy=0.810 Epoch[11] Batch [499] Speed: 315.675304 samples/sec loss=0.000388 lr=0.001000 heatmap_accuracy=0.809 Epoch[11] Speed: 298 samples/sec over 500 secs loss=0.000388 Epoch[12] Batch [99] Speed: 239.367904 samples/sec loss=0.000386 lr=0.001000 heatmap_accuracy=0.812 Epoch[12] Batch [199] Speed: 314.062846 samples/sec loss=0.000385 lr=0.001000 heatmap_accuracy=0.812 Epoch[12] Batch [299] Speed: 313.715698 samples/sec loss=0.000384 lr=0.001000 heatmap_accuracy=0.813 Epoch[12] Batch [399] Speed: 314.215613 samples/sec loss=0.000382 lr=0.001000 heatmap_accuracy=0.814 Epoch[12] Batch [499] Speed: 316.353590 samples/sec loss=0.000382 lr=0.001000 heatmap_accuracy=0.814 Epoch[12] Speed: 298 samples/sec over 500 secs loss=0.000381 Epoch[13] Batch [99] Speed: 240.840488 samples/sec loss=0.000376 lr=0.001000 heatmap_accuracy=0.818 Epoch[13] Batch [199] Speed: 314.098536 samples/sec loss=0.000376 lr=0.001000 heatmap_accuracy=0.818 Epoch[13] Batch [299] Speed: 314.010363 samples/sec loss=0.000375 lr=0.001000 heatmap_accuracy=0.818 Epoch[13] Batch [399] Speed: 313.490407 samples/sec loss=0.000375 lr=0.001000 heatmap_accuracy=0.819 Epoch[13] Batch [499] Speed: 315.939253 samples/sec loss=0.000375 lr=0.001000 heatmap_accuracy=0.818 Epoch[13] Speed: 298 samples/sec over 500 secs loss=0.000375 Epoch[14] Batch [99] Speed: 239.173767 samples/sec loss=0.000373 lr=0.001000 heatmap_accuracy=0.822 Epoch[14] Batch [199] Speed: 314.413674 samples/sec loss=0.000373 lr=0.001000 heatmap_accuracy=0.821 Epoch[14] Batch [299] Speed: 313.973556 samples/sec loss=0.000373 lr=0.001000 heatmap_accuracy=0.820 Epoch[14] Batch [399] Speed: 314.002285 samples/sec loss=0.000373 lr=0.001000 heatmap_accuracy=0.820 Epoch[14] Batch [499] Speed: 316.189216 samples/sec loss=0.000372 lr=0.001000 heatmap_accuracy=0.821 Epoch[14] Speed: 298 samples/sec over 500 secs loss=0.000372 Epoch[15] Batch [99] Speed: 238.470805 samples/sec loss=0.000368 lr=0.001000 heatmap_accuracy=0.823 Epoch[15] Batch [199] Speed: 313.620085 samples/sec loss=0.000366 lr=0.001000 heatmap_accuracy=0.825 Epoch[15] Batch [299] Speed: 313.618522 samples/sec loss=0.000367 lr=0.001000 heatmap_accuracy=0.824 Epoch[15] Batch [399] Speed: 313.319377 samples/sec loss=0.000366 lr=0.001000 heatmap_accuracy=0.825 Epoch[15] Batch [499] Speed: 315.581729 samples/sec loss=0.000366 lr=0.001000 heatmap_accuracy=0.825 Epoch[15] Speed: 298 samples/sec over 501 secs loss=0.000365 Epoch[16] Batch [99] Speed: 239.639837 samples/sec loss=0.000360 lr=0.001000 heatmap_accuracy=0.830 Epoch[16] Batch [199] Speed: 313.467959 samples/sec loss=0.000360 lr=0.001000 heatmap_accuracy=0.830 Epoch[16] Batch [299] Speed: 313.395872 samples/sec loss=0.000360 lr=0.001000 heatmap_accuracy=0.829 Epoch[16] Batch [399] Speed: 313.441380 samples/sec loss=0.000361 lr=0.001000 heatmap_accuracy=0.829 Epoch[16] Batch [499] Speed: 315.739237 samples/sec loss=0.000361 lr=0.001000 heatmap_accuracy=0.829 Epoch[16] Speed: 298 samples/sec over 500 secs loss=0.000361 Epoch[17] Batch [99] Speed: 239.250188 samples/sec loss=0.000359 lr=0.001000 heatmap_accuracy=0.829 Epoch[17] Batch [199] Speed: 314.228595 samples/sec loss=0.000359 lr=0.001000 heatmap_accuracy=0.829 Epoch[17] Batch [299] Speed: 314.100074 samples/sec loss=0.000359 lr=0.001000 heatmap_accuracy=0.830 Epoch[17] Batch [399] Speed: 313.545290 samples/sec loss=0.000358 lr=0.001000 heatmap_accuracy=0.830 Epoch[17] Batch [499] Speed: 316.333457 samples/sec loss=0.000358 lr=0.001000 heatmap_accuracy=0.830 Epoch[17] Speed: 298 samples/sec over 500 secs loss=0.000358 Epoch[18] Batch [99] Speed: 241.181979 samples/sec loss=0.000351 lr=0.001000 heatmap_accuracy=0.836 Epoch[18] Batch [199] Speed: 314.161555 samples/sec loss=0.000351 lr=0.001000 heatmap_accuracy=0.835 Epoch[18] Batch [299] Speed: 313.283974 samples/sec loss=0.000353 lr=0.001000 heatmap_accuracy=0.834 Epoch[18] Batch [399] Speed: 313.578485 samples/sec loss=0.000352 lr=0.001000 heatmap_accuracy=0.834 Epoch[18] Batch [499] Speed: 315.763110 samples/sec loss=0.000353 lr=0.001000 heatmap_accuracy=0.834 Epoch[18] Speed: 299 samples/sec over 499 secs loss=0.000353 Epoch[19] Batch [99] Speed: 241.415024 samples/sec loss=0.000347 lr=0.001000 heatmap_accuracy=0.840 Epoch[19] Batch [199] Speed: 313.486276 samples/sec loss=0.000347 lr=0.001000 heatmap_accuracy=0.838 Epoch[19] Batch [299] Speed: 313.277714 samples/sec loss=0.000348 lr=0.001000 heatmap_accuracy=0.838 Epoch[19] Batch [399] Speed: 313.768818 samples/sec loss=0.000348 lr=0.001000 heatmap_accuracy=0.837 Epoch[19] Batch [499] Speed: 315.870112 samples/sec loss=0.000348 lr=0.001000 heatmap_accuracy=0.838 Epoch[19] Speed: 299 samples/sec over 499 secs loss=0.000347 Epoch[20] Batch [99] Speed: 239.865262 samples/sec loss=0.000343 lr=0.001000 heatmap_accuracy=0.841 Epoch[20] Batch [199] Speed: 314.111054 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[20] Batch [299] Speed: 313.793956 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[20] Batch [399] Speed: 313.433218 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[20] Batch [499] Speed: 316.028830 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[20] Speed: 298 samples/sec over 500 secs loss=0.000344 Epoch[21] Batch [99] Speed: 237.248700 samples/sec loss=0.000340 lr=0.001000 heatmap_accuracy=0.842 Epoch[21] Batch [199] Speed: 313.919879 samples/sec loss=0.000342 lr=0.001000 heatmap_accuracy=0.841 Epoch[21] Batch [299] Speed: 313.653607 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[21] Batch [399] Speed: 313.576795 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.841 Epoch[21] Batch [499] Speed: 315.878383 samples/sec loss=0.000344 lr=0.001000 heatmap_accuracy=0.840 Epoch[21] Speed: 297 samples/sec over 501 secs loss=0.000344 Epoch[22] Batch [99] Speed: 240.908912 samples/sec loss=0.000339 lr=0.001000 heatmap_accuracy=0.844 Epoch[22] Batch [199] Speed: 313.982309 samples/sec loss=0.000337 lr=0.001000 heatmap_accuracy=0.845 Epoch[22] Batch [299] Speed: 313.724294 samples/sec loss=0.000337 lr=0.001000 heatmap_accuracy=0.845 Epoch[22] Batch [399] Speed: 313.664202 samples/sec loss=0.000338 lr=0.001000 heatmap_accuracy=0.844 Epoch[22] Batch [499] Speed: 315.446126 samples/sec loss=0.000338 lr=0.001000 heatmap_accuracy=0.844 Epoch[22] Speed: 298 samples/sec over 500 secs loss=0.000338 Epoch[23] Batch [99] Speed: 239.305702 samples/sec loss=0.000333 lr=0.001000 heatmap_accuracy=0.847 Epoch[23] Batch [199] Speed: 313.995442 samples/sec loss=0.000333 lr=0.001000 heatmap_accuracy=0.847 Epoch[23] Batch [299] Speed: 314.125411 samples/sec loss=0.000334 lr=0.001000 heatmap_accuracy=0.846 Epoch[23] Batch [399] Speed: 313.117670 samples/sec loss=0.000335 lr=0.001000 heatmap_accuracy=0.846 Epoch[23] Batch [499] Speed: 316.322564 samples/sec loss=0.000335 lr=0.001000 heatmap_accuracy=0.846 Epoch[23] Speed: 298 samples/sec over 500 secs loss=0.000336 Epoch[24] Batch [99] Speed: 238.782640 samples/sec loss=0.000332 lr=0.001000 heatmap_accuracy=0.848 Epoch[24] Batch [199] Speed: 313.904100 samples/sec loss=0.000330 lr=0.001000 heatmap_accuracy=0.850 Epoch[24] Batch [299] Speed: 313.738844 samples/sec loss=0.000331 lr=0.001000 heatmap_accuracy=0.849 Epoch[24] Batch [399] Speed: 313.937056 samples/sec loss=0.000332 lr=0.001000 heatmap_accuracy=0.848 Epoch[24] Batch [499] Speed: 316.226177 samples/sec loss=0.000332 lr=0.001000 heatmap_accuracy=0.848 Epoch[24] Speed: 298 samples/sec over 500 secs loss=0.000333 Epoch[25] Batch [99] Speed: 240.516523 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.851 Epoch[25] Batch [199] Speed: 314.694542 samples/sec loss=0.000328 lr=0.001000 heatmap_accuracy=0.851 Epoch[25] Batch [299] Speed: 313.274800 samples/sec loss=0.000328 lr=0.001000 heatmap_accuracy=0.851 Epoch[25] Batch [399] Speed: 313.585683 samples/sec loss=0.000329 lr=0.001000 heatmap_accuracy=0.850 Epoch[25] Batch [499] Speed: 316.828978 samples/sec loss=0.000329 lr=0.001000 heatmap_accuracy=0.850 Epoch[25] Speed: 299 samples/sec over 499 secs loss=0.000330 Epoch[26] Batch [99] Speed: 240.225614 samples/sec loss=0.000326 lr=0.001000 heatmap_accuracy=0.851 Epoch[26] Batch [199] Speed: 313.898434 samples/sec loss=0.000326 lr=0.001000 heatmap_accuracy=0.852 Epoch[26] Batch [299] Speed: 313.982409 samples/sec loss=0.000326 lr=0.001000 heatmap_accuracy=0.852 Epoch[26] Batch [399] Speed: 312.968559 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.852 Epoch[26] Batch [499] Speed: 316.149965 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.851 Epoch[26] Speed: 298 samples/sec over 500 secs loss=0.000327 Epoch[27] Batch [99] Speed: 239.632084 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.852 Epoch[27] Batch [199] Speed: 314.461179 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.851 Epoch[27] Batch [299] Speed: 313.501640 samples/sec loss=0.000327 lr=0.001000 heatmap_accuracy=0.852 Epoch[27] Batch [399] Speed: 313.763969 samples/sec loss=0.000326 lr=0.001000 heatmap_accuracy=0.852 Epoch[27] Batch [499] Speed: 315.838009 samples/sec loss=0.000326 lr=0.001000 heatmap_accuracy=0.852 Epoch[27] Speed: 298 samples/sec over 500 secs loss=0.000326 Epoch[28] Batch [99] Speed: 241.192698 samples/sec loss=0.000320 lr=0.001000 heatmap_accuracy=0.855 Epoch[28] Batch [199] Speed: 314.224388 samples/sec loss=0.000321 lr=0.001000 heatmap_accuracy=0.855 Epoch[28] Batch [299] Speed: 314.109365 samples/sec loss=0.000322 lr=0.001000 heatmap_accuracy=0.854 Epoch[28] Batch [399] Speed: 313.895328 samples/sec loss=0.000323 lr=0.001000 heatmap_accuracy=0.854 Epoch[28] Batch [499] Speed: 315.816349 samples/sec loss=0.000323 lr=0.001000 heatmap_accuracy=0.854 Epoch[28] Speed: 299 samples/sec over 499 secs loss=0.000324 Epoch[29] Batch [99] Speed: 241.208045 samples/sec loss=0.000322 lr=0.001000 heatmap_accuracy=0.856 Epoch[29] Batch [199] Speed: 314.063517 samples/sec loss=0.000321 lr=0.001000 heatmap_accuracy=0.856 Epoch[29] Batch [299] Speed: 314.272054 samples/sec loss=0.000320 lr=0.001000 heatmap_accuracy=0.856 Epoch[29] Batch [399] Speed: 313.623547 samples/sec loss=0.000321 lr=0.001000 heatmap_accuracy=0.856 Epoch[29] Batch [499] Speed: 316.484416 samples/sec loss=0.000320 lr=0.001000 heatmap_accuracy=0.857 Epoch[29] Speed: 299 samples/sec over 499 secs loss=0.000320 Epoch[30] Batch [99] Speed: 239.675841 samples/sec loss=0.000315 lr=0.001000 heatmap_accuracy=0.860 Epoch[30] Batch [199] Speed: 314.257892 samples/sec loss=0.000317 lr=0.001000 heatmap_accuracy=0.858 Epoch[30] Batch [299] Speed: 313.623447 samples/sec loss=0.000317 lr=0.001000 heatmap_accuracy=0.858 Epoch[30] Batch [399] Speed: 313.932728 samples/sec loss=0.000317 lr=0.001000 heatmap_accuracy=0.858 Epoch[30] Batch [499] Speed: 315.754655 samples/sec loss=0.000318 lr=0.001000 heatmap_accuracy=0.858 Epoch[30] Speed: 298 samples/sec over 500 secs loss=0.000317 Epoch[31] Batch [99] Speed: 239.598464 samples/sec loss=0.000315 lr=0.001000 heatmap_accuracy=0.859 Epoch[31] Batch [199] Speed: 314.610803 samples/sec loss=0.000317 lr=0.001000 heatmap_accuracy=0.859 Epoch[31] Batch [299] Speed: 313.406890 samples/sec loss=0.000316 lr=0.001000 heatmap_accuracy=0.859 Epoch[31] Batch [399] Speed: 313.293449 samples/sec loss=0.000316 lr=0.001000 heatmap_accuracy=0.860 Epoch[31] Batch [499] Speed: 315.334352 samples/sec loss=0.000316 lr=0.001000 heatmap_accuracy=0.860 Epoch[31] Speed: 298 samples/sec over 500 secs loss=0.000316 Epoch[32] Batch [99] Speed: 240.162756 samples/sec loss=0.000311 lr=0.001000 heatmap_accuracy=0.863 Epoch[32] Batch [199] Speed: 314.524710 samples/sec loss=0.000313 lr=0.001000 heatmap_accuracy=0.861 Epoch[32] Batch [299] Speed: 314.465331 samples/sec loss=0.000313 lr=0.001000 heatmap_accuracy=0.862 Epoch[32] Batch [399] Speed: 314.326366 samples/sec loss=0.000313 lr=0.001000 heatmap_accuracy=0.861 Epoch[32] Batch [499] Speed: 315.861951 samples/sec loss=0.000314 lr=0.001000 heatmap_accuracy=0.861 Epoch[32] Speed: 298 samples/sec over 500 secs loss=0.000314 Epoch[33] Batch [99] Speed: 241.787017 samples/sec loss=0.000311 lr=0.001000 heatmap_accuracy=0.864 Epoch[33] Batch [199] Speed: 313.670272 samples/sec loss=0.000311 lr=0.001000 heatmap_accuracy=0.864 Epoch[33] Batch [299] Speed: 313.752075 samples/sec loss=0.000312 lr=0.001000 heatmap_accuracy=0.863 Epoch[33] Batch [399] Speed: 314.179468 samples/sec loss=0.000312 lr=0.001000 heatmap_accuracy=0.862 Epoch[33] Batch [499] Speed: 316.022423 samples/sec loss=0.000312 lr=0.001000 heatmap_accuracy=0.862 Epoch[33] Speed: 299 samples/sec over 499 secs loss=0.000312 Epoch[34] Batch [99] Speed: 240.900288 samples/sec loss=0.000310 lr=0.001000 heatmap_accuracy=0.863 Epoch[34] Batch [199] Speed: 313.872995 samples/sec loss=0.000309 lr=0.001000 heatmap_accuracy=0.864 Epoch[34] Batch [299] Speed: 314.361251 samples/sec loss=0.000308 lr=0.001000 heatmap_accuracy=0.864 Epoch[34] Batch [399] Speed: 314.046140 samples/sec loss=0.000309 lr=0.001000 heatmap_accuracy=0.864 Epoch[34] Batch [499] Speed: 316.256609 samples/sec loss=0.000309 lr=0.001000 heatmap_accuracy=0.864 Epoch[34] Speed: 299 samples/sec over 499 secs loss=0.000309 Epoch[35] Batch [99] Speed: 239.444808 samples/sec loss=0.000308 lr=0.001000 heatmap_accuracy=0.864 Epoch[35] Batch [199] Speed: 314.196519 samples/sec loss=0.000309 lr=0.001000 heatmap_accuracy=0.864 Epoch[35] Batch [299] Speed: 314.034533 samples/sec loss=0.000308 lr=0.001000 heatmap_accuracy=0.864 Epoch[35] Batch [399] Speed: 314.366439 samples/sec loss=0.000308 lr=0.001000 heatmap_accuracy=0.864 Epoch[35] Batch [499] Speed: 316.452273 samples/sec loss=0.000308 lr=0.001000 heatmap_accuracy=0.864 Epoch[35] Speed: 298 samples/sec over 500 secs loss=0.000308 Epoch[36] Batch [99] Speed: 240.171736 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.867 Epoch[36] Batch [199] Speed: 314.151909 samples/sec loss=0.000305 lr=0.001000 heatmap_accuracy=0.867 Epoch[36] Batch [299] Speed: 313.681463 samples/sec loss=0.000306 lr=0.001000 heatmap_accuracy=0.867 Epoch[36] Batch [399] Speed: 313.608852 samples/sec loss=0.000306 lr=0.001000 heatmap_accuracy=0.867 Epoch[36] Batch [499] Speed: 316.084980 samples/sec loss=0.000306 lr=0.001000 heatmap_accuracy=0.866 Epoch[36] Speed: 298 samples/sec over 500 secs loss=0.000307 Epoch[37] Batch [99] Speed: 240.128241 samples/sec loss=0.000303 lr=0.001000 heatmap_accuracy=0.868 Epoch[37] Batch [199] Speed: 314.045606 samples/sec loss=0.000303 lr=0.001000 heatmap_accuracy=0.868 Epoch[37] Batch [299] Speed: 313.364741 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.867 Epoch[37] Batch [399] Speed: 306.121862 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.867 Epoch[37] Batch [499] Speed: 316.499813 samples/sec loss=0.000305 lr=0.001000 heatmap_accuracy=0.867 Epoch[37] Speed: 297 samples/sec over 502 secs loss=0.000305 Epoch[38] Batch [99] Speed: 240.420526 samples/sec loss=0.000300 lr=0.001000 heatmap_accuracy=0.871 Epoch[38] Batch [199] Speed: 313.996520 samples/sec loss=0.000303 lr=0.001000 heatmap_accuracy=0.869 Epoch[38] Batch [299] Speed: 314.033112 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.869 Epoch[38] Batch [399] Speed: 314.066321 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.869 Epoch[38] Batch [499] Speed: 316.191045 samples/sec loss=0.000304 lr=0.001000 heatmap_accuracy=0.868 Epoch[38] Speed: 299 samples/sec over 500 secs loss=0.000304 Epoch[39] Batch [99] Speed: 239.076410 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[39] Batch [199] Speed: 314.122182 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[39] Batch [299] Speed: 313.862224 samples/sec loss=0.000300 lr=0.001000 heatmap_accuracy=0.871 Epoch[39] Batch [399] Speed: 313.769729 samples/sec loss=0.000300 lr=0.001000 heatmap_accuracy=0.870 Epoch[39] Batch [499] Speed: 315.422906 samples/sec loss=0.000301 lr=0.001000 heatmap_accuracy=0.869 Epoch[39] Speed: 298 samples/sec over 500 secs loss=0.000301 Epoch[40] Batch [99] Speed: 240.789571 samples/sec loss=0.000297 lr=0.001000 heatmap_accuracy=0.872 Epoch[40] Batch [199] Speed: 314.828621 samples/sec loss=0.000298 lr=0.001000 heatmap_accuracy=0.872 Epoch[40] Batch [299] Speed: 313.576709 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.872 Epoch[40] Batch [399] Speed: 313.866488 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[40] Batch [499] Speed: 316.133107 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[40] Speed: 299 samples/sec over 499 secs loss=0.000300 Epoch[41] Batch [99] Speed: 239.448805 samples/sec loss=0.000297 lr=0.001000 heatmap_accuracy=0.873 Epoch[41] Batch [199] Speed: 313.619520 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[41] Batch [299] Speed: 313.537506 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[41] Batch [399] Speed: 313.733118 samples/sec loss=0.000300 lr=0.001000 heatmap_accuracy=0.871 Epoch[41] Batch [499] Speed: 316.237532 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.871 Epoch[41] Speed: 298 samples/sec over 500 secs loss=0.000299 Epoch[42] Batch [99] Speed: 239.227369 samples/sec loss=0.000299 lr=0.001000 heatmap_accuracy=0.873 Epoch[42] Batch [199] Speed: 313.785456 samples/sec loss=0.000298 lr=0.001000 heatmap_accuracy=0.873 Epoch[42] Batch [299] Speed: 314.124420 samples/sec loss=0.000297 lr=0.001000 heatmap_accuracy=0.873 Epoch[42] Batch [399] Speed: 314.082617 samples/sec loss=0.000297 lr=0.001000 heatmap_accuracy=0.873 Epoch[42] Batch [499] Speed: 315.427928 samples/sec loss=0.000297 lr=0.001000 heatmap_accuracy=0.873 Epoch[42] Speed: 298 samples/sec over 500 secs loss=0.000296 Epoch[43] Batch [99] Speed: 241.206674 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.875 Epoch[43] Batch [199] Speed: 313.517405 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.876 Epoch[43] Batch [299] Speed: 314.023940 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.875 Epoch[43] Batch [399] Speed: 313.761969 samples/sec loss=0.000295 lr=0.001000 heatmap_accuracy=0.874 Epoch[43] Batch [499] Speed: 315.626307 samples/sec loss=0.000296 lr=0.001000 heatmap_accuracy=0.874 Epoch[43] Speed: 298 samples/sec over 500 secs loss=0.000295 Epoch[44] Batch [99] Speed: 239.175340 samples/sec loss=0.000294 lr=0.001000 heatmap_accuracy=0.875 Epoch[44] Batch [199] Speed: 314.163621 samples/sec loss=0.000294 lr=0.001000 heatmap_accuracy=0.875 Epoch[44] Batch [299] Speed: 313.454821 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.875 Epoch[44] Batch [399] Speed: 313.583751 samples/sec loss=0.000294 lr=0.001000 heatmap_accuracy=0.875 Epoch[44] Batch [499] Speed: 315.470129 samples/sec loss=0.000294 lr=0.001000 heatmap_accuracy=0.874 Epoch[44] Speed: 298 samples/sec over 500 secs loss=0.000294 Epoch[45] Batch [99] Speed: 240.098405 samples/sec loss=0.000292 lr=0.001000 heatmap_accuracy=0.876 Epoch[45] Batch [199] Speed: 314.019799 samples/sec loss=0.000292 lr=0.001000 heatmap_accuracy=0.876 Epoch[45] Batch [299] Speed: 312.631819 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.876 Epoch[45] Batch [399] Speed: 314.019521 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.876 Epoch[45] Batch [499] Speed: 315.633724 samples/sec loss=0.000294 lr=0.001000 heatmap_accuracy=0.875 Epoch[45] Speed: 298 samples/sec over 500 secs loss=0.000294 Epoch[46] Batch [99] Speed: 241.042299 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[46] Batch [199] Speed: 314.513265 samples/sec loss=0.000290 lr=0.001000 heatmap_accuracy=0.877 Epoch[46] Batch [299] Speed: 314.154497 samples/sec loss=0.000291 lr=0.001000 heatmap_accuracy=0.876 Epoch[46] Batch [399] Speed: 313.485996 samples/sec loss=0.000292 lr=0.001000 heatmap_accuracy=0.876 Epoch[46] Batch [499] Speed: 316.003086 samples/sec loss=0.000293 lr=0.001000 heatmap_accuracy=0.876 Epoch[46] Speed: 299 samples/sec over 499 secs loss=0.000293 Epoch[47] Batch [99] Speed: 239.619851 samples/sec loss=0.000292 lr=0.001000 heatmap_accuracy=0.877 Epoch[47] Batch [199] Speed: 313.461583 samples/sec loss=0.000291 lr=0.001000 heatmap_accuracy=0.876 Epoch[47] Batch [299] Speed: 313.677927 samples/sec loss=0.000291 lr=0.001000 heatmap_accuracy=0.876 Epoch[47] Batch [399] Speed: 314.250874 samples/sec loss=0.000292 lr=0.001000 heatmap_accuracy=0.877 Epoch[47] Batch [499] Speed: 315.845729 samples/sec loss=0.000291 lr=0.001000 heatmap_accuracy=0.877 Epoch[47] Speed: 298 samples/sec over 500 secs loss=0.000291 Epoch[48] Batch [99] Speed: 241.473313 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.877 Epoch[48] Batch [199] Speed: 313.864953 samples/sec loss=0.000288 lr=0.001000 heatmap_accuracy=0.879 Epoch[48] Batch [299] Speed: 314.018513 samples/sec loss=0.000287 lr=0.001000 heatmap_accuracy=0.879 Epoch[48] Batch [399] Speed: 313.146338 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[48] Batch [499] Speed: 316.301909 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[48] Speed: 299 samples/sec over 499 secs loss=0.000289 Epoch[49] Batch [99] Speed: 241.318783 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[49] Batch [199] Speed: 313.552652 samples/sec loss=0.000290 lr=0.001000 heatmap_accuracy=0.878 Epoch[49] Batch [299] Speed: 313.878588 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[49] Batch [399] Speed: 313.244854 samples/sec loss=0.000288 lr=0.001000 heatmap_accuracy=0.879 Epoch[49] Batch [499] Speed: 316.515011 samples/sec loss=0.000289 lr=0.001000 heatmap_accuracy=0.878 Epoch[49] Speed: 299 samples/sec over 499 secs loss=0.000289 Epoch[50] Batch [99] Speed: 239.303011 samples/sec loss=0.000287 lr=0.001000 heatmap_accuracy=0.879 Epoch[50] Batch [199] Speed: 313.708128 samples/sec loss=0.000287 lr=0.001000 heatmap_accuracy=0.880 Epoch[50] Batch [299] Speed: 313.613777 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.880 Epoch[50] Batch [399] Speed: 314.253081 samples/sec loss=0.000287 lr=0.001000 heatmap_accuracy=0.880 Epoch[50] Batch [499] Speed: 316.507533 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.880 Epoch[50] Speed: 298 samples/sec over 500 secs loss=0.000287 Epoch[51] Batch [99] Speed: 240.114755 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.883 Epoch[51] Batch [199] Speed: 314.422688 samples/sec loss=0.000285 lr=0.001000 heatmap_accuracy=0.882 Epoch[51] Batch [299] Speed: 313.869497 samples/sec loss=0.000285 lr=0.001000 heatmap_accuracy=0.882 Epoch[51] Batch [399] Speed: 314.095688 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.881 Epoch[51] Batch [499] Speed: 316.258128 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.881 Epoch[51] Speed: 299 samples/sec over 499 secs loss=0.000286 Epoch[52] Batch [99] Speed: 239.261066 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.881 Epoch[52] Batch [199] Speed: 314.338508 samples/sec loss=0.000285 lr=0.001000 heatmap_accuracy=0.881 Epoch[52] Batch [299] Speed: 313.691004 samples/sec loss=0.000285 lr=0.001000 heatmap_accuracy=0.881 Epoch[52] Batch [399] Speed: 313.685707 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.880 Epoch[52] Batch [499] Speed: 315.753674 samples/sec loss=0.000286 lr=0.001000 heatmap_accuracy=0.881 Epoch[52] Speed: 298 samples/sec over 500 secs loss=0.000286 Epoch[53] Batch [99] Speed: 242.468541 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.883 Epoch[53] Batch [199] Speed: 313.569017 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.882 Epoch[53] Batch [299] Speed: 313.467260 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.882 Epoch[53] Batch [399] Speed: 313.334547 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.882 Epoch[53] Batch [499] Speed: 316.011660 samples/sec loss=0.000284 lr=0.001000 heatmap_accuracy=0.882 Epoch[53] Speed: 299 samples/sec over 499 secs loss=0.000284 Epoch[54] Batch [99] Speed: 239.886354 samples/sec loss=0.000279 lr=0.001000 heatmap_accuracy=0.885 Epoch[54] Batch [199] Speed: 313.961500 samples/sec loss=0.000281 lr=0.001000 heatmap_accuracy=0.883 Epoch[54] Batch [299] Speed: 313.032816 samples/sec loss=0.000282 lr=0.001000 heatmap_accuracy=0.883 Epoch[54] Batch [399] Speed: 312.777147 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.882 Epoch[54] Batch [499] Speed: 315.144242 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.882 Epoch[54] Speed: 298 samples/sec over 501 secs loss=0.000283 Epoch[55] Batch [99] Speed: 238.955110 samples/sec loss=0.000280 lr=0.001000 heatmap_accuracy=0.883 Epoch[55] Batch [199] Speed: 314.269492 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.883 Epoch[55] Batch [299] Speed: 313.938872 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.883 Epoch[55] Batch [399] Speed: 314.007369 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.883 Epoch[55] Batch [499] Speed: 316.333001 samples/sec loss=0.000283 lr=0.001000 heatmap_accuracy=0.882 Epoch[55] Speed: 298 samples/sec over 500 secs loss=0.000283 Epoch[56] Batch [99] Speed: 239.206344 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.887 Epoch[56] Batch [199] Speed: 314.559628 samples/sec loss=0.000280 lr=0.001000 heatmap_accuracy=0.886 Epoch[56] Batch [299] Speed: 312.834510 samples/sec loss=0.000281 lr=0.001000 heatmap_accuracy=0.885 Epoch[56] Batch [399] Speed: 313.872603 samples/sec loss=0.000281 lr=0.001000 heatmap_accuracy=0.884 Epoch[56] Batch [499] Speed: 315.800123 samples/sec loss=0.000281 lr=0.001000 heatmap_accuracy=0.884 Epoch[56] Speed: 298 samples/sec over 500 secs loss=0.000281 Epoch[57] Batch [99] Speed: 240.494064 samples/sec loss=0.000277 lr=0.001000 heatmap_accuracy=0.886 Epoch[57] Batch [199] Speed: 314.724695 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[57] Batch [299] Speed: 314.006800 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[57] Batch [399] Speed: 314.026760 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[57] Batch [499] Speed: 314.934944 samples/sec loss=0.000279 lr=0.001000 heatmap_accuracy=0.885 Epoch[57] Speed: 299 samples/sec over 499 secs loss=0.000279 Epoch[58] Batch [99] Speed: 240.787036 samples/sec loss=0.000277 lr=0.001000 heatmap_accuracy=0.888 Epoch[58] Batch [199] Speed: 314.061178 samples/sec loss=0.000277 lr=0.001000 heatmap_accuracy=0.887 Epoch[58] Batch [299] Speed: 313.451386 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[58] Batch [399] Speed: 312.921730 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[58] Batch [499] Speed: 315.441469 samples/sec loss=0.000278 lr=0.001000 heatmap_accuracy=0.886 Epoch[58] Speed: 298 samples/sec over 500 secs loss=0.000278 Epoch[59] Batch [99] Speed: 240.818261 samples/sec loss=0.000276 lr=0.001000 heatmap_accuracy=0.887 Epoch[59] Batch [199] Speed: 313.954407 samples/sec loss=0.000275 lr=0.001000 heatmap_accuracy=0.888 Epoch[59] Batch [299] Speed: 313.664498 samples/sec loss=0.000275 lr=0.001000 heatmap_accuracy=0.888 Epoch[59] Batch [399] Speed: 313.394602 samples/sec loss=0.000276 lr=0.001000 heatmap_accuracy=0.888 Epoch[59] Batch [499] Speed: 315.134199 samples/sec loss=0.000277 lr=0.001000 heatmap_accuracy=0.887 Epoch[59] Speed: 298 samples/sec over 500 secs loss=0.000277 Epoch[60] Batch [99] Speed: 239.722414 samples/sec loss=0.000274 lr=0.001000 heatmap_accuracy=0.889 Epoch[60] Batch [199] Speed: 313.698672 samples/sec loss=0.000275 lr=0.001000 heatmap_accuracy=0.888 Epoch[60] Batch [299] Speed: 313.559119 samples/sec loss=0.000276 lr=0.001000 heatmap_accuracy=0.888 Epoch[60] Batch [399] Speed: 313.806484 samples/sec loss=0.000276 lr=0.001000 heatmap_accuracy=0.888 Epoch[60] Batch [499] Speed: 315.505980 samples/sec loss=0.000276 lr=0.001000 heatmap_accuracy=0.888 Epoch[60] Speed: 298 samples/sec over 500 secs loss=0.000276 Epoch[61] Batch [99] Speed: 240.850250 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.890 Epoch[61] Batch [199] Speed: 314.130329 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.890 Epoch[61] Batch [299] Speed: 313.492680 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.889 Epoch[61] Batch [399] Speed: 313.797064 samples/sec loss=0.000274 lr=0.001000 heatmap_accuracy=0.889 Epoch[61] Batch [499] Speed: 315.931451 samples/sec loss=0.000275 lr=0.001000 heatmap_accuracy=0.889 Epoch[61] Speed: 299 samples/sec over 499 secs loss=0.000275 Epoch[62] Batch [99] Speed: 239.091242 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.890 Epoch[62] Batch [199] Speed: 313.970714 samples/sec loss=0.000274 lr=0.001000 heatmap_accuracy=0.889 Epoch[62] Batch [299] Speed: 313.696442 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.890 Epoch[62] Batch [399] Speed: 313.965727 samples/sec loss=0.000274 lr=0.001000 heatmap_accuracy=0.889 Epoch[62] Batch [499] Speed: 315.808861 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.889 Epoch[62] Speed: 298 samples/sec over 500 secs loss=0.000274 Epoch[63] Batch [99] Speed: 241.374317 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.891 Epoch[63] Batch [199] Speed: 314.087588 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.890 Epoch[63] Batch [299] Speed: 313.784467 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.890 Epoch[63] Batch [399] Speed: 313.322030 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.890 Epoch[63] Batch [499] Speed: 315.577594 samples/sec loss=0.000273 lr=0.001000 heatmap_accuracy=0.890 Epoch[63] Speed: 299 samples/sec over 499 secs loss=0.000273 Epoch[64] Batch [99] Speed: 241.073010 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[64] Batch [199] Speed: 314.498018 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[64] Batch [299] Speed: 313.932733 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[64] Batch [399] Speed: 313.374128 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.891 Epoch[64] Batch [499] Speed: 315.553186 samples/sec loss=0.000272 lr=0.001000 heatmap_accuracy=0.890 Epoch[64] Speed: 299 samples/sec over 499 secs loss=0.000272 Epoch[65] Batch [99] Speed: 240.836181 samples/sec loss=0.000270 lr=0.001000 heatmap_accuracy=0.891 Epoch[65] Batch [199] Speed: 314.325714 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[65] Batch [299] Speed: 313.911555 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[65] Batch [399] Speed: 313.810892 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[65] Batch [499] Speed: 316.240942 samples/sec loss=0.000271 lr=0.001000 heatmap_accuracy=0.891 Epoch[65] Speed: 299 samples/sec over 499 secs loss=0.000271 Epoch[66] Batch [99] Speed: 240.172489 samples/sec loss=0.000268 lr=0.001000 heatmap_accuracy=0.893 Epoch[66] Batch [199] Speed: 313.982921 samples/sec loss=0.000268 lr=0.001000 heatmap_accuracy=0.893 Epoch[66] Batch [299] Speed: 313.382969 samples/sec loss=0.000269 lr=0.001000 heatmap_accuracy=0.893 Epoch[66] Batch [399] Speed: 313.719712 samples/sec loss=0.000269 lr=0.001000 heatmap_accuracy=0.893 Epoch[66] Batch [499] Speed: 315.896037 samples/sec loss=0.000269 lr=0.001000 heatmap_accuracy=0.893 Epoch[66] Speed: 298 samples/sec over 500 secs loss=0.000270 Epoch[67] Batch [99] Speed: 240.555708 samples/sec loss=0.000269 lr=0.001000 heatmap_accuracy=0.894 Epoch[67] Batch [199] Speed: 314.464196 samples/sec loss=0.000269 lr=0.001000 heatmap_accuracy=0.893 Epoch[67] Batch [299] Speed: 312.959722 samples/sec loss=0.000270 lr=0.001000 heatmap_accuracy=0.892 Epoch[67] Batch [399] Speed: 313.416629 samples/sec loss=0.000270 lr=0.001000 heatmap_accuracy=0.892 Epoch[67] Batch [499] Speed: 315.746142 samples/sec loss=0.000270 lr=0.001000 heatmap_accuracy=0.892 Epoch[67] Speed: 298 samples/sec over 500 secs loss=0.000270 Epoch[68] Batch [99] Speed: 239.926179 samples/sec loss=0.000267 lr=0.001000 heatmap_accuracy=0.895 Epoch[68] Batch [199] Speed: 314.220271 samples/sec loss=0.000267 lr=0.001000 heatmap_accuracy=0.895 Epoch[68] Batch [299] Speed: 313.355930 samples/sec loss=0.000267 lr=0.001000 heatmap_accuracy=0.894 Epoch[68] Batch [399] Speed: 314.187014 samples/sec loss=0.000268 lr=0.001000 heatmap_accuracy=0.894 Epoch[68] Batch [499] Speed: 315.519641 samples/sec loss=0.000268 lr=0.001000 heatmap_accuracy=0.893 Epoch[68] Speed: 298 samples/sec over 500 secs loss=0.000268 Epoch[69] Batch [99] Speed: 240.744426 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[69] Batch [199] Speed: 314.089611 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[69] Batch [299] Speed: 313.740935 samples/sec loss=0.000266 lr=0.001000 heatmap_accuracy=0.895 Epoch[69] Batch [399] Speed: 314.027992 samples/sec loss=0.000267 lr=0.001000 heatmap_accuracy=0.894 Epoch[69] Batch [499] Speed: 316.244036 samples/sec loss=0.000267 lr=0.001000 heatmap_accuracy=0.894 Epoch[69] Speed: 299 samples/sec over 499 secs loss=0.000267 Epoch[70] Batch [99] Speed: 238.851871 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.897 Epoch[70] Batch [199] Speed: 313.785793 samples/sec loss=0.000263 lr=0.001000 heatmap_accuracy=0.897 Epoch[70] Batch [299] Speed: 313.299756 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[70] Batch [399] Speed: 313.744449 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[70] Batch [499] Speed: 315.983993 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[70] Speed: 297 samples/sec over 502 secs loss=0.000266 Epoch[71] Batch [99] Speed: 241.468997 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.897 Epoch[71] Batch [199] Speed: 313.776786 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.897 Epoch[71] Batch [299] Speed: 313.587227 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[71] Batch [399] Speed: 313.416817 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[71] Batch [499] Speed: 315.382504 samples/sec loss=0.000265 lr=0.001000 heatmap_accuracy=0.896 Epoch[71] Speed: 298 samples/sec over 500 secs loss=0.000265 Epoch[72] Batch [99] Speed: 240.504242 samples/sec loss=0.000263 lr=0.001000 heatmap_accuracy=0.897 Epoch[72] Batch [199] Speed: 313.784690 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[72] Batch [299] Speed: 313.028350 samples/sec loss=0.000263 lr=0.001000 heatmap_accuracy=0.896 Epoch[72] Batch [399] Speed: 313.409535 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[72] Batch [499] Speed: 315.884413 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[72] Speed: 298 samples/sec over 500 secs loss=0.000265 Epoch[73] Batch [99] Speed: 240.314173 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.899 Epoch[73] Batch [199] Speed: 313.333278 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.898 Epoch[73] Batch [299] Speed: 313.639051 samples/sec loss=0.000263 lr=0.001000 heatmap_accuracy=0.897 Epoch[73] Batch [399] Speed: 313.701286 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[73] Batch [499] Speed: 316.472608 samples/sec loss=0.000264 lr=0.001000 heatmap_accuracy=0.896 Epoch[73] Speed: 298 samples/sec over 500 secs loss=0.000264 Epoch[74] Batch [99] Speed: 238.789958 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.898 Epoch[74] Batch [199] Speed: 313.939276 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.898 Epoch[74] Batch [299] Speed: 313.976679 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.897 Epoch[74] Batch [399] Speed: 313.878829 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.897 Epoch[74] Batch [499] Speed: 316.262876 samples/sec loss=0.000263 lr=0.001000 heatmap_accuracy=0.897 Epoch[74] Speed: 298 samples/sec over 500 secs loss=0.000263 Epoch[75] Batch [99] Speed: 240.128207 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.898 Epoch[75] Batch [199] Speed: 313.970184 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.899 Epoch[75] Batch [299] Speed: 313.912857 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.898 Epoch[75] Batch [399] Speed: 313.453865 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.898 Epoch[75] Batch [499] Speed: 315.805440 samples/sec loss=0.000262 lr=0.001000 heatmap_accuracy=0.898 Epoch[75] Speed: 298 samples/sec over 500 secs loss=0.000262 Epoch[76] Batch [99] Speed: 239.848742 samples/sec loss=0.000258 lr=0.001000 heatmap_accuracy=0.900 Epoch[76] Batch [199] Speed: 314.177116 samples/sec loss=0.000258 lr=0.001000 heatmap_accuracy=0.900 Epoch[76] Batch [299] Speed: 312.905719 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.900 Epoch[76] Batch [399] Speed: 314.069524 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.900 Epoch[76] Batch [499] Speed: 315.557272 samples/sec loss=0.000260 lr=0.001000 heatmap_accuracy=0.899 Epoch[76] Speed: 298 samples/sec over 500 secs loss=0.000260 Epoch[77] Batch [99] Speed: 240.193766 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.902 Epoch[77] Batch [199] Speed: 314.247399 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.901 Epoch[77] Batch [299] Speed: 313.903361 samples/sec loss=0.000258 lr=0.001000 heatmap_accuracy=0.901 Epoch[77] Batch [399] Speed: 314.039091 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.900 Epoch[77] Batch [499] Speed: 315.344556 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.900 Epoch[77] Speed: 298 samples/sec over 500 secs loss=0.000259 Epoch[78] Batch [99] Speed: 240.645589 samples/sec loss=0.000261 lr=0.001000 heatmap_accuracy=0.899 Epoch[78] Batch [199] Speed: 314.305025 samples/sec loss=0.000260 lr=0.001000 heatmap_accuracy=0.900 Epoch[78] Batch [299] Speed: 313.706876 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.901 Epoch[78] Batch [399] Speed: 313.391352 samples/sec loss=0.000259 lr=0.001000 heatmap_accuracy=0.900 Epoch[78] Batch [499] Speed: 315.711000 samples/sec loss=0.000260 lr=0.001000 heatmap_accuracy=0.900 Epoch[78] Speed: 298 samples/sec over 500 secs loss=0.000260 Epoch[79] Batch [99] Speed: 238.696595 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.901 Epoch[79] Batch [199] Speed: 313.886188 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.902 Epoch[79] Batch [299] Speed: 313.196768 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.902 Epoch[79] Batch [399] Speed: 313.166270 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.901 Epoch[79] Batch [499] Speed: 314.530534 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.901 Epoch[79] Speed: 298 samples/sec over 501 secs loss=0.000257 Epoch[80] Batch [99] Speed: 241.076102 samples/sec loss=0.000254 lr=0.001000 heatmap_accuracy=0.904 Epoch[80] Batch [199] Speed: 314.191908 samples/sec loss=0.000254 lr=0.001000 heatmap_accuracy=0.904 Epoch[80] Batch [299] Speed: 313.591480 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.902 Epoch[80] Batch [399] Speed: 313.595490 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.902 Epoch[80] Batch [499] Speed: 316.154767 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.902 Epoch[80] Speed: 299 samples/sec over 499 secs loss=0.000257 Epoch[81] Batch [99] Speed: 239.768249 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.903 Epoch[81] Batch [199] Speed: 313.478764 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.903 Epoch[81] Batch [299] Speed: 313.737935 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.902 Epoch[81] Batch [399] Speed: 314.234214 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.902 Epoch[81] Batch [499] Speed: 315.632879 samples/sec loss=0.000257 lr=0.001000 heatmap_accuracy=0.902 Epoch[81] Speed: 298 samples/sec over 500 secs loss=0.000257 Epoch[82] Batch [99] Speed: 241.662639 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.904 Epoch[82] Batch [199] Speed: 313.763446 samples/sec loss=0.000256 lr=0.001000 heatmap_accuracy=0.903 Epoch[82] Batch [299] Speed: 313.491493 samples/sec loss=0.000254 lr=0.001000 heatmap_accuracy=0.903 Epoch[82] Batch [399] Speed: 313.913169 samples/sec loss=0.000255 lr=0.001000 heatmap_accuracy=0.903 Epoch[82] Batch [499] Speed: 316.070064 samples/sec loss=0.000255 lr=0.001000 heatmap_accuracy=0.903 Epoch[82] Speed: 299 samples/sec over 499 secs loss=0.000256 Epoch[83] Batch [99] Speed: 239.440333 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.903 Epoch[83] Batch [199] Speed: 313.900728 samples/sec loss=0.000254 lr=0.001000 heatmap_accuracy=0.903 Epoch[83] Batch [299] Speed: 314.192235 samples/sec loss=0.000255 lr=0.001000 heatmap_accuracy=0.903 Epoch[83] Batch [399] Speed: 313.530275 samples/sec loss=0.000254 lr=0.001000 heatmap_accuracy=0.903 Epoch[83] Batch [499] Speed: 316.582629 samples/sec loss=0.000255 lr=0.001000 heatmap_accuracy=0.903 Epoch[83] Speed: 298 samples/sec over 500 secs loss=0.000255 Epoch[84] Batch [99] Speed: 239.478722 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.904 Epoch[84] Batch [199] Speed: 313.709001 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[84] Batch [299] Speed: 313.849061 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[84] Batch [399] Speed: 313.702593 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[84] Batch [499] Speed: 315.918420 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.904 Epoch[84] Speed: 298 samples/sec over 500 secs loss=0.000253 Epoch[85] Batch [99] Speed: 240.142370 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.906 Epoch[85] Batch [199] Speed: 313.755001 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.906 Epoch[85] Batch [299] Speed: 313.056712 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.906 Epoch[85] Batch [399] Speed: 314.026590 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.905 Epoch[85] Batch [499] Speed: 316.770332 samples/sec loss=0.000253 lr=0.001000 heatmap_accuracy=0.904 Epoch[85] Speed: 298 samples/sec over 500 secs loss=0.000253 Epoch[86] Batch [99] Speed: 240.523738 samples/sec loss=0.000250 lr=0.001000 heatmap_accuracy=0.907 Epoch[86] Batch [199] Speed: 314.115571 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[86] Batch [299] Speed: 313.817359 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[86] Batch [399] Speed: 313.091182 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[86] Batch [499] Speed: 316.001659 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[86] Speed: 298 samples/sec over 500 secs loss=0.000252 Epoch[87] Batch [99] Speed: 240.531013 samples/sec loss=0.000250 lr=0.001000 heatmap_accuracy=0.906 Epoch[87] Batch [199] Speed: 313.672104 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[87] Batch [299] Speed: 313.565515 samples/sec loss=0.000250 lr=0.001000 heatmap_accuracy=0.905 Epoch[87] Batch [399] Speed: 314.116446 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[87] Batch [499] Speed: 315.638767 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.905 Epoch[87] Speed: 298 samples/sec over 500 secs loss=0.000252 Epoch[88] Batch [99] Speed: 237.692840 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.906 Epoch[88] Batch [199] Speed: 313.966975 samples/sec loss=0.000252 lr=0.001000 heatmap_accuracy=0.906 Epoch[88] Batch [299] Speed: 313.785363 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.906 Epoch[88] Batch [399] Speed: 313.101792 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[88] Batch [499] Speed: 315.557102 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.905 Epoch[88] Speed: 298 samples/sec over 501 secs loss=0.000251 Epoch[89] Batch [99] Speed: 240.478613 samples/sec loss=0.000250 lr=0.001000 heatmap_accuracy=0.906 Epoch[89] Batch [199] Speed: 313.667973 samples/sec loss=0.000248 lr=0.001000 heatmap_accuracy=0.908 Epoch[89] Batch [299] Speed: 314.495260 samples/sec loss=0.000250 lr=0.001000 heatmap_accuracy=0.907 Epoch[89] Batch [399] Speed: 313.843155 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.907 Epoch[89] Batch [499] Speed: 316.737321 samples/sec loss=0.000251 lr=0.001000 heatmap_accuracy=0.906 Epoch[89] Speed: 299 samples/sec over 499 secs loss=0.000251 Epoch[90] Batch [99] Speed: 239.757587 samples/sec loss=0.000243 lr=0.000100 heatmap_accuracy=0.911 Epoch[90] Batch [199] Speed: 314.733428 samples/sec loss=0.000241 lr=0.000100 heatmap_accuracy=0.912 Epoch[90] Batch [299] Speed: 313.835124 samples/sec loss=0.000240 lr=0.000100 heatmap_accuracy=0.913 Epoch[90] Batch [399] Speed: 313.843801 samples/sec loss=0.000239 lr=0.000100 heatmap_accuracy=0.914 Epoch[90] Batch [499] Speed: 316.043226 samples/sec loss=0.000238 lr=0.000100 heatmap_accuracy=0.914 Epoch[90] Speed: 298 samples/sec over 500 secs loss=0.000238 Epoch[91] Batch [99] Speed: 240.077776 samples/sec loss=0.000235 lr=0.000100 heatmap_accuracy=0.916 Epoch[91] Batch [199] Speed: 313.367940 samples/sec loss=0.000235 lr=0.000100 heatmap_accuracy=0.916 Epoch[91] Batch [299] Speed: 312.990190 samples/sec loss=0.000234 lr=0.000100 heatmap_accuracy=0.916 Epoch[91] Batch [399] Speed: 312.887041 samples/sec loss=0.000234 lr=0.000100 heatmap_accuracy=0.916 Epoch[91] Batch [499] Speed: 315.009130 samples/sec loss=0.000234 lr=0.000100 heatmap_accuracy=0.916 Epoch[91] Speed: 298 samples/sec over 501 secs loss=0.000234 Epoch[92] Batch [99] Speed: 241.693979 samples/sec loss=0.000232 lr=0.000100 heatmap_accuracy=0.919 Epoch[92] Batch [199] Speed: 314.183350 samples/sec loss=0.000232 lr=0.000100 heatmap_accuracy=0.918 Epoch[92] Batch [299] Speed: 312.940466 samples/sec loss=0.000232 lr=0.000100 heatmap_accuracy=0.918 Epoch[92] Batch [399] Speed: 313.008842 samples/sec loss=0.000232 lr=0.000100 heatmap_accuracy=0.919 Epoch[92] Batch [499] Speed: 315.626214 samples/sec loss=0.000232 lr=0.000100 heatmap_accuracy=0.919 Epoch[92] Speed: 298 samples/sec over 500 secs loss=0.000232 Epoch[93] Batch [99] Speed: 238.969662 samples/sec loss=0.000231 lr=0.000100 heatmap_accuracy=0.918 Epoch[93] Batch [199] Speed: 314.192397 samples/sec loss=0.000230 lr=0.000100 heatmap_accuracy=0.919 Epoch[93] Batch [299] Speed: 313.361339 samples/sec loss=0.000230 lr=0.000100 heatmap_accuracy=0.920 Epoch[93] Batch [399] Speed: 313.335905 samples/sec loss=0.000230 lr=0.000100 heatmap_accuracy=0.920 Epoch[93] Batch [499] Speed: 315.976665 samples/sec loss=0.000230 lr=0.000100 heatmap_accuracy=0.920 Epoch[93] Speed: 298 samples/sec over 500 secs loss=0.000230 Epoch[94] Batch [99] Speed: 239.452794 samples/sec loss=0.000228 lr=0.000100 heatmap_accuracy=0.921 Epoch[94] Batch [199] Speed: 312.733458 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[94] Batch [299] Speed: 313.083665 samples/sec loss=0.000228 lr=0.000100 heatmap_accuracy=0.921 Epoch[94] Batch [399] Speed: 313.518061 samples/sec loss=0.000228 lr=0.000100 heatmap_accuracy=0.921 Epoch[94] Batch [499] Speed: 315.877576 samples/sec loss=0.000228 lr=0.000100 heatmap_accuracy=0.921 Epoch[94] Speed: 298 samples/sec over 501 secs loss=0.000228 Epoch[95] Batch [99] Speed: 240.719373 samples/sec loss=0.000228 lr=0.000100 heatmap_accuracy=0.921 Epoch[95] Batch [199] Speed: 313.419166 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.921 Epoch[95] Batch [299] Speed: 313.546857 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.921 Epoch[95] Batch [399] Speed: 314.091769 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.921 Epoch[95] Batch [499] Speed: 315.674226 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[95] Speed: 298 samples/sec over 500 secs loss=0.000227 Epoch[96] Batch [99] Speed: 239.049756 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[96] Batch [199] Speed: 314.048082 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[96] Batch [299] Speed: 313.669817 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[96] Batch [399] Speed: 313.835283 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[96] Batch [499] Speed: 316.392340 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[96] Speed: 298 samples/sec over 500 secs loss=0.000227 Epoch[97] Batch [99] Speed: 240.639355 samples/sec loss=0.000227 lr=0.000100 heatmap_accuracy=0.922 Epoch[97] Batch [199] Speed: 313.656478 samples/sec loss=0.000226 lr=0.000100 heatmap_accuracy=0.923 Epoch[97] Batch [299] Speed: 314.346981 samples/sec loss=0.000226 lr=0.000100 heatmap_accuracy=0.922 Epoch[97] Batch [399] Speed: 314.001238 samples/sec loss=0.000226 lr=0.000100 heatmap_accuracy=0.923 Epoch[97] Batch [499] Speed: 316.230169 samples/sec loss=0.000226 lr=0.000100 heatmap_accuracy=0.923 Epoch[97] Speed: 299 samples/sec over 499 secs loss=0.000226 Epoch[98] Batch [99] Speed: 239.534230 samples/sec loss=0.000225 lr=0.000100 heatmap_accuracy=0.922 Epoch[98] Batch [199] Speed: 313.882450 samples/sec loss=0.000226 lr=0.000100 heatmap_accuracy=0.923 Epoch[98] Batch [299] Speed: 314.116365 samples/sec loss=0.000225 lr=0.000100 heatmap_accuracy=0.923 Epoch[98] Batch [399] Speed: 314.140992 samples/sec loss=0.000225 lr=0.000100 heatmap_accuracy=0.923 Epoch[98] Batch [499] Speed: 315.185144 samples/sec loss=0.000225 lr=0.000100 heatmap_accuracy=0.923 Epoch[98] Speed: 298 samples/sec over 500 secs loss=0.000225 Epoch[99] Batch [99] Speed: 241.405347 samples/sec loss=0.000223 lr=0.000100 heatmap_accuracy=0.924 Epoch[99] Batch [199] Speed: 313.865737 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.923 Epoch[99] Batch [299] Speed: 313.881562 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.923 Epoch[99] Batch [399] Speed: 313.747772 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.923 Epoch[99] Batch [499] Speed: 315.634304 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.924 Epoch[99] Speed: 299 samples/sec over 499 secs loss=0.000224 Epoch[100] Batch [99] Speed: 240.385938 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.924 Epoch[100] Batch [199] Speed: 314.314680 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.924 Epoch[100] Batch [299] Speed: 313.432350 samples/sec loss=0.000224 lr=0.000100 heatmap_accuracy=0.924 Epoch[100] Batch [399] Speed: 314.558453 samples/sec loss=0.000223 lr=0.000100 heatmap_accuracy=0.924 Epoch[100] Batch [499] Speed: 316.246795 samples/sec loss=0.000223 lr=0.000100 heatmap_accuracy=0.924 Epoch[100] Speed: 299 samples/sec over 499 secs loss=0.000223 Epoch[101] Batch [99] Speed: 238.727562 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[101] Batch [199] Speed: 314.282737 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[101] Batch [299] Speed: 313.505994 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[101] Batch [399] Speed: 313.646802 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[101] Batch [499] Speed: 316.192231 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.925 Epoch[101] Speed: 298 samples/sec over 500 secs loss=0.000222 Epoch[102] Batch [99] Speed: 239.614986 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[102] Batch [199] Speed: 314.242878 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.925 Epoch[102] Batch [299] Speed: 312.968861 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.925 Epoch[102] Batch [399] Speed: 313.435344 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.925 Epoch[102] Batch [499] Speed: 315.237490 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.925 Epoch[102] Speed: 298 samples/sec over 500 secs loss=0.000222 Epoch[103] Batch [99] Speed: 240.259141 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[103] Batch [199] Speed: 313.869235 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[103] Batch [299] Speed: 313.954223 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[103] Batch [399] Speed: 313.225047 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[103] Batch [499] Speed: 315.484094 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[103] Speed: 298 samples/sec over 500 secs loss=0.000222 Epoch[104] Batch [99] Speed: 240.492656 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.926 Epoch[104] Batch [199] Speed: 313.219464 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[104] Batch [299] Speed: 308.618516 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[104] Batch [399] Speed: 314.481306 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.926 Epoch[104] Batch [499] Speed: 316.359321 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.926 Epoch[104] Speed: 298 samples/sec over 501 secs loss=0.000221 Epoch[105] Batch [99] Speed: 239.105184 samples/sec loss=0.000222 lr=0.000100 heatmap_accuracy=0.926 Epoch[105] Batch [199] Speed: 313.961489 samples/sec loss=0.000221 lr=0.000100 heatmap_accuracy=0.927 Epoch[105] Batch [299] Speed: 313.602878 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[105] Batch [399] Speed: 313.928235 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[105] Batch [499] Speed: 316.157579 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[105] Speed: 298 samples/sec over 500 secs loss=0.000220 Epoch[106] Batch [99] Speed: 242.089471 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[106] Batch [199] Speed: 313.693233 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[106] Batch [299] Speed: 314.001184 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[106] Batch [399] Speed: 313.056348 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[106] Batch [499] Speed: 315.707498 samples/sec loss=0.000220 lr=0.000100 heatmap_accuracy=0.927 Epoch[106] Speed: 299 samples/sec over 499 secs loss=0.000220 Epoch[107] Batch [99] Speed: 239.653019 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[107] Batch [199] Speed: 313.617424 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.927 Epoch[107] Batch [299] Speed: 313.525567 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[107] Batch [399] Speed: 313.460531 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[107] Batch [499] Speed: 315.630447 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[107] Speed: 298 samples/sec over 500 secs loss=0.000219 Epoch[108] Batch [99] Speed: 240.812389 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.926 Epoch[108] Batch [199] Speed: 314.067697 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[108] Batch [299] Speed: 313.687063 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[108] Batch [399] Speed: 313.711315 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[108] Batch [499] Speed: 315.849384 samples/sec loss=0.000219 lr=0.000100 heatmap_accuracy=0.927 Epoch[108] Speed: 299 samples/sec over 499 secs loss=0.000219 Epoch[109] Batch [99] Speed: 240.971544 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[109] Batch [199] Speed: 313.887870 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[109] Batch [299] Speed: 313.809180 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[109] Batch [399] Speed: 313.012719 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[109] Batch [499] Speed: 315.002908 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[109] Speed: 298 samples/sec over 500 secs loss=0.000219 Epoch[110] Batch [99] Speed: 241.067341 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.927 Epoch[110] Batch [199] Speed: 313.419046 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.928 Epoch[110] Batch [299] Speed: 313.744250 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.928 Epoch[110] Batch [399] Speed: 313.468861 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.928 Epoch[110] Batch [499] Speed: 315.130761 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[110] Speed: 298 samples/sec over 500 secs loss=0.000218 Epoch[111] Batch [99] Speed: 240.135309 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[111] Batch [199] Speed: 314.484145 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[111] Batch [299] Speed: 313.808558 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[111] Batch [399] Speed: 313.653976 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[111] Batch [499] Speed: 316.172628 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[111] Speed: 298 samples/sec over 500 secs loss=0.000217 Epoch[112] Batch [99] Speed: 241.031628 samples/sec loss=0.000218 lr=0.000100 heatmap_accuracy=0.928 Epoch[112] Batch [199] Speed: 313.925340 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[112] Batch [299] Speed: 313.752732 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.928 Epoch[112] Batch [399] Speed: 313.422285 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[112] Batch [499] Speed: 315.427022 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[112] Speed: 298 samples/sec over 500 secs loss=0.000218 Epoch[113] Batch [99] Speed: 239.504257 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.928 Epoch[113] Batch [199] Speed: 313.609120 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[113] Batch [299] Speed: 313.591830 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[113] Batch [399] Speed: 314.135741 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[113] Batch [499] Speed: 316.098699 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[113] Speed: 298 samples/sec over 500 secs loss=0.000217 Epoch[114] Batch [99] Speed: 240.843554 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.930 Epoch[114] Batch [199] Speed: 313.788286 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[114] Batch [299] Speed: 313.811738 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[114] Batch [399] Speed: 313.911856 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[114] Batch [499] Speed: 316.665845 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[114] Speed: 299 samples/sec over 499 secs loss=0.000216 Epoch[115] Batch [99] Speed: 241.119346 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.931 Epoch[115] Batch [199] Speed: 313.639428 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[115] Batch [299] Speed: 314.012104 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[115] Batch [399] Speed: 314.175797 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[115] Batch [499] Speed: 316.376399 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[115] Speed: 299 samples/sec over 499 secs loss=0.000216 Epoch[116] Batch [99] Speed: 240.528120 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[116] Batch [199] Speed: 313.762611 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[116] Batch [299] Speed: 313.396113 samples/sec loss=0.000217 lr=0.000100 heatmap_accuracy=0.929 Epoch[116] Batch [399] Speed: 313.518057 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[116] Batch [499] Speed: 315.875257 samples/sec loss=0.000216 lr=0.000100 heatmap_accuracy=0.929 Epoch[116] Speed: 298 samples/sec over 500 secs loss=0.000216 Epoch[117] Batch [99] Speed: 241.713481 samples/sec loss=0.000214 lr=0.000100 heatmap_accuracy=0.930 Epoch[117] Batch [199] Speed: 314.103781 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.931 Epoch[117] Batch [299] Speed: 313.803422 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.931 Epoch[117] Batch [399] Speed: 313.838087 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.931 Epoch[117] Batch [499] Speed: 315.543329 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.930 Epoch[117] Speed: 299 samples/sec over 499 secs loss=0.000215 Epoch[118] Batch [99] Speed: 241.269028 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.931 Epoch[118] Batch [199] Speed: 314.572739 samples/sec loss=0.000214 lr=0.000100 heatmap_accuracy=0.930 Epoch[118] Batch [299] Speed: 313.574402 samples/sec loss=0.000214 lr=0.000100 heatmap_accuracy=0.931 Epoch[118] Batch [399] Speed: 313.623651 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.930 Epoch[118] Batch [499] Speed: 316.054709 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.930 Epoch[118] Speed: 299 samples/sec over 499 secs loss=0.000215 Epoch[119] Batch [99] Speed: 239.610202 samples/sec loss=0.000213 lr=0.000100 heatmap_accuracy=0.932 Epoch[119] Batch [199] Speed: 313.311225 samples/sec loss=0.000214 lr=0.000100 heatmap_accuracy=0.931 Epoch[119] Batch [299] Speed: 313.000246 samples/sec loss=0.000214 lr=0.000100 heatmap_accuracy=0.931 Epoch[119] Batch [399] Speed: 313.766764 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.930 Epoch[119] Batch [499] Speed: 315.830805 samples/sec loss=0.000215 lr=0.000100 heatmap_accuracy=0.930 Epoch[119] Speed: 298 samples/sec over 500 secs loss=0.000215 Epoch[120] Batch [99] Speed: 240.456884 samples/sec loss=0.000215 lr=0.000010 heatmap_accuracy=0.931 Epoch[120] Batch [199] Speed: 313.392526 samples/sec loss=0.000215 lr=0.000010 heatmap_accuracy=0.931 Epoch[120] Batch [299] Speed: 313.486534 samples/sec loss=0.000214 lr=0.000010 heatmap_accuracy=0.931 Epoch[120] Batch [399] Speed: 313.648988 samples/sec loss=0.000214 lr=0.000010 heatmap_accuracy=0.931 Epoch[120] Batch [499] Speed: 316.065104 samples/sec loss=0.000214 lr=0.000010 heatmap_accuracy=0.931 Epoch[120] Speed: 298 samples/sec over 500 secs loss=0.000214 Epoch[121] Batch [99] Speed: 238.898775 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[121] Batch [199] Speed: 307.164995 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[121] Batch [299] Speed: 313.957438 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[121] Batch [399] Speed: 313.135748 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[121] Batch [499] Speed: 316.042578 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[121] Speed: 297 samples/sec over 502 secs loss=0.000213 Epoch[122] Batch [99] Speed: 241.038846 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[122] Batch [199] Speed: 314.796071 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[122] Batch [299] Speed: 314.656032 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[122] Batch [399] Speed: 314.504290 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[122] Batch [499] Speed: 316.177392 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[122] Speed: 299 samples/sec over 499 secs loss=0.000213 Epoch[123] Batch [99] Speed: 240.545945 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[123] Batch [199] Speed: 313.662242 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[123] Batch [299] Speed: 313.736159 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[123] Batch [399] Speed: 313.773406 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[123] Batch [499] Speed: 315.654001 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[123] Speed: 298 samples/sec over 500 secs loss=0.000213 Epoch[124] Batch [99] Speed: 241.412181 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[124] Batch [199] Speed: 314.880240 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[124] Batch [299] Speed: 314.886589 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[124] Batch [399] Speed: 314.212350 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[124] Batch [499] Speed: 316.307435 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[124] Speed: 299 samples/sec over 499 secs loss=0.000213 Epoch[125] Batch [99] Speed: 239.409680 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[125] Batch [199] Speed: 313.668556 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[125] Batch [299] Speed: 314.102987 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[125] Batch [399] Speed: 313.622040 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[125] Batch [499] Speed: 315.600766 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[125] Speed: 298 samples/sec over 500 secs loss=0.000213 Epoch[126] Batch [99] Speed: 238.697786 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.930 Epoch[126] Batch [199] Speed: 313.478703 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[126] Batch [299] Speed: 313.507513 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[126] Batch [399] Speed: 313.371964 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[126] Batch [499] Speed: 315.745134 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[126] Speed: 298 samples/sec over 501 secs loss=0.000213 Epoch[127] Batch [99] Speed: 240.275515 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[127] Batch [199] Speed: 313.775113 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[127] Batch [299] Speed: 313.711838 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[127] Batch [399] Speed: 313.629864 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[127] Batch [499] Speed: 316.382182 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[127] Speed: 298 samples/sec over 500 secs loss=0.000213 Epoch[128] Batch [99] Speed: 238.647092 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[128] Batch [199] Speed: 313.557295 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[128] Batch [299] Speed: 313.407689 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[128] Batch [399] Speed: 312.994204 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[128] Batch [499] Speed: 315.610598 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[128] Speed: 298 samples/sec over 501 secs loss=0.000213 Epoch[129] Batch [99] Speed: 239.760171 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.931 Epoch[129] Batch [199] Speed: 314.236452 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[129] Batch [299] Speed: 313.281142 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[129] Batch [399] Speed: 313.472665 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[129] Batch [499] Speed: 315.900952 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[129] Speed: 298 samples/sec over 500 secs loss=0.000212 Epoch[130] Batch [99] Speed: 238.358030 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[130] Batch [199] Speed: 314.246254 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[130] Batch [299] Speed: 313.620858 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[130] Batch [399] Speed: 313.718785 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[130] Batch [499] Speed: 316.050026 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[130] Speed: 298 samples/sec over 500 secs loss=0.000213 Epoch[131] Batch [99] Speed: 240.200234 samples/sec loss=0.000214 lr=0.000010 heatmap_accuracy=0.931 Epoch[131] Batch [199] Speed: 314.058792 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[131] Batch [299] Speed: 313.649376 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[131] Batch [399] Speed: 313.558456 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[131] Batch [499] Speed: 316.188927 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[131] Speed: 298 samples/sec over 500 secs loss=0.000213 Epoch[132] Batch [99] Speed: 241.597362 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[132] Batch [199] Speed: 313.767987 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.933 Epoch[132] Batch [299] Speed: 313.737721 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[132] Batch [399] Speed: 313.997036 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[132] Batch [499] Speed: 316.274609 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[132] Speed: 299 samples/sec over 499 secs loss=0.000212 Epoch[133] Batch [99] Speed: 239.545753 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.931 Epoch[133] Batch [199] Speed: 313.843608 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[133] Batch [299] Speed: 313.439538 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[133] Batch [399] Speed: 313.446519 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[133] Batch [499] Speed: 315.934963 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[133] Speed: 298 samples/sec over 500 secs loss=0.000212 Epoch[134] Batch [99] Speed: 240.682128 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[134] Batch [199] Speed: 314.004500 samples/sec loss=0.000213 lr=0.000010 heatmap_accuracy=0.932 Epoch[134] Batch [299] Speed: 313.646099 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[134] Batch [399] Speed: 313.305181 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[134] Batch [499] Speed: 315.564244 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[134] Speed: 298 samples/sec over 500 secs loss=0.000212 Epoch[135] Batch [99] Speed: 239.291536 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[135] Batch [199] Speed: 313.574349 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[135] Batch [299] Speed: 312.970667 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[135] Batch [399] Speed: 313.290469 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[135] Batch [499] Speed: 315.312730 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[135] Speed: 298 samples/sec over 501 secs loss=0.000212 Epoch[136] Batch [99] Speed: 239.671304 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[136] Batch [199] Speed: 313.408816 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[136] Batch [299] Speed: 313.551934 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.931 Epoch[136] Batch [399] Speed: 313.885111 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[136] Batch [499] Speed: 315.741597 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[136] Speed: 298 samples/sec over 500 secs loss=0.000212 Epoch[137] Batch [99] Speed: 241.560565 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.933 Epoch[137] Batch [199] Speed: 313.550428 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[137] Batch [299] Speed: 313.798452 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.932 Epoch[137] Batch [399] Speed: 313.507859 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.932 Epoch[137] Batch [499] Speed: 315.602358 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.932 Epoch[137] Speed: 298 samples/sec over 500 secs loss=0.000212 Epoch[138] Batch [99] Speed: 236.290481 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[138] Batch [199] Speed: 313.333255 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[138] Batch [299] Speed: 313.639412 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[138] Batch [399] Speed: 313.739377 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[138] Batch [499] Speed: 315.998671 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.932 Epoch[138] Speed: 297 samples/sec over 502 secs loss=0.000212 Epoch[139] Batch [99] Speed: 239.002938 samples/sec loss=0.000212 lr=0.000010 heatmap_accuracy=0.933 Epoch[139] Batch [199] Speed: 313.734818 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.932 Epoch[139] Batch [299] Speed: 313.465287 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.932 Epoch[139] Batch [399] Speed: 313.112780 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.933 Epoch[139] Batch [499] Speed: 316.210771 samples/sec loss=0.000211 lr=0.000010 heatmap_accuracy=0.933 Epoch[139] Speed: 298 samples/sec over 501 secs loss=0.000211