Namespace(batch_size=32, center_reg_weight=1.0, data_shape=512, dataset='voc', dataset_root='~/.mxnet/datasets/', epochs=70, flip_validation=True, gpus='2,3', log_interval=10, lr=0.000125, lr_decay=0.1, lr_decay_epoch='45,60', lr_mode='step', momentum=0.9, network='resnet50_v1b_dcnv2', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet50_v1b_dcnv2_voc', seed=233, start_epoch=0, val_interval=5, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1)
Start training from [Epoch 0]
[Epoch 0][Batch 9], Speed: 83.794 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.485, HeatmapFocal=235.109
[Epoch 0][Batch 19], Speed: 81.507 samples/sec, LR=0.000125, WHL1=4.171, CenterRegL1=0.474, HeatmapFocal=157.697
[Epoch 0][Batch 29], Speed: 84.434 samples/sec, LR=0.000125, WHL1=4.110, CenterRegL1=0.451, HeatmapFocal=121.319
[Epoch 0][Batch 39], Speed: 84.692 samples/sec, LR=0.000125, WHL1=4.117, CenterRegL1=0.421, HeatmapFocal=100.069
[Epoch 0][Batch 49], Speed: 83.778 samples/sec, LR=0.000125, WHL1=4.172, CenterRegL1=0.391, HeatmapFocal=85.633
[Epoch 0][Batch 59], Speed: 87.393 samples/sec, LR=0.000125, WHL1=4.209, CenterRegL1=0.367, HeatmapFocal=75.089
[Epoch 0][Batch 69], Speed: 86.290 samples/sec, LR=0.000125, WHL1=4.165, CenterRegL1=0.350, HeatmapFocal=66.715
[Epoch 0][Batch 79], Speed: 86.135 samples/sec, LR=0.000125, WHL1=4.136, CenterRegL1=0.338, HeatmapFocal=60.183
[Epoch 0][Batch 89], Speed: 86.273 samples/sec, LR=0.000125, WHL1=4.172, CenterRegL1=0.328, HeatmapFocal=54.942
[Epoch 0][Batch 99], Speed: 86.381 samples/sec, LR=0.000125, WHL1=4.137, CenterRegL1=0.320, HeatmapFocal=50.517
[Epoch 0][Batch 109], Speed: 84.866 samples/sec, LR=0.000125, WHL1=4.088, CenterRegL1=0.313, HeatmapFocal=46.726
[Epoch 0][Batch 119], Speed: 48.194 samples/sec, LR=0.000125, WHL1=4.036, CenterRegL1=0.308, HeatmapFocal=43.500
[Epoch 0][Batch 129], Speed: 78.539 samples/sec, LR=0.000125, WHL1=4.019, CenterRegL1=0.303, HeatmapFocal=40.766
[Epoch 0][Batch 139], Speed: 83.606 samples/sec, LR=0.000125, WHL1=3.982, CenterRegL1=0.299, HeatmapFocal=38.355
[Epoch 0][Batch 149], Speed: 82.863 samples/sec, LR=0.000125, WHL1=3.967, CenterRegL1=0.295, HeatmapFocal=36.265
[Epoch 0][Batch 159], Speed: 80.678 samples/sec, LR=0.000125, WHL1=3.938, CenterRegL1=0.292, HeatmapFocal=34.398
[Epoch 0][Batch 169], Speed: 83.447 samples/sec, LR=0.000125, WHL1=3.917, CenterRegL1=0.289, HeatmapFocal=32.741
[Epoch 0][Batch 179], Speed: 82.375 samples/sec, LR=0.000125, WHL1=3.895, CenterRegL1=0.286, HeatmapFocal=31.247
[Epoch 0][Batch 189], Speed: 83.744 samples/sec, LR=0.000125, WHL1=3.874, CenterRegL1=0.284, HeatmapFocal=29.903
[Epoch 0][Batch 199], Speed: 82.097 samples/sec, LR=0.000125, WHL1=3.839, CenterRegL1=0.282, HeatmapFocal=28.685
[Epoch 0][Batch 209], Speed: 81.025 samples/sec, LR=0.000125, WHL1=3.811, CenterRegL1=0.280, HeatmapFocal=27.574
[Epoch 0][Batch 219], Speed: 84.352 samples/sec, LR=0.000125, WHL1=3.787, CenterRegL1=0.278, HeatmapFocal=26.563
[Epoch 0][Batch 229], Speed: 84.579 samples/sec, LR=0.000125, WHL1=3.763, CenterRegL1=0.277, HeatmapFocal=25.636
[Epoch 0][Batch 239], Speed: 84.097 samples/sec, LR=0.000125, WHL1=3.742, CenterRegL1=0.276, HeatmapFocal=24.781
[Epoch 0][Batch 249], Speed: 82.945 samples/sec, LR=0.000125, WHL1=3.710, CenterRegL1=0.274, HeatmapFocal=23.988
[Epoch 0][Batch 259], Speed: 83.641 samples/sec, LR=0.000125, WHL1=3.689, CenterRegL1=0.273, HeatmapFocal=23.259
[Epoch 0][Batch 269], Speed: 83.842 samples/sec, LR=0.000125, WHL1=3.660, CenterRegL1=0.272, HeatmapFocal=22.578
[Epoch 0][Batch 279], Speed: 82.161 samples/sec, LR=0.000125, WHL1=3.641, CenterRegL1=0.271, HeatmapFocal=21.947
[Epoch 0][Batch 289], Speed: 80.513 samples/sec, LR=0.000125, WHL1=3.611, CenterRegL1=0.270, HeatmapFocal=21.352
[Epoch 0][Batch 299], Speed: 84.259 samples/sec, LR=0.000125, WHL1=3.583, CenterRegL1=0.270, HeatmapFocal=20.796
[Epoch 0][Batch 309], Speed: 84.308 samples/sec, LR=0.000125, WHL1=3.561, CenterRegL1=0.269, HeatmapFocal=20.276
[Epoch 0][Batch 319], Speed: 84.078 samples/sec, LR=0.000125, WHL1=3.535, CenterRegL1=0.268, HeatmapFocal=19.789
[Epoch 0][Batch 329], Speed: 86.403 samples/sec, LR=0.000125, WHL1=3.516, CenterRegL1=0.267, HeatmapFocal=19.332
[Epoch 0][Batch 339], Speed: 86.499 samples/sec, LR=0.000125, WHL1=3.488, CenterRegL1=0.267, HeatmapFocal=18.897
[Epoch 0][Batch 349], Speed: 86.556 samples/sec, LR=0.000125, WHL1=3.465, CenterRegL1=0.266, HeatmapFocal=18.487
[Epoch 0][Batch 359], Speed: 85.771 samples/sec, LR=0.000125, WHL1=3.440, CenterRegL1=0.265, HeatmapFocal=18.097
[Epoch 0][Batch 369], Speed: 85.602 samples/sec, LR=0.000125, WHL1=3.414, CenterRegL1=0.265, HeatmapFocal=17.728
[Epoch 0][Batch 379], Speed: 86.216 samples/sec, LR=0.000125, WHL1=3.390, CenterRegL1=0.265, HeatmapFocal=17.377
[Epoch 0][Batch 389], Speed: 46.584 samples/sec, LR=0.000125, WHL1=3.367, CenterRegL1=0.264, HeatmapFocal=17.042
[Epoch 0][Batch 399], Speed: 76.191 samples/sec, LR=0.000125, WHL1=3.342, CenterRegL1=0.264, HeatmapFocal=16.724
[Epoch 0][Batch 409], Speed: 82.958 samples/sec, LR=0.000125, WHL1=3.321, CenterRegL1=0.264, HeatmapFocal=16.423
[Epoch 0][Batch 419], Speed: 79.858 samples/sec, LR=0.000125, WHL1=3.302, CenterRegL1=0.264, HeatmapFocal=16.135
[Epoch 0][Batch 429], Speed: 84.038 samples/sec, LR=0.000125, WHL1=3.284, CenterRegL1=0.263, HeatmapFocal=15.862
[Epoch 0][Batch 439], Speed: 82.106 samples/sec, LR=0.000125, WHL1=3.261, CenterRegL1=0.263, HeatmapFocal=15.599
[Epoch 0][Batch 449], Speed: 81.813 samples/sec, LR=0.000125, WHL1=3.243, CenterRegL1=0.263, HeatmapFocal=15.349
[Epoch 0][Batch 459], Speed: 84.700 samples/sec, LR=0.000125, WHL1=3.219, CenterRegL1=0.263, HeatmapFocal=15.107
[Epoch 0][Batch 469], Speed: 85.283 samples/sec, LR=0.000125, WHL1=3.195, CenterRegL1=0.263, HeatmapFocal=14.876
[Epoch 0][Batch 479], Speed: 85.882 samples/sec, LR=0.000125, WHL1=3.173, CenterRegL1=0.263, HeatmapFocal=14.654
[Epoch 0][Batch 489], Speed: 84.972 samples/sec, LR=0.000125, WHL1=3.153, CenterRegL1=0.263, HeatmapFocal=14.441
[Epoch 0][Batch 499], Speed: 83.276 samples/sec, LR=0.000125, WHL1=3.134, CenterRegL1=0.263, HeatmapFocal=14.237
[Epoch 0][Batch 509], Speed: 85.476 samples/sec, LR=0.000125, WHL1=3.115, CenterRegL1=0.263, HeatmapFocal=14.041
[Epoch 0] Training cost: 216.028, WHL1=3.100, CenterRegL1=0.263, HeatmapFocal=13.906
[Epoch 0] Validation: 
aeroplane=0.0
bicycle=0.0
bird=0.0019342359767891683
boat=2.8736870842134e-05
bottle=0.0
bus=0.0
car=0.0
cat=0.0004784688995215311
chair=0.0
cow=0.0010330578512396695
diningtable=0.0
dog=0.0
horse=0.0
motorbike=0.0
person=0.0034129711067785364
pottedplant=0.0
sheep=0.0009775171065493646
sofa=0.0
train=0.0
tvmonitor=0.0
mAP=0.00039324939058602015
[Epoch 1][Batch 9], Speed: 84.861 samples/sec, LR=0.000125, WHL1=2.039, CenterRegL1=0.280, HeatmapFocal=13.721
[Epoch 1][Batch 19], Speed: 85.738 samples/sec, LR=0.000125, WHL1=2.011, CenterRegL1=0.270, HeatmapFocal=13.544
[Epoch 1][Batch 29], Speed: 48.195 samples/sec, LR=0.000125, WHL1=1.988, CenterRegL1=0.268, HeatmapFocal=13.373
[Epoch 1][Batch 39], Speed: 77.849 samples/sec, LR=0.000125, WHL1=1.953, CenterRegL1=0.269, HeatmapFocal=13.208
[Epoch 1][Batch 49], Speed: 82.015 samples/sec, LR=0.000125, WHL1=1.917, CenterRegL1=0.269, HeatmapFocal=13.046
[Epoch 1][Batch 59], Speed: 80.870 samples/sec, LR=0.000125, WHL1=1.904, CenterRegL1=0.268, HeatmapFocal=12.891
[Epoch 1][Batch 69], Speed: 82.561 samples/sec, LR=0.000125, WHL1=1.889, CenterRegL1=0.267, HeatmapFocal=12.741
[Epoch 1][Batch 79], Speed: 82.135 samples/sec, LR=0.000125, WHL1=1.886, CenterRegL1=0.267, HeatmapFocal=12.596
[Epoch 1][Batch 89], Speed: 83.482 samples/sec, LR=0.000125, WHL1=1.887, CenterRegL1=0.266, HeatmapFocal=12.458
[Epoch 1][Batch 99], Speed: 81.192 samples/sec, LR=0.000125, WHL1=1.889, CenterRegL1=0.266, HeatmapFocal=12.322
[Epoch 1][Batch 109], Speed: 84.003 samples/sec, LR=0.000125, WHL1=1.874, CenterRegL1=0.265, HeatmapFocal=12.190
[Epoch 1][Batch 119], Speed: 81.693 samples/sec, LR=0.000125, WHL1=1.862, CenterRegL1=0.265, HeatmapFocal=12.062
[Epoch 1][Batch 129], Speed: 82.447 samples/sec, LR=0.000125, WHL1=1.853, CenterRegL1=0.265, HeatmapFocal=11.938
[Epoch 1][Batch 139], Speed: 81.911 samples/sec, LR=0.000125, WHL1=1.842, CenterRegL1=0.265, HeatmapFocal=11.819
[Epoch 1][Batch 149], Speed: 84.137 samples/sec, LR=0.000125, WHL1=1.836, CenterRegL1=0.265, HeatmapFocal=11.702
[Epoch 1][Batch 159], Speed: 80.374 samples/sec, LR=0.000125, WHL1=1.826, CenterRegL1=0.265, HeatmapFocal=11.589
[Epoch 1][Batch 169], Speed: 81.079 samples/sec, LR=0.000125, WHL1=1.807, CenterRegL1=0.265, HeatmapFocal=11.479
[Epoch 1][Batch 179], Speed: 82.896 samples/sec, LR=0.000125, WHL1=1.803, CenterRegL1=0.264, HeatmapFocal=11.372
[Epoch 1][Batch 189], Speed: 83.151 samples/sec, LR=0.000125, WHL1=1.794, CenterRegL1=0.264, HeatmapFocal=11.269
[Epoch 1][Batch 199], Speed: 80.255 samples/sec, LR=0.000125, WHL1=1.786, CenterRegL1=0.263, HeatmapFocal=11.168
[Epoch 1][Batch 209], Speed: 82.447 samples/sec, LR=0.000125, WHL1=1.776, CenterRegL1=0.263, HeatmapFocal=11.068
[Epoch 1][Batch 219], Speed: 82.816 samples/sec, LR=0.000125, WHL1=1.771, CenterRegL1=0.263, HeatmapFocal=10.971
[Epoch 1][Batch 229], Speed: 82.560 samples/sec, LR=0.000125, WHL1=1.764, CenterRegL1=0.263, HeatmapFocal=10.877
[Epoch 1][Batch 239], Speed: 86.169 samples/sec, LR=0.000125, WHL1=1.759, CenterRegL1=0.262, HeatmapFocal=10.785
[Epoch 1][Batch 249], Speed: 86.262 samples/sec, LR=0.000125, WHL1=1.751, CenterRegL1=0.262, HeatmapFocal=10.695
[Epoch 1][Batch 259], Speed: 85.534 samples/sec, LR=0.000125, WHL1=1.744, CenterRegL1=0.261, HeatmapFocal=10.607
[Epoch 1][Batch 269], Speed: 84.685 samples/sec, LR=0.000125, WHL1=1.734, CenterRegL1=0.261, HeatmapFocal=10.521
[Epoch 1][Batch 279], Speed: 86.191 samples/sec, LR=0.000125, WHL1=1.722, CenterRegL1=0.261, HeatmapFocal=10.435
[Epoch 1][Batch 289], Speed: 86.084 samples/sec, LR=0.000125, WHL1=1.709, CenterRegL1=0.261, HeatmapFocal=10.351
[Epoch 1][Batch 299], Speed: 46.441 samples/sec, LR=0.000125, WHL1=1.698, CenterRegL1=0.260, HeatmapFocal=10.271
[Epoch 1][Batch 309], Speed: 83.827 samples/sec, LR=0.000125, WHL1=1.690, CenterRegL1=0.260, HeatmapFocal=10.192
[Epoch 1][Batch 319], Speed: 85.849 samples/sec, LR=0.000125, WHL1=1.680, CenterRegL1=0.260, HeatmapFocal=10.114
[Epoch 1][Batch 329], Speed: 85.417 samples/sec, LR=0.000125, WHL1=1.671, CenterRegL1=0.259, HeatmapFocal=10.038
[Epoch 1][Batch 339], Speed: 85.222 samples/sec, LR=0.000125, WHL1=1.666, CenterRegL1=0.259, HeatmapFocal=9.965
[Epoch 1][Batch 349], Speed: 43.757 samples/sec, LR=0.000125, WHL1=1.658, CenterRegL1=0.259, HeatmapFocal=9.893
[Epoch 1][Batch 359], Speed: 49.996 samples/sec, LR=0.000125, WHL1=1.652, CenterRegL1=0.259, HeatmapFocal=9.822
[Epoch 1][Batch 369], Speed: 80.007 samples/sec, LR=0.000125, WHL1=1.647, CenterRegL1=0.258, HeatmapFocal=9.753
[Epoch 1][Batch 379], Speed: 81.373 samples/sec, LR=0.000125, WHL1=1.643, CenterRegL1=0.258, HeatmapFocal=9.686
[Epoch 1][Batch 389], Speed: 83.273 samples/sec, LR=0.000125, WHL1=1.638, CenterRegL1=0.258, HeatmapFocal=9.618
[Epoch 1][Batch 399], Speed: 81.692 samples/sec, LR=0.000125, WHL1=1.632, CenterRegL1=0.258, HeatmapFocal=9.553
[Epoch 1][Batch 409], Speed: 82.437 samples/sec, LR=0.000125, WHL1=1.627, CenterRegL1=0.258, HeatmapFocal=9.489
[Epoch 1][Batch 419], Speed: 82.291 samples/sec, LR=0.000125, WHL1=1.620, CenterRegL1=0.257, HeatmapFocal=9.426
[Epoch 1][Batch 429], Speed: 83.234 samples/sec, LR=0.000125, WHL1=1.613, CenterRegL1=0.257, HeatmapFocal=9.365
[Epoch 1][Batch 439], Speed: 83.483 samples/sec, LR=0.000125, WHL1=1.608, CenterRegL1=0.257, HeatmapFocal=9.304
[Epoch 1][Batch 449], Speed: 84.266 samples/sec, LR=0.000125, WHL1=1.602, CenterRegL1=0.257, HeatmapFocal=9.244
[Epoch 1][Batch 459], Speed: 82.797 samples/sec, LR=0.000125, WHL1=1.597, CenterRegL1=0.257, HeatmapFocal=9.185
[Epoch 1][Batch 469], Speed: 84.837 samples/sec, LR=0.000125, WHL1=1.593, CenterRegL1=0.256, HeatmapFocal=9.129
[Epoch 1][Batch 479], Speed: 84.514 samples/sec, LR=0.000125, WHL1=1.587, CenterRegL1=0.256, HeatmapFocal=9.072
[Epoch 1][Batch 489], Speed: 84.505 samples/sec, LR=0.000125, WHL1=1.582, CenterRegL1=0.256, HeatmapFocal=9.016
[Epoch 1][Batch 499], Speed: 84.409 samples/sec, LR=0.000125, WHL1=1.579, CenterRegL1=0.256, HeatmapFocal=8.962
[Epoch 1][Batch 509], Speed: 83.781 samples/sec, LR=0.000125, WHL1=1.573, CenterRegL1=0.256, HeatmapFocal=8.909
[Epoch 1] Training cost: 213.231, WHL1=1.570, CenterRegL1=0.256, HeatmapFocal=8.873
[Epoch 2][Batch 9], Speed: 81.738 samples/sec, LR=0.000125, WHL1=1.408, CenterRegL1=0.250, HeatmapFocal=8.821
[Epoch 2][Batch 19], Speed: 79.936 samples/sec, LR=0.000125, WHL1=1.363, CenterRegL1=0.252, HeatmapFocal=8.771
[Epoch 2][Batch 29], Speed: 83.662 samples/sec, LR=0.000125, WHL1=1.357, CenterRegL1=0.250, HeatmapFocal=8.721
[Epoch 2][Batch 39], Speed: 83.782 samples/sec, LR=0.000125, WHL1=1.330, CenterRegL1=0.249, HeatmapFocal=8.671
[Epoch 2][Batch 49], Speed: 86.393 samples/sec, LR=0.000125, WHL1=1.322, CenterRegL1=0.250, HeatmapFocal=8.622
[Epoch 2][Batch 59], Speed: 86.121 samples/sec, LR=0.000125, WHL1=1.312, CenterRegL1=0.249, HeatmapFocal=8.574
[Epoch 2][Batch 69], Speed: 86.397 samples/sec, LR=0.000125, WHL1=1.312, CenterRegL1=0.249, HeatmapFocal=8.527
[Epoch 2][Batch 79], Speed: 84.242 samples/sec, LR=0.000125, WHL1=1.303, CenterRegL1=0.249, HeatmapFocal=8.480
[Epoch 2][Batch 89], Speed: 83.980 samples/sec, LR=0.000125, WHL1=1.298, CenterRegL1=0.249, HeatmapFocal=8.434
[Epoch 2][Batch 99], Speed: 60.861 samples/sec, LR=0.000125, WHL1=1.295, CenterRegL1=0.248, HeatmapFocal=8.389
[Epoch 2][Batch 109], Speed: 45.545 samples/sec, LR=0.000125, WHL1=1.292, CenterRegL1=0.248, HeatmapFocal=8.344
[Epoch 2][Batch 119], Speed: 77.382 samples/sec, LR=0.000125, WHL1=1.290, CenterRegL1=0.248, HeatmapFocal=8.301
[Epoch 2][Batch 129], Speed: 82.840 samples/sec, LR=0.000125, WHL1=1.284, CenterRegL1=0.248, HeatmapFocal=8.258
[Epoch 2][Batch 139], Speed: 82.531 samples/sec, LR=0.000125, WHL1=1.280, CenterRegL1=0.248, HeatmapFocal=8.216
[Epoch 2][Batch 149], Speed: 81.919 samples/sec, LR=0.000125, WHL1=1.274, CenterRegL1=0.248, HeatmapFocal=8.175
[Epoch 2][Batch 159], Speed: 82.726 samples/sec, LR=0.000125, WHL1=1.279, CenterRegL1=0.248, HeatmapFocal=8.135
[Epoch 2][Batch 169], Speed: 81.975 samples/sec, LR=0.000125, WHL1=1.279, CenterRegL1=0.249, HeatmapFocal=8.095
[Epoch 2][Batch 179], Speed: 82.982 samples/sec, LR=0.000125, WHL1=1.274, CenterRegL1=0.249, HeatmapFocal=8.055
[Epoch 2][Batch 189], Speed: 80.312 samples/sec, LR=0.000125, WHL1=1.271, CenterRegL1=0.249, HeatmapFocal=8.015
[Epoch 2][Batch 199], Speed: 82.267 samples/sec, LR=0.000125, WHL1=1.268, CenterRegL1=0.249, HeatmapFocal=7.976
[Epoch 2][Batch 209], Speed: 82.456 samples/sec, LR=0.000125, WHL1=1.267, CenterRegL1=0.249, HeatmapFocal=7.938
[Epoch 2][Batch 219], Speed: 80.353 samples/sec, LR=0.000125, WHL1=1.268, CenterRegL1=0.249, HeatmapFocal=7.901
[Epoch 2][Batch 229], Speed: 81.896 samples/sec, LR=0.000125, WHL1=1.266, CenterRegL1=0.249, HeatmapFocal=7.864
[Epoch 2][Batch 239], Speed: 82.756 samples/sec, LR=0.000125, WHL1=1.264, CenterRegL1=0.249, HeatmapFocal=7.828
[Epoch 2][Batch 249], Speed: 81.291 samples/sec, LR=0.000125, WHL1=1.259, CenterRegL1=0.249, HeatmapFocal=7.792
[Epoch 2][Batch 259], Speed: 81.796 samples/sec, LR=0.000125, WHL1=1.260, CenterRegL1=0.249, HeatmapFocal=7.757
[Epoch 2][Batch 269], Speed: 82.612 samples/sec, LR=0.000125, WHL1=1.259, CenterRegL1=0.249, HeatmapFocal=7.722
[Epoch 2][Batch 279], Speed: 81.931 samples/sec, LR=0.000125, WHL1=1.257, CenterRegL1=0.249, HeatmapFocal=7.688
[Epoch 2][Batch 289], Speed: 83.599 samples/sec, LR=0.000125, WHL1=1.259, CenterRegL1=0.249, HeatmapFocal=7.654
[Epoch 2][Batch 299], Speed: 81.789 samples/sec, LR=0.000125, WHL1=1.255, CenterRegL1=0.249, HeatmapFocal=7.620
[Epoch 2][Batch 309], Speed: 81.488 samples/sec, LR=0.000125, WHL1=1.254, CenterRegL1=0.249, HeatmapFocal=7.587
[Epoch 2][Batch 319], Speed: 85.419 samples/sec, LR=0.000125, WHL1=1.256, CenterRegL1=0.249, HeatmapFocal=7.554
[Epoch 2][Batch 329], Speed: 86.228 samples/sec, LR=0.000125, WHL1=1.255, CenterRegL1=0.249, HeatmapFocal=7.522
[Epoch 2][Batch 339], Speed: 83.892 samples/sec, LR=0.000125, WHL1=1.256, CenterRegL1=0.249, HeatmapFocal=7.491
[Epoch 2][Batch 349], Speed: 85.025 samples/sec, LR=0.000125, WHL1=1.253, CenterRegL1=0.249, HeatmapFocal=7.459
[Epoch 2][Batch 359], Speed: 86.044 samples/sec, LR=0.000125, WHL1=1.252, CenterRegL1=0.249, HeatmapFocal=7.428
[Epoch 2][Batch 369], Speed: 81.358 samples/sec, LR=0.000125, WHL1=1.250, CenterRegL1=0.249, HeatmapFocal=7.397
[Epoch 2][Batch 379], Speed: 45.215 samples/sec, LR=0.000125, WHL1=1.246, CenterRegL1=0.249, HeatmapFocal=7.367
[Epoch 2][Batch 389], Speed: 79.383 samples/sec, LR=0.000125, WHL1=1.244, CenterRegL1=0.249, HeatmapFocal=7.337
[Epoch 2][Batch 399], Speed: 82.837 samples/sec, LR=0.000125, WHL1=1.244, CenterRegL1=0.249, HeatmapFocal=7.308
[Epoch 2][Batch 409], Speed: 82.498 samples/sec, LR=0.000125, WHL1=1.245, CenterRegL1=0.249, HeatmapFocal=7.279
[Epoch 2][Batch 419], Speed: 80.989 samples/sec, LR=0.000125, WHL1=1.244, CenterRegL1=0.249, HeatmapFocal=7.250
[Epoch 2][Batch 429], Speed: 80.120 samples/sec, LR=0.000125, WHL1=1.241, CenterRegL1=0.249, HeatmapFocal=7.220
[Epoch 2][Batch 439], Speed: 81.725 samples/sec, LR=0.000125, WHL1=1.241, CenterRegL1=0.249, HeatmapFocal=7.193
[Epoch 2][Batch 449], Speed: 79.573 samples/sec, LR=0.000125, WHL1=1.239, CenterRegL1=0.249, HeatmapFocal=7.165
[Epoch 2][Batch 459], Speed: 84.763 samples/sec, LR=0.000125, WHL1=1.238, CenterRegL1=0.249, HeatmapFocal=7.137
[Epoch 2][Batch 469], Speed: 82.851 samples/sec, LR=0.000125, WHL1=1.236, CenterRegL1=0.249, HeatmapFocal=7.110
[Epoch 2][Batch 479], Speed: 84.141 samples/sec, LR=0.000125, WHL1=1.235, CenterRegL1=0.249, HeatmapFocal=7.083
[Epoch 2][Batch 489], Speed: 85.927 samples/sec, LR=0.000125, WHL1=1.235, CenterRegL1=0.249, HeatmapFocal=7.057
[Epoch 2][Batch 499], Speed: 83.752 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.249, HeatmapFocal=7.031
[Epoch 2][Batch 509], Speed: 84.772 samples/sec, LR=0.000125, WHL1=1.230, CenterRegL1=0.249, HeatmapFocal=7.005
[Epoch 2] Training cost: 212.397, WHL1=1.230, CenterRegL1=0.249, HeatmapFocal=6.988
[Epoch 3][Batch 9], Speed: 83.783 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.250, HeatmapFocal=6.962
[Epoch 3][Batch 19], Speed: 80.525 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.252, HeatmapFocal=6.937
[Epoch 3][Batch 29], Speed: 83.769 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.250, HeatmapFocal=6.912
[Epoch 3][Batch 39], Speed: 84.021 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.250, HeatmapFocal=6.887
[Epoch 3][Batch 49], Speed: 81.756 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.249, HeatmapFocal=6.862
[Epoch 3][Batch 59], Speed: 85.491 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.250, HeatmapFocal=6.838
[Epoch 3][Batch 69], Speed: 85.408 samples/sec, LR=0.000125, WHL1=1.152, CenterRegL1=0.249, HeatmapFocal=6.814
[Epoch 3][Batch 79], Speed: 81.300 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.249, HeatmapFocal=6.790
[Epoch 3][Batch 89], Speed: 86.075 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.249, HeatmapFocal=6.766
[Epoch 3][Batch 99], Speed: 85.119 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.249, HeatmapFocal=6.743
[Epoch 3][Batch 109], Speed: 84.940 samples/sec, LR=0.000125, WHL1=1.150, CenterRegL1=0.249, HeatmapFocal=6.720
[Epoch 3][Batch 119], Speed: 69.913 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.249, HeatmapFocal=6.697
[Epoch 3][Batch 129], Speed: 47.429 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.249, HeatmapFocal=6.674
[Epoch 3][Batch 139], Speed: 76.608 samples/sec, LR=0.000125, WHL1=1.150, CenterRegL1=0.249, HeatmapFocal=6.653
[Epoch 3][Batch 149], Speed: 83.028 samples/sec, LR=0.000125, WHL1=1.155, CenterRegL1=0.249, HeatmapFocal=6.631
[Epoch 3][Batch 159], Speed: 82.688 samples/sec, LR=0.000125, WHL1=1.153, CenterRegL1=0.249, HeatmapFocal=6.609
[Epoch 3][Batch 169], Speed: 80.470 samples/sec, LR=0.000125, WHL1=1.152, CenterRegL1=0.249, HeatmapFocal=6.587
[Epoch 3][Batch 179], Speed: 82.072 samples/sec, LR=0.000125, WHL1=1.151, CenterRegL1=0.249, HeatmapFocal=6.566
[Epoch 3][Batch 189], Speed: 81.924 samples/sec, LR=0.000125, WHL1=1.151, CenterRegL1=0.249, HeatmapFocal=6.544
[Epoch 3][Batch 199], Speed: 83.097 samples/sec, LR=0.000125, WHL1=1.153, CenterRegL1=0.249, HeatmapFocal=6.524
[Epoch 3][Batch 209], Speed: 83.637 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.249, HeatmapFocal=6.503
[Epoch 3][Batch 219], Speed: 83.710 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.248, HeatmapFocal=6.482
[Epoch 3][Batch 229], Speed: 81.560 samples/sec, LR=0.000125, WHL1=1.155, CenterRegL1=0.248, HeatmapFocal=6.462
[Epoch 3][Batch 239], Speed: 82.554 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.248, HeatmapFocal=6.442
[Epoch 3][Batch 249], Speed: 83.031 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.248, HeatmapFocal=6.422
[Epoch 3][Batch 259], Speed: 82.394 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.402
[Epoch 3][Batch 269], Speed: 81.919 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.247, HeatmapFocal=6.383
[Epoch 3][Batch 279], Speed: 80.453 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.247, HeatmapFocal=6.363
[Epoch 3][Batch 289], Speed: 83.474 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.247, HeatmapFocal=6.344
[Epoch 3][Batch 299], Speed: 82.018 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.247, HeatmapFocal=6.326
[Epoch 3][Batch 309], Speed: 81.756 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.307
[Epoch 3][Batch 319], Speed: 82.444 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.247, HeatmapFocal=6.287
[Epoch 3][Batch 329], Speed: 82.943 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.247, HeatmapFocal=6.269
[Epoch 3][Batch 339], Speed: 86.114 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.248, HeatmapFocal=6.250
[Epoch 3][Batch 349], Speed: 85.594 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.232
[Epoch 3][Batch 359], Speed: 85.841 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.248, HeatmapFocal=6.214
[Epoch 3][Batch 369], Speed: 86.495 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.196
[Epoch 3][Batch 379], Speed: 84.771 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.248, HeatmapFocal=6.179
[Epoch 3][Batch 389], Speed: 84.638 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.248, HeatmapFocal=6.161
[Epoch 3][Batch 399], Speed: 42.971 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.144
[Epoch 3][Batch 409], Speed: 79.864 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.248, HeatmapFocal=6.127
[Epoch 3][Batch 419], Speed: 79.362 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.248, HeatmapFocal=6.110
[Epoch 3][Batch 429], Speed: 82.331 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.248, HeatmapFocal=6.093
[Epoch 3][Batch 439], Speed: 81.800 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.248, HeatmapFocal=6.076
[Epoch 3][Batch 449], Speed: 82.377 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.248, HeatmapFocal=6.060
[Epoch 3][Batch 459], Speed: 84.608 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.248, HeatmapFocal=6.043
[Epoch 3][Batch 469], Speed: 84.851 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.248, HeatmapFocal=6.026
[Epoch 3][Batch 479], Speed: 83.897 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.248, HeatmapFocal=6.010
[Epoch 3][Batch 489], Speed: 84.449 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.248, HeatmapFocal=5.994
[Epoch 3][Batch 499], Speed: 84.642 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.248, HeatmapFocal=5.978
[Epoch 3][Batch 509], Speed: 84.909 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.248, HeatmapFocal=5.962
[Epoch 3] Training cost: 212.076, WHL1=1.159, CenterRegL1=0.248, HeatmapFocal=5.951
[Epoch 4][Batch 9], Speed: 83.795 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.249, HeatmapFocal=5.935
[Epoch 4][Batch 19], Speed: 81.361 samples/sec, LR=0.000125, WHL1=1.176, CenterRegL1=0.250, HeatmapFocal=5.920
[Epoch 4][Batch 29], Speed: 82.973 samples/sec, LR=0.000125, WHL1=1.179, CenterRegL1=0.250, HeatmapFocal=5.904
[Epoch 4][Batch 39], Speed: 82.239 samples/sec, LR=0.000125, WHL1=1.179, CenterRegL1=0.248, HeatmapFocal=5.889
[Epoch 4][Batch 49], Speed: 84.350 samples/sec, LR=0.000125, WHL1=1.170, CenterRegL1=0.248, HeatmapFocal=5.874
[Epoch 4][Batch 59], Speed: 83.927 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=5.858
[Epoch 4][Batch 69], Speed: 81.529 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.247, HeatmapFocal=5.843
[Epoch 4][Batch 79], Speed: 84.396 samples/sec, LR=0.000125, WHL1=1.152, CenterRegL1=0.247, HeatmapFocal=5.828
[Epoch 4][Batch 89], Speed: 85.748 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.247, HeatmapFocal=5.813
[Epoch 4][Batch 99], Speed: 83.914 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=5.798
[Epoch 4][Batch 109], Speed: 85.869 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.247, HeatmapFocal=5.783
[Epoch 4][Batch 119], Speed: 84.981 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.247, HeatmapFocal=5.768
[Epoch 4][Batch 129], Speed: 85.659 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.753
[Epoch 4][Batch 139], Speed: 85.361 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=5.739
[Epoch 4][Batch 149], Speed: 74.114 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.247, HeatmapFocal=5.724
[Epoch 4][Batch 159], Speed: 85.584 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.710
[Epoch 4][Batch 169], Speed: 85.163 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.696
[Epoch 4][Batch 179], Speed: 85.287 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.248, HeatmapFocal=5.682
[Epoch 4][Batch 189], Speed: 85.540 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.668
[Epoch 4][Batch 199], Speed: 40.277 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.248, HeatmapFocal=5.654
[Epoch 4][Batch 209], Speed: 47.154 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.640
[Epoch 4][Batch 219], Speed: 79.326 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.626
[Epoch 4][Batch 229], Speed: 81.595 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.612
[Epoch 4][Batch 239], Speed: 82.532 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.599
[Epoch 4][Batch 249], Speed: 81.187 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.586
[Epoch 4][Batch 259], Speed: 82.584 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=5.573
[Epoch 4][Batch 269], Speed: 83.670 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.560
[Epoch 4][Batch 279], Speed: 79.522 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.547
[Epoch 4][Batch 289], Speed: 83.698 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.535
[Epoch 4][Batch 299], Speed: 82.185 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.248, HeatmapFocal=5.522
[Epoch 4][Batch 309], Speed: 82.625 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=5.509
[Epoch 4][Batch 319], Speed: 83.148 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.497
[Epoch 4][Batch 329], Speed: 82.363 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.484
[Epoch 4][Batch 339], Speed: 83.353 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.472
[Epoch 4][Batch 349], Speed: 82.655 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.459
[Epoch 4][Batch 359], Speed: 81.488 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.248, HeatmapFocal=5.447
[Epoch 4][Batch 369], Speed: 82.459 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.435
[Epoch 4][Batch 379], Speed: 82.165 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.423
[Epoch 4][Batch 389], Speed: 83.874 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.410
[Epoch 4][Batch 399], Speed: 83.119 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.398
[Epoch 4][Batch 409], Speed: 85.482 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.386
[Epoch 4][Batch 419], Speed: 85.929 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.374
[Epoch 4][Batch 429], Speed: 85.810 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.363
[Epoch 4][Batch 439], Speed: 86.158 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.248, HeatmapFocal=5.351
[Epoch 4][Batch 449], Speed: 84.810 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.248, HeatmapFocal=5.340
[Epoch 4][Batch 459], Speed: 85.886 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.329
[Epoch 4][Batch 469], Speed: 50.385 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.317
[Epoch 4][Batch 479], Speed: 58.493 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.306
[Epoch 4][Batch 489], Speed: 80.427 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.248, HeatmapFocal=5.295
[Epoch 4][Batch 499], Speed: 83.211 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.284
[Epoch 4][Batch 509], Speed: 83.911 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.248, HeatmapFocal=5.274
[Epoch 4] Training cost: 214.079, WHL1=1.131, CenterRegL1=0.248, HeatmapFocal=5.265
[Epoch 5][Batch 9], Speed: 82.701 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.251, HeatmapFocal=5.253
[Epoch 5][Batch 19], Speed: 84.396 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.250, HeatmapFocal=5.242
[Epoch 5][Batch 29], Speed: 82.362 samples/sec, LR=0.000125, WHL1=1.166, CenterRegL1=0.249, HeatmapFocal=5.232
[Epoch 5][Batch 39], Speed: 84.937 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.249, HeatmapFocal=5.221
[Epoch 5][Batch 49], Speed: 82.497 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.247, HeatmapFocal=5.210
[Epoch 5][Batch 59], Speed: 81.597 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.247, HeatmapFocal=5.199
[Epoch 5][Batch 69], Speed: 82.786 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.247, HeatmapFocal=5.188
[Epoch 5][Batch 79], Speed: 82.799 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.247, HeatmapFocal=5.178
[Epoch 5][Batch 89], Speed: 83.471 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.247, HeatmapFocal=5.167
[Epoch 5][Batch 99], Speed: 80.041 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=5.157
[Epoch 5][Batch 109], Speed: 83.747 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.146
[Epoch 5][Batch 119], Speed: 82.824 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=5.135
[Epoch 5][Batch 129], Speed: 82.847 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.247, HeatmapFocal=5.125
[Epoch 5][Batch 139], Speed: 80.913 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.248, HeatmapFocal=5.115
[Epoch 5][Batch 149], Speed: 82.212 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.248, HeatmapFocal=5.104
[Epoch 5][Batch 159], Speed: 83.842 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.248, HeatmapFocal=5.095
[Epoch 5][Batch 169], Speed: 85.896 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.084
[Epoch 5][Batch 179], Speed: 85.245 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.247, HeatmapFocal=5.075
[Epoch 5][Batch 189], Speed: 85.872 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.064
[Epoch 5][Batch 199], Speed: 85.101 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.247, HeatmapFocal=5.054
[Epoch 5][Batch 209], Speed: 85.127 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=5.044
[Epoch 5][Batch 219], Speed: 46.188 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.248, HeatmapFocal=5.034
[Epoch 5][Batch 229], Speed: 59.898 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.248, HeatmapFocal=5.025
[Epoch 5][Batch 239], Speed: 82.467 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.247, HeatmapFocal=5.015
[Epoch 5][Batch 249], Speed: 81.920 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=5.006
[Epoch 5][Batch 259], Speed: 82.058 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.248, HeatmapFocal=4.996
[Epoch 5][Batch 269], Speed: 81.358 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.248, HeatmapFocal=4.986
[Epoch 5][Batch 279], Speed: 82.815 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=4.977
[Epoch 5][Batch 289], Speed: 81.965 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=4.967
[Epoch 5][Batch 299], Speed: 81.082 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.958
[Epoch 5][Batch 309], Speed: 80.862 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.948
[Epoch 5][Batch 319], Speed: 82.987 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.248, HeatmapFocal=4.939
[Epoch 5][Batch 329], Speed: 83.995 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.929
[Epoch 5][Batch 339], Speed: 83.867 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.248, HeatmapFocal=4.921
[Epoch 5][Batch 349], Speed: 80.715 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.248, HeatmapFocal=4.912
[Epoch 5][Batch 359], Speed: 80.980 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.248, HeatmapFocal=4.903
[Epoch 5][Batch 369], Speed: 83.209 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.248, HeatmapFocal=4.894
[Epoch 5][Batch 379], Speed: 83.375 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.248, HeatmapFocal=4.885
[Epoch 5][Batch 389], Speed: 81.548 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.248, HeatmapFocal=4.876
[Epoch 5][Batch 399], Speed: 80.351 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=4.867
[Epoch 5][Batch 409], Speed: 83.401 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.248, HeatmapFocal=4.858
[Epoch 5][Batch 419], Speed: 81.248 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.248, HeatmapFocal=4.850
[Epoch 5][Batch 429], Speed: 85.551 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.248, HeatmapFocal=4.841
[Epoch 5][Batch 439], Speed: 86.005 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=4.832
[Epoch 5][Batch 449], Speed: 86.138 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=4.824
[Epoch 5][Batch 459], Speed: 86.283 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=4.816
[Epoch 5][Batch 469], Speed: 86.153 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=4.807
[Epoch 5][Batch 479], Speed: 85.850 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=4.799
[Epoch 5][Batch 489], Speed: 53.633 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=4.790
[Epoch 5][Batch 499], Speed: 79.115 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=4.782
[Epoch 5][Batch 509], Speed: 84.574 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=4.774
[Epoch 5] Training cost: 211.157, WHL1=1.112, CenterRegL1=0.248, HeatmapFocal=4.768
[Epoch 5] Validation: 
aeroplane=0.026112496354509036
bicycle=0.3067975348472006
bird=0.2601856319586119
boat=0.12691644559420132
bottle=0.010486548400692849
bus=0.20664690552586396
car=0.232068848391791
cat=0.24727340287395627
chair=0.23043441316951951
cow=0.2446082715483329
diningtable=0.12992083877968266
dog=0.2996640153970981
horse=0.23654801994363386
motorbike=0.17596269901991543
person=0.3371535982061041
pottedplant=0.1437331467148448
sheep=0.29506773323866664
sofa=0.14662125446912838
train=0.1538450676079891
tvmonitor=0.2962123767489619
mAP=0.2053129624395352
[Epoch 6][Batch 9], Speed: 82.167 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.245, HeatmapFocal=4.760
[Epoch 6][Batch 19], Speed: 82.978 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.248, HeatmapFocal=4.751
[Epoch 6][Batch 29], Speed: 83.775 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.249, HeatmapFocal=4.743
[Epoch 6][Batch 39], Speed: 83.664 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.250, HeatmapFocal=4.735
[Epoch 6][Batch 49], Speed: 78.957 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.249, HeatmapFocal=4.726
[Epoch 6][Batch 59], Speed: 83.193 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.249, HeatmapFocal=4.718
[Epoch 6][Batch 69], Speed: 82.305 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.249, HeatmapFocal=4.710
[Epoch 6][Batch 79], Speed: 83.694 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=4.702
[Epoch 6][Batch 89], Speed: 84.910 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.693
[Epoch 6][Batch 99], Speed: 85.070 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=4.685
[Epoch 6][Batch 109], Speed: 85.211 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=4.678
[Epoch 6][Batch 119], Speed: 86.157 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.246, HeatmapFocal=4.670
[Epoch 6][Batch 129], Speed: 84.613 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.246, HeatmapFocal=4.662
[Epoch 6][Batch 139], Speed: 35.935 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.246, HeatmapFocal=4.654
[Epoch 6][Batch 149], Speed: 47.248 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.246, HeatmapFocal=4.646
[Epoch 6][Batch 159], Speed: 82.491 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.246, HeatmapFocal=4.638
[Epoch 6][Batch 169], Speed: 82.494 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.246, HeatmapFocal=4.631
[Epoch 6][Batch 179], Speed: 82.306 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.246, HeatmapFocal=4.623
[Epoch 6][Batch 189], Speed: 80.007 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.246, HeatmapFocal=4.616
[Epoch 6][Batch 199], Speed: 80.820 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.246, HeatmapFocal=4.608
[Epoch 6][Batch 209], Speed: 82.954 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.246, HeatmapFocal=4.601
[Epoch 6][Batch 219], Speed: 81.907 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.246, HeatmapFocal=4.593
[Epoch 6][Batch 229], Speed: 83.398 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.246, HeatmapFocal=4.587
[Epoch 6][Batch 239], Speed: 83.749 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=4.580
[Epoch 6][Batch 249], Speed: 84.056 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=4.572
[Epoch 6][Batch 259], Speed: 80.268 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=4.565
[Epoch 6][Batch 269], Speed: 82.874 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.246, HeatmapFocal=4.558
[Epoch 6][Batch 279], Speed: 84.142 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=4.551
[Epoch 6][Batch 289], Speed: 81.697 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=4.544
[Epoch 6][Batch 299], Speed: 82.617 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=4.537
[Epoch 6][Batch 309], Speed: 82.088 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=4.530
[Epoch 6][Batch 319], Speed: 84.303 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.246, HeatmapFocal=4.523
[Epoch 6][Batch 329], Speed: 82.088 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=4.516
[Epoch 6][Batch 339], Speed: 81.909 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=4.509
[Epoch 6][Batch 349], Speed: 85.387 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.246, HeatmapFocal=4.502
[Epoch 6][Batch 359], Speed: 85.032 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.246, HeatmapFocal=4.495
[Epoch 6][Batch 369], Speed: 84.347 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.246, HeatmapFocal=4.489
[Epoch 6][Batch 379], Speed: 84.464 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.246, HeatmapFocal=4.482
[Epoch 6][Batch 389], Speed: 85.219 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.246, HeatmapFocal=4.475
[Epoch 6][Batch 399], Speed: 83.486 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.246, HeatmapFocal=4.468
[Epoch 6][Batch 409], Speed: 41.977 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.246, HeatmapFocal=4.461
[Epoch 6][Batch 419], Speed: 83.008 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.246, HeatmapFocal=4.455
[Epoch 6][Batch 429], Speed: 85.586 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.246, HeatmapFocal=4.448
[Epoch 6][Batch 439], Speed: 85.624 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.246, HeatmapFocal=4.441
[Epoch 6][Batch 449], Speed: 85.033 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.246, HeatmapFocal=4.435
[Epoch 6][Batch 459], Speed: 86.244 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=4.428
[Epoch 6][Batch 469], Speed: 44.550 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=4.422
[Epoch 6][Batch 479], Speed: 80.573 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.246, HeatmapFocal=4.415
[Epoch 6][Batch 489], Speed: 84.686 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.246, HeatmapFocal=4.409
[Epoch 6][Batch 499], Speed: 84.018 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.246, HeatmapFocal=4.402
[Epoch 6][Batch 509], Speed: 83.339 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.246, HeatmapFocal=4.396
[Epoch 6] Training cost: 213.671, WHL1=1.097, CenterRegL1=0.246, HeatmapFocal=4.392
[Epoch 7][Batch 9], Speed: 84.106 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.252, HeatmapFocal=4.385
[Epoch 7][Batch 19], Speed: 81.879 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.249, HeatmapFocal=4.379
[Epoch 7][Batch 29], Speed: 83.846 samples/sec, LR=0.000125, WHL1=1.060, CenterRegL1=0.250, HeatmapFocal=4.372
[Epoch 7][Batch 39], Speed: 83.780 samples/sec, LR=0.000125, WHL1=1.058, CenterRegL1=0.249, HeatmapFocal=4.366
[Epoch 7][Batch 49], Speed: 83.676 samples/sec, LR=0.000125, WHL1=1.055, CenterRegL1=0.249, HeatmapFocal=4.360
[Epoch 7][Batch 59], Speed: 84.294 samples/sec, LR=0.000125, WHL1=1.053, CenterRegL1=0.249, HeatmapFocal=4.353
[Epoch 7][Batch 69], Speed: 79.951 samples/sec, LR=0.000125, WHL1=1.045, CenterRegL1=0.247, HeatmapFocal=4.347
[Epoch 7][Batch 79], Speed: 82.650 samples/sec, LR=0.000125, WHL1=1.049, CenterRegL1=0.248, HeatmapFocal=4.341
[Epoch 7][Batch 89], Speed: 82.648 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.248, HeatmapFocal=4.334
[Epoch 7][Batch 99], Speed: 82.274 samples/sec, LR=0.000125, WHL1=1.049, CenterRegL1=0.248, HeatmapFocal=4.328
[Epoch 7][Batch 109], Speed: 83.258 samples/sec, LR=0.000125, WHL1=1.046, CenterRegL1=0.248, HeatmapFocal=4.322
[Epoch 7][Batch 119], Speed: 83.848 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.248, HeatmapFocal=4.316
[Epoch 7][Batch 129], Speed: 83.544 samples/sec, LR=0.000125, WHL1=1.036, CenterRegL1=0.248, HeatmapFocal=4.310
[Epoch 7][Batch 139], Speed: 82.355 samples/sec, LR=0.000125, WHL1=1.033, CenterRegL1=0.248, HeatmapFocal=4.304
[Epoch 7][Batch 149], Speed: 83.779 samples/sec, LR=0.000125, WHL1=1.031, CenterRegL1=0.248, HeatmapFocal=4.298
[Epoch 7][Batch 159], Speed: 84.623 samples/sec, LR=0.000125, WHL1=1.028, CenterRegL1=0.248, HeatmapFocal=4.293
[Epoch 7][Batch 169], Speed: 85.988 samples/sec, LR=0.000125, WHL1=1.025, CenterRegL1=0.248, HeatmapFocal=4.287
[Epoch 7][Batch 179], Speed: 86.212 samples/sec, LR=0.000125, WHL1=1.024, CenterRegL1=0.248, HeatmapFocal=4.281
[Epoch 7][Batch 189], Speed: 85.820 samples/sec, LR=0.000125, WHL1=1.019, CenterRegL1=0.248, HeatmapFocal=4.275
[Epoch 7][Batch 199], Speed: 85.812 samples/sec, LR=0.000125, WHL1=1.019, CenterRegL1=0.248, HeatmapFocal=4.269
[Epoch 7][Batch 209], Speed: 85.070 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.248, HeatmapFocal=4.263
[Epoch 7][Batch 219], Speed: 38.662 samples/sec, LR=0.000125, WHL1=1.016, CenterRegL1=0.247, HeatmapFocal=4.258
[Epoch 7][Batch 229], Speed: 76.791 samples/sec, LR=0.000125, WHL1=1.010, CenterRegL1=0.247, HeatmapFocal=4.252
[Epoch 7][Batch 239], Speed: 82.759 samples/sec, LR=0.000125, WHL1=1.010, CenterRegL1=0.247, HeatmapFocal=4.246
[Epoch 7][Batch 249], Speed: 81.942 samples/sec, LR=0.000125, WHL1=1.007, CenterRegL1=0.247, HeatmapFocal=4.240
[Epoch 7][Batch 259], Speed: 81.933 samples/sec, LR=0.000125, WHL1=1.007, CenterRegL1=0.247, HeatmapFocal=4.235
[Epoch 7][Batch 269], Speed: 80.722 samples/sec, LR=0.000125, WHL1=1.006, CenterRegL1=0.247, HeatmapFocal=4.230
[Epoch 7][Batch 279], Speed: 80.727 samples/sec, LR=0.000125, WHL1=1.004, CenterRegL1=0.247, HeatmapFocal=4.225
[Epoch 7][Batch 289], Speed: 83.836 samples/sec, LR=0.000125, WHL1=1.001, CenterRegL1=0.247, HeatmapFocal=4.220
[Epoch 7][Batch 299], Speed: 81.114 samples/sec, LR=0.000125, WHL1=0.998, CenterRegL1=0.247, HeatmapFocal=4.214
[Epoch 7][Batch 309], Speed: 83.669 samples/sec, LR=0.000125, WHL1=0.994, CenterRegL1=0.247, HeatmapFocal=4.209
[Epoch 7][Batch 319], Speed: 83.271 samples/sec, LR=0.000125, WHL1=0.991, CenterRegL1=0.247, HeatmapFocal=4.204
[Epoch 7][Batch 329], Speed: 82.021 samples/sec, LR=0.000125, WHL1=0.989, CenterRegL1=0.247, HeatmapFocal=4.198
[Epoch 7][Batch 339], Speed: 83.430 samples/sec, LR=0.000125, WHL1=0.987, CenterRegL1=0.247, HeatmapFocal=4.193
[Epoch 7][Batch 349], Speed: 84.580 samples/sec, LR=0.000125, WHL1=0.984, CenterRegL1=0.247, HeatmapFocal=4.187
[Epoch 7][Batch 359], Speed: 82.866 samples/sec, LR=0.000125, WHL1=0.982, CenterRegL1=0.247, HeatmapFocal=4.182
[Epoch 7][Batch 369], Speed: 83.430 samples/sec, LR=0.000125, WHL1=0.979, CenterRegL1=0.247, HeatmapFocal=4.177
[Epoch 7][Batch 379], Speed: 80.580 samples/sec, LR=0.000125, WHL1=0.976, CenterRegL1=0.247, HeatmapFocal=4.171
[Epoch 7][Batch 389], Speed: 83.798 samples/sec, LR=0.000125, WHL1=0.972, CenterRegL1=0.247, HeatmapFocal=4.166
[Epoch 7][Batch 399], Speed: 83.538 samples/sec, LR=0.000125, WHL1=0.970, CenterRegL1=0.246, HeatmapFocal=4.161
[Epoch 7][Batch 409], Speed: 83.503 samples/sec, LR=0.000125, WHL1=0.967, CenterRegL1=0.247, HeatmapFocal=4.155
[Epoch 7][Batch 419], Speed: 79.528 samples/sec, LR=0.000125, WHL1=0.962, CenterRegL1=0.246, HeatmapFocal=4.150
[Epoch 7][Batch 429], Speed: 86.072 samples/sec, LR=0.000125, WHL1=0.960, CenterRegL1=0.246, HeatmapFocal=4.145
[Epoch 7][Batch 439], Speed: 84.413 samples/sec, LR=0.000125, WHL1=0.958, CenterRegL1=0.246, HeatmapFocal=4.140
[Epoch 7][Batch 449], Speed: 85.478 samples/sec, LR=0.000125, WHL1=0.955, CenterRegL1=0.246, HeatmapFocal=4.134
[Epoch 7][Batch 459], Speed: 86.824 samples/sec, LR=0.000125, WHL1=0.953, CenterRegL1=0.246, HeatmapFocal=4.129
[Epoch 7][Batch 469], Speed: 85.732 samples/sec, LR=0.000125, WHL1=0.952, CenterRegL1=0.246, HeatmapFocal=4.124
[Epoch 7][Batch 479], Speed: 86.049 samples/sec, LR=0.000125, WHL1=0.949, CenterRegL1=0.246, HeatmapFocal=4.119
[Epoch 7][Batch 489], Speed: 57.017 samples/sec, LR=0.000125, WHL1=0.947, CenterRegL1=0.246, HeatmapFocal=4.114
[Epoch 7][Batch 499], Speed: 81.820 samples/sec, LR=0.000125, WHL1=0.945, CenterRegL1=0.246, HeatmapFocal=4.109
[Epoch 7][Batch 509], Speed: 83.696 samples/sec, LR=0.000125, WHL1=0.942, CenterRegL1=0.246, HeatmapFocal=4.104
[Epoch 7] Training cost: 211.538, WHL1=0.941, CenterRegL1=0.246, HeatmapFocal=4.101
[Epoch 8][Batch 9], Speed: 83.155 samples/sec, LR=0.000125, WHL1=0.838, CenterRegL1=0.245, HeatmapFocal=4.096
[Epoch 8][Batch 19], Speed: 83.601 samples/sec, LR=0.000125, WHL1=0.817, CenterRegL1=0.247, HeatmapFocal=4.091
[Epoch 8][Batch 29], Speed: 83.061 samples/sec, LR=0.000125, WHL1=0.804, CenterRegL1=0.247, HeatmapFocal=4.086
[Epoch 8][Batch 39], Speed: 83.208 samples/sec, LR=0.000125, WHL1=0.796, CenterRegL1=0.248, HeatmapFocal=4.081
[Epoch 8][Batch 49], Speed: 84.044 samples/sec, LR=0.000125, WHL1=0.786, CenterRegL1=0.248, HeatmapFocal=4.076
[Epoch 8][Batch 59], Speed: 83.417 samples/sec, LR=0.000125, WHL1=0.789, CenterRegL1=0.247, HeatmapFocal=4.071
[Epoch 8][Batch 69], Speed: 82.339 samples/sec, LR=0.000125, WHL1=0.788, CenterRegL1=0.245, HeatmapFocal=4.066
[Epoch 8][Batch 79], Speed: 83.085 samples/sec, LR=0.000125, WHL1=0.786, CenterRegL1=0.245, HeatmapFocal=4.061
[Epoch 8][Batch 89], Speed: 83.193 samples/sec, LR=0.000125, WHL1=0.791, CenterRegL1=0.245, HeatmapFocal=4.056
[Epoch 8][Batch 99], Speed: 81.480 samples/sec, LR=0.000125, WHL1=0.792, CenterRegL1=0.245, HeatmapFocal=4.051
[Epoch 8][Batch 109], Speed: 82.391 samples/sec, LR=0.000125, WHL1=0.791, CenterRegL1=0.246, HeatmapFocal=4.047
[Epoch 8][Batch 119], Speed: 83.126 samples/sec, LR=0.000125, WHL1=0.792, CenterRegL1=0.246, HeatmapFocal=4.042
[Epoch 8][Batch 129], Speed: 80.684 samples/sec, LR=0.000125, WHL1=0.791, CenterRegL1=0.246, HeatmapFocal=4.037
[Epoch 8][Batch 139], Speed: 83.259 samples/sec, LR=0.000125, WHL1=0.788, CenterRegL1=0.245, HeatmapFocal=4.033
[Epoch 8][Batch 149], Speed: 84.200 samples/sec, LR=0.000125, WHL1=0.783, CenterRegL1=0.246, HeatmapFocal=4.028
[Epoch 8][Batch 159], Speed: 82.927 samples/sec, LR=0.000125, WHL1=0.781, CenterRegL1=0.246, HeatmapFocal=4.023
[Epoch 8][Batch 169], Speed: 82.039 samples/sec, LR=0.000125, WHL1=0.778, CenterRegL1=0.246, HeatmapFocal=4.018
[Epoch 8][Batch 179], Speed: 86.018 samples/sec, LR=0.000125, WHL1=0.777, CenterRegL1=0.246, HeatmapFocal=4.014
[Epoch 8][Batch 189], Speed: 85.973 samples/sec, LR=0.000125, WHL1=0.774, CenterRegL1=0.246, HeatmapFocal=4.009
[Epoch 8][Batch 199], Speed: 86.357 samples/sec, LR=0.000125, WHL1=0.771, CenterRegL1=0.246, HeatmapFocal=4.005
[Epoch 8][Batch 209], Speed: 84.555 samples/sec, LR=0.000125, WHL1=0.770, CenterRegL1=0.246, HeatmapFocal=4.000
[Epoch 8][Batch 219], Speed: 84.785 samples/sec, LR=0.000125, WHL1=0.765, CenterRegL1=0.246, HeatmapFocal=3.996
[Epoch 8][Batch 229], Speed: 84.479 samples/sec, LR=0.000125, WHL1=0.763, CenterRegL1=0.246, HeatmapFocal=3.991
[Epoch 8][Batch 239], Speed: 47.109 samples/sec, LR=0.000125, WHL1=0.761, CenterRegL1=0.246, HeatmapFocal=3.987
[Epoch 8][Batch 249], Speed: 78.798 samples/sec, LR=0.000125, WHL1=0.760, CenterRegL1=0.246, HeatmapFocal=3.982
[Epoch 8][Batch 259], Speed: 82.018 samples/sec, LR=0.000125, WHL1=0.758, CenterRegL1=0.246, HeatmapFocal=3.978
[Epoch 8][Batch 269], Speed: 80.729 samples/sec, LR=0.000125, WHL1=0.754, CenterRegL1=0.246, HeatmapFocal=3.973
[Epoch 8][Batch 279], Speed: 82.445 samples/sec, LR=0.000125, WHL1=0.751, CenterRegL1=0.247, HeatmapFocal=3.969
[Epoch 8][Batch 289], Speed: 82.109 samples/sec, LR=0.000125, WHL1=0.751, CenterRegL1=0.246, HeatmapFocal=3.964
[Epoch 8][Batch 299], Speed: 83.333 samples/sec, LR=0.000125, WHL1=0.750, CenterRegL1=0.246, HeatmapFocal=3.960
[Epoch 8][Batch 309], Speed: 81.679 samples/sec, LR=0.000125, WHL1=0.746, CenterRegL1=0.246, HeatmapFocal=3.955
[Epoch 8][Batch 319], Speed: 81.457 samples/sec, LR=0.000125, WHL1=0.745, CenterRegL1=0.246, HeatmapFocal=3.951
[Epoch 8][Batch 329], Speed: 83.225 samples/sec, LR=0.000125, WHL1=0.742, CenterRegL1=0.246, HeatmapFocal=3.947
[Epoch 8][Batch 339], Speed: 83.771 samples/sec, LR=0.000125, WHL1=0.739, CenterRegL1=0.246, HeatmapFocal=3.942
[Epoch 8][Batch 349], Speed: 82.063 samples/sec, LR=0.000125, WHL1=0.738, CenterRegL1=0.246, HeatmapFocal=3.938
[Epoch 8][Batch 359], Speed: 82.567 samples/sec, LR=0.000125, WHL1=0.737, CenterRegL1=0.246, HeatmapFocal=3.934
[Epoch 8][Batch 369], Speed: 79.416 samples/sec, LR=0.000125, WHL1=0.735, CenterRegL1=0.246, HeatmapFocal=3.929
[Epoch 8][Batch 379], Speed: 82.151 samples/sec, LR=0.000125, WHL1=0.733, CenterRegL1=0.246, HeatmapFocal=3.925
[Epoch 8][Batch 389], Speed: 83.103 samples/sec, LR=0.000125, WHL1=0.732, CenterRegL1=0.246, HeatmapFocal=3.921
[Epoch 8][Batch 399], Speed: 84.404 samples/sec, LR=0.000125, WHL1=0.730, CenterRegL1=0.246, HeatmapFocal=3.917
[Epoch 8][Batch 409], Speed: 80.988 samples/sec, LR=0.000125, WHL1=0.727, CenterRegL1=0.246, HeatmapFocal=3.912
[Epoch 8][Batch 419], Speed: 84.272 samples/sec, LR=0.000125, WHL1=0.725, CenterRegL1=0.246, HeatmapFocal=3.908
[Epoch 8][Batch 429], Speed: 82.975 samples/sec, LR=0.000125, WHL1=0.723, CenterRegL1=0.246, HeatmapFocal=3.904
[Epoch 8][Batch 439], Speed: 80.827 samples/sec, LR=0.000125, WHL1=0.721, CenterRegL1=0.246, HeatmapFocal=3.900
[Epoch 8][Batch 449], Speed: 83.950 samples/sec, LR=0.000125, WHL1=0.720, CenterRegL1=0.246, HeatmapFocal=3.896
[Epoch 8][Batch 459], Speed: 86.795 samples/sec, LR=0.000125, WHL1=0.717, CenterRegL1=0.246, HeatmapFocal=3.891
[Epoch 8][Batch 469], Speed: 85.394 samples/sec, LR=0.000125, WHL1=0.716, CenterRegL1=0.246, HeatmapFocal=3.887
[Epoch 8][Batch 479], Speed: 87.098 samples/sec, LR=0.000125, WHL1=0.714, CenterRegL1=0.246, HeatmapFocal=3.883
[Epoch 8][Batch 489], Speed: 85.256 samples/sec, LR=0.000125, WHL1=0.713, CenterRegL1=0.246, HeatmapFocal=3.879
[Epoch 8][Batch 499], Speed: 85.490 samples/sec, LR=0.000125, WHL1=0.712, CenterRegL1=0.246, HeatmapFocal=3.875
[Epoch 8][Batch 509], Speed: 55.697 samples/sec, LR=0.000125, WHL1=0.712, CenterRegL1=0.246, HeatmapFocal=3.871
[Epoch 8] Training cost: 210.906, WHL1=0.711, CenterRegL1=0.246, HeatmapFocal=3.868
[Epoch 9][Batch 9], Speed: 80.843 samples/sec, LR=0.000125, WHL1=0.622, CenterRegL1=0.247, HeatmapFocal=3.864
[Epoch 9][Batch 19], Speed: 83.818 samples/sec, LR=0.000125, WHL1=0.656, CenterRegL1=0.248, HeatmapFocal=3.860
[Epoch 9][Batch 29], Speed: 82.489 samples/sec, LR=0.000125, WHL1=0.638, CenterRegL1=0.250, HeatmapFocal=3.856
[Epoch 9][Batch 39], Speed: 82.427 samples/sec, LR=0.000125, WHL1=0.617, CenterRegL1=0.248, HeatmapFocal=3.852
[Epoch 9][Batch 49], Speed: 81.552 samples/sec, LR=0.000125, WHL1=0.615, CenterRegL1=0.247, HeatmapFocal=3.848
[Epoch 9][Batch 59], Speed: 83.421 samples/sec, LR=0.000125, WHL1=0.618, CenterRegL1=0.248, HeatmapFocal=3.844
[Epoch 9][Batch 69], Speed: 82.862 samples/sec, LR=0.000125, WHL1=0.619, CenterRegL1=0.247, HeatmapFocal=3.840
[Epoch 9][Batch 79], Speed: 82.712 samples/sec, LR=0.000125, WHL1=0.613, CenterRegL1=0.247, HeatmapFocal=3.836
[Epoch 9][Batch 89], Speed: 83.125 samples/sec, LR=0.000125, WHL1=0.613, CenterRegL1=0.247, HeatmapFocal=3.832
[Epoch 9][Batch 99], Speed: 81.514 samples/sec, LR=0.000125, WHL1=0.606, CenterRegL1=0.247, HeatmapFocal=3.828
[Epoch 9][Batch 109], Speed: 84.081 samples/sec, LR=0.000125, WHL1=0.604, CenterRegL1=0.247, HeatmapFocal=3.824
[Epoch 9][Batch 119], Speed: 83.311 samples/sec, LR=0.000125, WHL1=0.604, CenterRegL1=0.247, HeatmapFocal=3.820
[Epoch 9][Batch 129], Speed: 81.851 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.247, HeatmapFocal=3.816
[Epoch 9][Batch 139], Speed: 83.154 samples/sec, LR=0.000125, WHL1=0.604, CenterRegL1=0.247, HeatmapFocal=3.812
[Epoch 9][Batch 149], Speed: 83.769 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.247, HeatmapFocal=3.808
[Epoch 9][Batch 159], Speed: 81.612 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.248, HeatmapFocal=3.804
[Epoch 9][Batch 169], Speed: 83.109 samples/sec, LR=0.000125, WHL1=0.603, CenterRegL1=0.247, HeatmapFocal=3.800
[Epoch 9][Batch 179], Speed: 83.525 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.247, HeatmapFocal=3.796
[Epoch 9][Batch 189], Speed: 82.669 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.247, HeatmapFocal=3.792
[Epoch 9][Batch 199], Speed: 85.936 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.247, HeatmapFocal=3.789
[Epoch 9][Batch 209], Speed: 83.908 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.246, HeatmapFocal=3.785
[Epoch 9][Batch 219], Speed: 84.938 samples/sec, LR=0.000125, WHL1=0.599, CenterRegL1=0.246, HeatmapFocal=3.781
[Epoch 9][Batch 229], Speed: 86.079 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.246, HeatmapFocal=3.777
[Epoch 9][Batch 239], Speed: 85.925 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.246, HeatmapFocal=3.774
[Epoch 9][Batch 249], Speed: 83.815 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.245, HeatmapFocal=3.770
[Epoch 9][Batch 259], Speed: 38.801 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.246, HeatmapFocal=3.766
[Epoch 9][Batch 269], Speed: 83.521 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.246, HeatmapFocal=3.762
[Epoch 9][Batch 279], Speed: 85.026 samples/sec, LR=0.000125, WHL1=0.594, CenterRegL1=0.245, HeatmapFocal=3.758
[Epoch 9][Batch 289], Speed: 85.367 samples/sec, LR=0.000125, WHL1=0.596, CenterRegL1=0.246, HeatmapFocal=3.755
[Epoch 9][Batch 299], Speed: 85.409 samples/sec, LR=0.000125, WHL1=0.598, CenterRegL1=0.246, HeatmapFocal=3.751
[Epoch 9][Batch 309], Speed: 38.339 samples/sec, LR=0.000125, WHL1=0.599, CenterRegL1=0.246, HeatmapFocal=3.748
[Epoch 9][Batch 319], Speed: 47.412 samples/sec, LR=0.000125, WHL1=0.598, CenterRegL1=0.245, HeatmapFocal=3.744
[Epoch 9][Batch 329], Speed: 78.261 samples/sec, LR=0.000125, WHL1=0.596, CenterRegL1=0.245, HeatmapFocal=3.740
[Epoch 9][Batch 339], Speed: 81.376 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.245, HeatmapFocal=3.737
[Epoch 9][Batch 349], Speed: 82.381 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.245, HeatmapFocal=3.733
[Epoch 9][Batch 359], Speed: 81.929 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.246, HeatmapFocal=3.729
[Epoch 9][Batch 369], Speed: 83.614 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.246, HeatmapFocal=3.726
[Epoch 9][Batch 379], Speed: 82.656 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.246, HeatmapFocal=3.722
[Epoch 9][Batch 389], Speed: 84.390 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.246, HeatmapFocal=3.719
[Epoch 9][Batch 399], Speed: 81.495 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.246, HeatmapFocal=3.715
[Epoch 9][Batch 409], Speed: 81.428 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.246, HeatmapFocal=3.711
[Epoch 9][Batch 419], Speed: 81.599 samples/sec, LR=0.000125, WHL1=0.590, CenterRegL1=0.246, HeatmapFocal=3.708
[Epoch 9][Batch 429], Speed: 83.008 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=3.704
[Epoch 9][Batch 439], Speed: 81.482 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.700
[Epoch 9][Batch 449], Speed: 83.119 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=3.697
[Epoch 9][Batch 459], Speed: 83.654 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.693
[Epoch 9][Batch 469], Speed: 84.151 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.690
[Epoch 9][Batch 479], Speed: 85.196 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.687
[Epoch 9][Batch 489], Speed: 84.115 samples/sec, LR=0.000125, WHL1=0.587, CenterRegL1=0.246, HeatmapFocal=3.683
[Epoch 9][Batch 499], Speed: 84.562 samples/sec, LR=0.000125, WHL1=0.587, CenterRegL1=0.246, HeatmapFocal=3.680
[Epoch 9][Batch 509], Speed: 85.143 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.677
[Epoch 9] Training cost: 211.795, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=3.674
[Epoch 10][Batch 9], Speed: 85.046 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.254, HeatmapFocal=3.670
[Epoch 10][Batch 19], Speed: 86.182 samples/sec, LR=0.000125, WHL1=0.535, CenterRegL1=0.252, HeatmapFocal=3.667
[Epoch 10][Batch 29], Speed: 85.082 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.251, HeatmapFocal=3.663
[Epoch 10][Batch 39], Speed: 84.936 samples/sec, LR=0.000125, WHL1=0.557, CenterRegL1=0.248, HeatmapFocal=3.660
[Epoch 10][Batch 49], Speed: 85.036 samples/sec, LR=0.000125, WHL1=0.564, CenterRegL1=0.247, HeatmapFocal=3.657
[Epoch 10][Batch 59], Speed: 51.559 samples/sec, LR=0.000125, WHL1=0.566, CenterRegL1=0.248, HeatmapFocal=3.653
[Epoch 10][Batch 69], Speed: 52.071 samples/sec, LR=0.000125, WHL1=0.560, CenterRegL1=0.247, HeatmapFocal=3.650
[Epoch 10][Batch 79], Speed: 82.763 samples/sec, LR=0.000125, WHL1=0.561, CenterRegL1=0.246, HeatmapFocal=3.646
[Epoch 10][Batch 89], Speed: 82.320 samples/sec, LR=0.000125, WHL1=0.557, CenterRegL1=0.245, HeatmapFocal=3.643
[Epoch 10][Batch 99], Speed: 81.498 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.246, HeatmapFocal=3.639
[Epoch 10][Batch 109], Speed: 81.426 samples/sec, LR=0.000125, WHL1=0.554, CenterRegL1=0.246, HeatmapFocal=3.636
[Epoch 10][Batch 119], Speed: 83.666 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.245, HeatmapFocal=3.632
[Epoch 10][Batch 129], Speed: 84.003 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=3.629
[Epoch 10][Batch 139], Speed: 83.494 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.626
[Epoch 10][Batch 149], Speed: 83.629 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=3.622
[Epoch 10][Batch 159], Speed: 83.205 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.244, HeatmapFocal=3.619
[Epoch 10][Batch 169], Speed: 81.914 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=3.615
[Epoch 10][Batch 179], Speed: 80.325 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.612
[Epoch 10][Batch 189], Speed: 83.834 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.609
[Epoch 10][Batch 199], Speed: 82.802 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.606
[Epoch 10][Batch 209], Speed: 82.783 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=3.602
[Epoch 10][Batch 219], Speed: 83.660 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=3.599
[Epoch 10][Batch 229], Speed: 83.120 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.596
[Epoch 10][Batch 239], Speed: 82.934 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.593
[Epoch 10][Batch 249], Speed: 82.790 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=3.589
[Epoch 10][Batch 259], Speed: 81.136 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.586
[Epoch 10][Batch 269], Speed: 82.988 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.583
[Epoch 10][Batch 279], Speed: 84.927 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=3.580
[Epoch 10][Batch 289], Speed: 84.970 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=3.577
[Epoch 10][Batch 299], Speed: 85.978 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=3.573
[Epoch 10][Batch 309], Speed: 85.487 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=3.570
[Epoch 10][Batch 319], Speed: 86.063 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=3.567
[Epoch 10][Batch 329], Speed: 36.555 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.564
[Epoch 10][Batch 339], Speed: 46.376 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.561
[Epoch 10][Batch 349], Speed: 80.576 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.557
[Epoch 10][Batch 359], Speed: 83.130 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.554
[Epoch 10][Batch 369], Speed: 82.879 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=3.551
[Epoch 10][Batch 379], Speed: 81.115 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.548
[Epoch 10][Batch 389], Speed: 79.726 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.545
[Epoch 10][Batch 399], Speed: 84.023 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.542
[Epoch 10][Batch 409], Speed: 81.989 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.539
[Epoch 10][Batch 419], Speed: 82.991 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.536
[Epoch 10][Batch 429], Speed: 80.626 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=3.533
[Epoch 10][Batch 439], Speed: 83.683 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=3.530
[Epoch 10][Batch 449], Speed: 83.363 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=3.527
[Epoch 10][Batch 459], Speed: 85.266 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=3.524
[Epoch 10][Batch 469], Speed: 84.328 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.521
[Epoch 10][Batch 479], Speed: 85.009 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=3.518
[Epoch 10][Batch 489], Speed: 85.294 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.515
[Epoch 10][Batch 499], Speed: 85.103 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.512
[Epoch 10][Batch 509], Speed: 83.936 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.509
[Epoch 10] Training cost: 212.152, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.507
[Epoch 10] Validation: 
aeroplane=0.44086427852233434
bicycle=0.6021459602675098
bird=0.5519225983103399
boat=0.3271144051903945
bottle=0.39855157850022255
bus=0.536280073290763
car=0.6786350694816847
cat=0.4717939942936519
chair=0.41371658713964815
cow=0.5492464163138151
diningtable=0.18321569834678397
dog=0.6001077589029877
horse=0.4809711402703988
motorbike=0.39692857260553593
person=0.6500270827161456
pottedplant=0.3152141968461941
sheep=0.535071430138761
sofa=0.35946710951597244
train=0.4070627912107807
tvmonitor=0.5460857761348915
mAP=0.47222112589994064
[Epoch 11][Batch 9], Speed: 84.232 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.246, HeatmapFocal=3.504
[Epoch 11][Batch 19], Speed: 81.704 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.247, HeatmapFocal=3.501
[Epoch 11][Batch 29], Speed: 80.435 samples/sec, LR=0.000125, WHL1=0.501, CenterRegL1=0.246, HeatmapFocal=3.498
[Epoch 11][Batch 39], Speed: 83.694 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.248, HeatmapFocal=3.495
[Epoch 11][Batch 49], Speed: 83.145 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.248, HeatmapFocal=3.492
[Epoch 11][Batch 59], Speed: 81.864 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.247, HeatmapFocal=3.489
[Epoch 11][Batch 69], Speed: 80.497 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.247, HeatmapFocal=3.486
[Epoch 11][Batch 79], Speed: 83.739 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.248, HeatmapFocal=3.483
[Epoch 11][Batch 89], Speed: 84.359 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.247, HeatmapFocal=3.480
[Epoch 11][Batch 99], Speed: 83.662 samples/sec, LR=0.000125, WHL1=0.502, CenterRegL1=0.247, HeatmapFocal=3.477
[Epoch 11][Batch 109], Speed: 82.056 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.247, HeatmapFocal=3.474
[Epoch 11][Batch 119], Speed: 82.298 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.247, HeatmapFocal=3.471
[Epoch 11][Batch 129], Speed: 81.660 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.247, HeatmapFocal=3.468
[Epoch 11][Batch 139], Speed: 83.519 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.247, HeatmapFocal=3.465
[Epoch 11][Batch 149], Speed: 83.045 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.247, HeatmapFocal=3.462
[Epoch 11][Batch 159], Speed: 84.240 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.460
[Epoch 11][Batch 169], Speed: 83.000 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.457
[Epoch 11][Batch 179], Speed: 83.139 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.454
[Epoch 11][Batch 189], Speed: 82.190 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.451
[Epoch 11][Batch 199], Speed: 86.478 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.448
[Epoch 11][Batch 209], Speed: 85.020 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.445
[Epoch 11][Batch 219], Speed: 84.454 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.442
[Epoch 11][Batch 229], Speed: 84.106 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.246, HeatmapFocal=3.440
[Epoch 11][Batch 239], Speed: 85.751 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.437
[Epoch 11][Batch 249], Speed: 46.693 samples/sec, LR=0.000125, WHL1=0.501, CenterRegL1=0.246, HeatmapFocal=3.434
[Epoch 11][Batch 259], Speed: 46.362 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.245, HeatmapFocal=3.431
[Epoch 11][Batch 269], Speed: 82.321 samples/sec, LR=0.000125, WHL1=0.505, CenterRegL1=0.245, HeatmapFocal=3.429
[Epoch 11][Batch 279], Speed: 80.905 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.246, HeatmapFocal=3.426
[Epoch 11][Batch 289], Speed: 82.267 samples/sec, LR=0.000125, WHL1=0.507, CenterRegL1=0.246, HeatmapFocal=3.423
[Epoch 11][Batch 299], Speed: 80.764 samples/sec, LR=0.000125, WHL1=0.507, CenterRegL1=0.246, HeatmapFocal=3.421
[Epoch 11][Batch 309], Speed: 80.665 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.246, HeatmapFocal=3.418
[Epoch 11][Batch 319], Speed: 83.117 samples/sec, LR=0.000125, WHL1=0.505, CenterRegL1=0.246, HeatmapFocal=3.415
[Epoch 11][Batch 329], Speed: 82.310 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.245, HeatmapFocal=3.412
[Epoch 11][Batch 339], Speed: 83.105 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.245, HeatmapFocal=3.410
[Epoch 11][Batch 349], Speed: 83.202 samples/sec, LR=0.000125, WHL1=0.505, CenterRegL1=0.245, HeatmapFocal=3.407
[Epoch 11][Batch 359], Speed: 83.711 samples/sec, LR=0.000125, WHL1=0.505, CenterRegL1=0.245, HeatmapFocal=3.404
[Epoch 11][Batch 369], Speed: 81.890 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.245, HeatmapFocal=3.401
[Epoch 11][Batch 379], Speed: 83.620 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.245, HeatmapFocal=3.399
[Epoch 11][Batch 389], Speed: 82.735 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.396
[Epoch 11][Batch 399], Speed: 80.953 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.393
[Epoch 11][Batch 409], Speed: 83.497 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.391
[Epoch 11][Batch 419], Speed: 83.825 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.388
[Epoch 11][Batch 429], Speed: 82.836 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.385
[Epoch 11][Batch 439], Speed: 81.540 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.383
[Epoch 11][Batch 449], Speed: 80.377 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.380
[Epoch 11][Batch 459], Speed: 84.955 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.245, HeatmapFocal=3.377
[Epoch 11][Batch 469], Speed: 86.694 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.375
[Epoch 11][Batch 479], Speed: 86.581 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.372
[Epoch 11][Batch 489], Speed: 86.097 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.369
[Epoch 11][Batch 499], Speed: 87.414 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.367
[Epoch 11][Batch 509], Speed: 86.061 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.364
[Epoch 11] Training cost: 207.945, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.363
[Epoch 12][Batch 9], Speed: 81.212 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.245, HeatmapFocal=3.360
[Epoch 12][Batch 19], Speed: 85.101 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.357
[Epoch 12][Batch 29], Speed: 85.772 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.355
[Epoch 12][Batch 39], Speed: 85.478 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.352
[Epoch 12][Batch 49], Speed: 84.756 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.350
[Epoch 12][Batch 59], Speed: 46.352 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.347
[Epoch 12][Batch 69], Speed: 46.353 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.344
[Epoch 12][Batch 79], Speed: 82.371 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.243, HeatmapFocal=3.342
[Epoch 12][Batch 89], Speed: 82.592 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.243, HeatmapFocal=3.339
[Epoch 12][Batch 99], Speed: 80.434 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.337
[Epoch 12][Batch 109], Speed: 83.369 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.334
[Epoch 12][Batch 119], Speed: 83.379 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.332
[Epoch 12][Batch 129], Speed: 83.330 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.244, HeatmapFocal=3.329
[Epoch 12][Batch 139], Speed: 80.783 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.327
[Epoch 12][Batch 149], Speed: 82.705 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.324
[Epoch 12][Batch 159], Speed: 83.646 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.322
[Epoch 12][Batch 169], Speed: 82.570 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.245, HeatmapFocal=3.319
[Epoch 12][Batch 179], Speed: 82.024 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.317
[Epoch 12][Batch 189], Speed: 81.190 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.315
[Epoch 12][Batch 199], Speed: 82.384 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.312
[Epoch 12][Batch 209], Speed: 82.007 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.309
[Epoch 12][Batch 219], Speed: 83.738 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.307
[Epoch 12][Batch 229], Speed: 83.466 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.304
[Epoch 12][Batch 239], Speed: 83.082 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.302
[Epoch 12][Batch 249], Speed: 77.956 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.300
[Epoch 12][Batch 259], Speed: 80.522 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.297
[Epoch 12][Batch 269], Speed: 83.986 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.244, HeatmapFocal=3.295
[Epoch 12][Batch 279], Speed: 86.080 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.292
[Epoch 12][Batch 289], Speed: 85.939 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.290
[Epoch 12][Batch 299], Speed: 85.209 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.244, HeatmapFocal=3.288
[Epoch 12][Batch 309], Speed: 85.685 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.244, HeatmapFocal=3.285
[Epoch 12][Batch 319], Speed: 85.872 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.283
[Epoch 12][Batch 329], Speed: 45.403 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.280
[Epoch 12][Batch 339], Speed: 40.856 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.278
[Epoch 12][Batch 349], Speed: 78.897 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.276
[Epoch 12][Batch 359], Speed: 80.652 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.273
[Epoch 12][Batch 369], Speed: 82.531 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.271
[Epoch 12][Batch 379], Speed: 82.736 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.244, HeatmapFocal=3.269
[Epoch 12][Batch 389], Speed: 82.111 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.244, HeatmapFocal=3.267
[Epoch 12][Batch 399], Speed: 83.513 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.244, HeatmapFocal=3.264
[Epoch 12][Batch 409], Speed: 80.979 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.262
[Epoch 12][Batch 419], Speed: 80.968 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.260
[Epoch 12][Batch 429], Speed: 82.857 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.244, HeatmapFocal=3.257
[Epoch 12][Batch 439], Speed: 83.421 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.255
[Epoch 12][Batch 449], Speed: 81.865 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.253
[Epoch 12][Batch 459], Speed: 83.873 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.250
[Epoch 12][Batch 469], Speed: 85.301 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.248
[Epoch 12][Batch 479], Speed: 84.287 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.246
[Epoch 12][Batch 489], Speed: 84.833 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.244
[Epoch 12][Batch 499], Speed: 84.157 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.241
[Epoch 12][Batch 509], Speed: 85.659 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.239
[Epoch 12] Training cost: 215.330, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.238
[Epoch 13][Batch 9], Speed: 82.535 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.236, HeatmapFocal=3.236
[Epoch 13][Batch 19], Speed: 84.874 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.240, HeatmapFocal=3.234
[Epoch 13][Batch 29], Speed: 86.290 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.240, HeatmapFocal=3.232
[Epoch 13][Batch 39], Speed: 85.908 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.240, HeatmapFocal=3.229
[Epoch 13][Batch 49], Speed: 86.477 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.240, HeatmapFocal=3.227
[Epoch 13][Batch 59], Speed: 86.153 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.241, HeatmapFocal=3.225
[Epoch 13][Batch 69], Speed: 85.932 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.242, HeatmapFocal=3.222
[Epoch 13][Batch 79], Speed: 41.988 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.242, HeatmapFocal=3.220
[Epoch 13][Batch 89], Speed: 60.264 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.242, HeatmapFocal=3.218
[Epoch 13][Batch 99], Speed: 80.739 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.242, HeatmapFocal=3.215
[Epoch 13][Batch 109], Speed: 82.916 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.243, HeatmapFocal=3.213
[Epoch 13][Batch 119], Speed: 82.556 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.211
[Epoch 13][Batch 129], Speed: 83.247 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.243, HeatmapFocal=3.209
[Epoch 13][Batch 139], Speed: 80.537 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.207
[Epoch 13][Batch 149], Speed: 81.920 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.243, HeatmapFocal=3.205
[Epoch 13][Batch 159], Speed: 82.028 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.243, HeatmapFocal=3.202
[Epoch 13][Batch 169], Speed: 81.527 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.200
[Epoch 13][Batch 179], Speed: 84.096 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.198
[Epoch 13][Batch 189], Speed: 83.112 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.196
[Epoch 13][Batch 199], Speed: 81.988 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.194
[Epoch 13][Batch 209], Speed: 82.977 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.192
[Epoch 13][Batch 219], Speed: 84.092 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.189
[Epoch 13][Batch 229], Speed: 82.481 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.187
[Epoch 13][Batch 239], Speed: 81.781 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.185
[Epoch 13][Batch 249], Speed: 80.552 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.243, HeatmapFocal=3.183
[Epoch 13][Batch 259], Speed: 84.308 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.243, HeatmapFocal=3.181
[Epoch 13][Batch 269], Speed: 83.707 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.243, HeatmapFocal=3.179
[Epoch 13][Batch 279], Speed: 81.122 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.177
[Epoch 13][Batch 289], Speed: 83.011 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.243, HeatmapFocal=3.175
[Epoch 13][Batch 299], Speed: 85.329 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.243, HeatmapFocal=3.173
[Epoch 13][Batch 309], Speed: 85.600 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.244, HeatmapFocal=3.171
[Epoch 13][Batch 319], Speed: 85.497 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.243, HeatmapFocal=3.169
[Epoch 13][Batch 329], Speed: 85.336 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.167
[Epoch 13][Batch 339], Speed: 84.664 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.165
[Epoch 13][Batch 349], Speed: 41.033 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.163
[Epoch 13][Batch 359], Speed: 41.574 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.161
[Epoch 13][Batch 369], Speed: 82.737 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.159
[Epoch 13][Batch 379], Speed: 81.059 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.157
[Epoch 13][Batch 389], Speed: 80.410 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.155
[Epoch 13][Batch 399], Speed: 80.814 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.153
[Epoch 13][Batch 409], Speed: 83.359 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.151
[Epoch 13][Batch 419], Speed: 82.488 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.149
[Epoch 13][Batch 429], Speed: 83.260 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.147
[Epoch 13][Batch 439], Speed: 80.258 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.145
[Epoch 13][Batch 449], Speed: 80.578 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.143
[Epoch 13][Batch 459], Speed: 85.089 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.141
[Epoch 13][Batch 469], Speed: 84.955 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.139
[Epoch 13][Batch 479], Speed: 84.544 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.137
[Epoch 13][Batch 489], Speed: 83.582 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.135
[Epoch 13][Batch 499], Speed: 84.468 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.133
[Epoch 13][Batch 509], Speed: 84.685 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.131
[Epoch 13] Training cost: 213.087, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.129
[Epoch 14][Batch 9], Speed: 79.605 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.243, HeatmapFocal=3.127
[Epoch 14][Batch 19], Speed: 82.447 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.246, HeatmapFocal=3.125
[Epoch 14][Batch 29], Speed: 83.329 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.246, HeatmapFocal=3.123
[Epoch 14][Batch 39], Speed: 85.730 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.244, HeatmapFocal=3.121
[Epoch 14][Batch 49], Speed: 86.520 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.245, HeatmapFocal=3.118
[Epoch 14][Batch 59], Speed: 85.665 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.245, HeatmapFocal=3.116
[Epoch 14][Batch 69], Speed: 86.147 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.245, HeatmapFocal=3.114
[Epoch 14][Batch 79], Speed: 85.257 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.244, HeatmapFocal=3.112
[Epoch 14][Batch 89], Speed: 84.579 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.244, HeatmapFocal=3.110
[Epoch 14][Batch 99], Speed: 40.382 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.244, HeatmapFocal=3.108
[Epoch 14][Batch 109], Speed: 63.303 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.244, HeatmapFocal=3.106
[Epoch 14][Batch 119], Speed: 82.867 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.244, HeatmapFocal=3.104
[Epoch 14][Batch 129], Speed: 81.117 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.245, HeatmapFocal=3.102
[Epoch 14][Batch 139], Speed: 82.108 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.244, HeatmapFocal=3.100
[Epoch 14][Batch 149], Speed: 81.911 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.244, HeatmapFocal=3.098
[Epoch 14][Batch 159], Speed: 81.916 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=3.096
[Epoch 14][Batch 169], Speed: 79.465 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.094
[Epoch 14][Batch 179], Speed: 83.514 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.244, HeatmapFocal=3.092
[Epoch 14][Batch 189], Speed: 83.257 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=3.090
[Epoch 14][Batch 199], Speed: 82.040 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.088
[Epoch 14][Batch 209], Speed: 81.957 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.244, HeatmapFocal=3.086
[Epoch 14][Batch 219], Speed: 81.642 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.244, HeatmapFocal=3.085
[Epoch 14][Batch 229], Speed: 81.367 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.244, HeatmapFocal=3.083
[Epoch 14][Batch 239], Speed: 83.438 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.081
[Epoch 14][Batch 249], Speed: 81.894 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=3.079
[Epoch 14][Batch 259], Speed: 83.018 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.077
[Epoch 14][Batch 269], Speed: 82.452 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=3.075
[Epoch 14][Batch 279], Speed: 82.189 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.244, HeatmapFocal=3.073
[Epoch 14][Batch 289], Speed: 82.637 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.244, HeatmapFocal=3.071
[Epoch 14][Batch 299], Speed: 81.980 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.244, HeatmapFocal=3.070
[Epoch 14][Batch 309], Speed: 86.119 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.244, HeatmapFocal=3.068
[Epoch 14][Batch 319], Speed: 85.296 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.066
[Epoch 14][Batch 329], Speed: 85.423 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.064
[Epoch 14][Batch 339], Speed: 85.388 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.062
[Epoch 14][Batch 349], Speed: 86.050 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.060
[Epoch 14][Batch 359], Speed: 85.619 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.059
[Epoch 14][Batch 369], Speed: 46.607 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.057
[Epoch 14][Batch 379], Speed: 81.680 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.055
[Epoch 14][Batch 389], Speed: 84.378 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.053
[Epoch 14][Batch 399], Speed: 85.556 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.051
[Epoch 14][Batch 409], Speed: 85.140 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.049
[Epoch 14][Batch 419], Speed: 85.308 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.048
[Epoch 14][Batch 429], Speed: 46.621 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.046
[Epoch 14][Batch 439], Speed: 74.559 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.044
[Epoch 14][Batch 449], Speed: 81.992 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.042
[Epoch 14][Batch 459], Speed: 83.629 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.040
[Epoch 14][Batch 469], Speed: 84.765 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.039
[Epoch 14][Batch 479], Speed: 84.831 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.037
[Epoch 14][Batch 489], Speed: 84.473 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.035
[Epoch 14][Batch 499], Speed: 85.484 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.033
[Epoch 14][Batch 509], Speed: 84.030 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.031
[Epoch 14] Training cost: 214.868, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.030
[Epoch 15][Batch 9], Speed: 83.679 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.241, HeatmapFocal=3.028
[Epoch 15][Batch 19], Speed: 83.460 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.239, HeatmapFocal=3.027
[Epoch 15][Batch 29], Speed: 81.348 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.241, HeatmapFocal=3.025
[Epoch 15][Batch 39], Speed: 83.778 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.241, HeatmapFocal=3.023
[Epoch 15][Batch 49], Speed: 82.949 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.242, HeatmapFocal=3.021
[Epoch 15][Batch 59], Speed: 82.563 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=3.019
[Epoch 15][Batch 69], Speed: 81.079 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=3.017
[Epoch 15][Batch 79], Speed: 83.741 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=3.016
[Epoch 15][Batch 89], Speed: 83.175 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=3.014
[Epoch 15][Batch 99], Speed: 81.649 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=3.012
[Epoch 15][Batch 109], Speed: 82.625 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.243, HeatmapFocal=3.010
[Epoch 15][Batch 119], Speed: 86.229 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=3.008
[Epoch 15][Batch 129], Speed: 85.289 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=3.007
[Epoch 15][Batch 139], Speed: 85.435 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.005
[Epoch 15][Batch 149], Speed: 85.243 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.244, HeatmapFocal=3.003
[Epoch 15][Batch 159], Speed: 83.475 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.001
[Epoch 15][Batch 169], Speed: 85.964 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.244, HeatmapFocal=3.000
[Epoch 15][Batch 179], Speed: 45.883 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.998
[Epoch 15][Batch 189], Speed: 78.843 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.996
[Epoch 15][Batch 199], Speed: 83.735 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=2.994
[Epoch 15][Batch 209], Speed: 82.209 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=2.993
[Epoch 15][Batch 219], Speed: 81.826 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=2.991
[Epoch 15][Batch 229], Speed: 82.304 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=2.989
[Epoch 15][Batch 239], Speed: 82.230 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.988
[Epoch 15][Batch 249], Speed: 81.673 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.986
[Epoch 15][Batch 259], Speed: 81.886 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.984
[Epoch 15][Batch 269], Speed: 82.481 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.982
[Epoch 15][Batch 279], Speed: 82.829 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.981
[Epoch 15][Batch 289], Speed: 83.358 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.979
[Epoch 15][Batch 299], Speed: 82.012 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.977
[Epoch 15][Batch 309], Speed: 82.252 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.975
[Epoch 15][Batch 319], Speed: 83.002 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=2.974
[Epoch 15][Batch 329], Speed: 83.746 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.972
[Epoch 15][Batch 339], Speed: 81.295 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=2.970
[Epoch 15][Batch 349], Speed: 83.478 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.243, HeatmapFocal=2.969
[Epoch 15][Batch 359], Speed: 84.097 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.243, HeatmapFocal=2.967
[Epoch 15][Batch 369], Speed: 81.586 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=2.966
[Epoch 15][Batch 379], Speed: 81.779 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=2.964
[Epoch 15][Batch 389], Speed: 85.757 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=2.962
[Epoch 15][Batch 399], Speed: 85.459 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=2.961
[Epoch 15][Batch 409], Speed: 85.157 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=2.959
[Epoch 15][Batch 419], Speed: 85.686 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=2.958
[Epoch 15][Batch 429], Speed: 85.398 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.243, HeatmapFocal=2.956
[Epoch 15][Batch 439], Speed: 85.462 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.243, HeatmapFocal=2.954
[Epoch 15][Batch 449], Speed: 41.910 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=2.953
[Epoch 15][Batch 459], Speed: 82.192 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.243, HeatmapFocal=2.951
[Epoch 15][Batch 469], Speed: 82.110 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.243, HeatmapFocal=2.949
[Epoch 15][Batch 479], Speed: 82.897 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.243, HeatmapFocal=2.948
[Epoch 15][Batch 489], Speed: 84.193 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.243, HeatmapFocal=2.946
[Epoch 15][Batch 499], Speed: 82.016 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.243, HeatmapFocal=2.945
[Epoch 15][Batch 509], Speed: 83.613 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.243, HeatmapFocal=2.943
[Epoch 15] Training cost: 212.383, WHL1=0.440, CenterRegL1=0.243, HeatmapFocal=2.942
[Epoch 15] Validation: 
aeroplane=0.48629812604361894
bicycle=0.5840787920289912
bird=0.6350694121531191
boat=0.4847464160546641
bottle=0.5266118436140373
bus=0.7256040681973297
car=0.6966367493150958
cat=0.5644346101213281
chair=0.47648993987848337
cow=0.6426774311753821
diningtable=0.3590459392168197
dog=0.6027277546646661
horse=0.6920586338652106
motorbike=0.5419738208237157
person=0.7238135408239351
pottedplant=0.4461021749784282
sheep=0.6686683529011376
sofa=0.5017061427350868
train=0.6878696670090344
tvmonitor=0.6767346532369574
mAP=0.586167403441852
[Epoch 16][Batch 9], Speed: 83.854 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.240, HeatmapFocal=2.940
[Epoch 16][Batch 19], Speed: 82.784 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.242, HeatmapFocal=2.938
[Epoch 16][Batch 29], Speed: 83.804 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.937
[Epoch 16][Batch 39], Speed: 84.813 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.244, HeatmapFocal=2.935
[Epoch 16][Batch 49], Speed: 84.648 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.933
[Epoch 16][Batch 59], Speed: 85.967 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.245, HeatmapFocal=2.932
[Epoch 16][Batch 69], Speed: 84.734 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.245, HeatmapFocal=2.930
[Epoch 16][Batch 79], Speed: 84.522 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.245, HeatmapFocal=2.928
[Epoch 16][Batch 89], Speed: 85.740 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.246, HeatmapFocal=2.926
[Epoch 16][Batch 99], Speed: 44.016 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.246, HeatmapFocal=2.925
[Epoch 16][Batch 109], Speed: 76.436 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.246, HeatmapFocal=2.923
[Epoch 16][Batch 119], Speed: 81.966 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.245, HeatmapFocal=2.921
[Epoch 16][Batch 129], Speed: 81.866 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.245, HeatmapFocal=2.920
[Epoch 16][Batch 139], Speed: 79.012 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.246, HeatmapFocal=2.918
[Epoch 16][Batch 149], Speed: 79.498 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.245, HeatmapFocal=2.917
[Epoch 16][Batch 159], Speed: 82.043 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.245, HeatmapFocal=2.915
[Epoch 16][Batch 169], Speed: 81.500 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.245, HeatmapFocal=2.914
[Epoch 16][Batch 179], Speed: 83.226 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.245, HeatmapFocal=2.912
[Epoch 16][Batch 189], Speed: 83.228 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.245, HeatmapFocal=2.910
[Epoch 16][Batch 199], Speed: 82.274 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=2.909
[Epoch 16][Batch 209], Speed: 81.825 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=2.907
[Epoch 16][Batch 219], Speed: 83.398 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=2.906
[Epoch 16][Batch 229], Speed: 81.506 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=2.904
[Epoch 16][Batch 239], Speed: 82.402 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=2.903
[Epoch 16][Batch 249], Speed: 83.061 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.901
[Epoch 16][Batch 259], Speed: 83.523 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.900
[Epoch 16][Batch 269], Speed: 84.302 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.898
[Epoch 16][Batch 279], Speed: 83.254 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.244, HeatmapFocal=2.897
[Epoch 16][Batch 289], Speed: 82.620 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.244, HeatmapFocal=2.895
[Epoch 16][Batch 299], Speed: 82.842 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.894
[Epoch 16][Batch 309], Speed: 84.019 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.892
[Epoch 16][Batch 319], Speed: 85.259 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.890
[Epoch 16][Batch 329], Speed: 86.233 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.889
[Epoch 16][Batch 339], Speed: 85.997 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.887
[Epoch 16][Batch 349], Speed: 85.166 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.886
[Epoch 16][Batch 359], Speed: 84.839 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.884
[Epoch 16][Batch 369], Speed: 41.126 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.883
[Epoch 16][Batch 379], Speed: 78.477 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.881
[Epoch 16][Batch 389], Speed: 80.708 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.880
[Epoch 16][Batch 399], Speed: 81.841 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=2.878
[Epoch 16][Batch 409], Speed: 82.014 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=2.877
[Epoch 16][Batch 419], Speed: 81.618 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.876
[Epoch 16][Batch 429], Speed: 81.435 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.874
[Epoch 16][Batch 439], Speed: 81.957 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.873
[Epoch 16][Batch 449], Speed: 81.853 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.871
[Epoch 16][Batch 459], Speed: 85.482 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.869
[Epoch 16][Batch 469], Speed: 82.954 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=2.868
[Epoch 16][Batch 479], Speed: 85.089 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.867
[Epoch 16][Batch 489], Speed: 85.529 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.865
[Epoch 16][Batch 499], Speed: 83.710 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=2.864
[Epoch 16][Batch 509], Speed: 84.900 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.244, HeatmapFocal=2.862
[Epoch 16] Training cost: 212.852, WHL1=0.427, CenterRegL1=0.244, HeatmapFocal=2.861
[Epoch 17][Batch 9], Speed: 84.006 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.860
[Epoch 17][Batch 19], Speed: 83.304 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.858
[Epoch 17][Batch 29], Speed: 83.278 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.244, HeatmapFocal=2.856
[Epoch 17][Batch 39], Speed: 83.395 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.244, HeatmapFocal=2.855
[Epoch 17][Batch 49], Speed: 83.890 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.244, HeatmapFocal=2.854
[Epoch 17][Batch 59], Speed: 85.847 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.244, HeatmapFocal=2.852
[Epoch 17][Batch 69], Speed: 84.718 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.244, HeatmapFocal=2.851
[Epoch 17][Batch 79], Speed: 85.689 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.244, HeatmapFocal=2.849
[Epoch 17][Batch 89], Speed: 85.814 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.244, HeatmapFocal=2.848
[Epoch 17][Batch 99], Speed: 84.783 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.244, HeatmapFocal=2.846
[Epoch 17][Batch 109], Speed: 85.541 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.244, HeatmapFocal=2.845
[Epoch 17][Batch 119], Speed: 43.470 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.245, HeatmapFocal=2.843
[Epoch 17][Batch 129], Speed: 81.791 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.842
[Epoch 17][Batch 139], Speed: 85.361 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.840
[Epoch 17][Batch 149], Speed: 84.499 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.243, HeatmapFocal=2.839
[Epoch 17][Batch 159], Speed: 85.614 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.837
[Epoch 17][Batch 169], Speed: 48.861 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.243, HeatmapFocal=2.836
[Epoch 17][Batch 179], Speed: 48.846 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.244, HeatmapFocal=2.835
[Epoch 17][Batch 189], Speed: 77.562 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.833
[Epoch 17][Batch 199], Speed: 81.869 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=2.832
[Epoch 17][Batch 209], Speed: 79.317 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=2.830
[Epoch 17][Batch 219], Speed: 81.783 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=2.829
[Epoch 17][Batch 229], Speed: 82.086 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.827
[Epoch 17][Batch 239], Speed: 82.708 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=2.826
[Epoch 17][Batch 249], Speed: 82.948 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=2.825
[Epoch 17][Batch 259], Speed: 82.027 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.823
[Epoch 17][Batch 269], Speed: 81.580 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.822
[Epoch 17][Batch 279], Speed: 84.016 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.820
[Epoch 17][Batch 289], Speed: 82.847 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.819
[Epoch 17][Batch 299], Speed: 83.303 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.817
[Epoch 17][Batch 309], Speed: 81.933 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.244, HeatmapFocal=2.816
[Epoch 17][Batch 319], Speed: 82.406 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=2.814
[Epoch 17][Batch 329], Speed: 81.408 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.244, HeatmapFocal=2.813
[Epoch 17][Batch 339], Speed: 82.649 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.812
[Epoch 17][Batch 349], Speed: 83.287 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.810
[Epoch 17][Batch 359], Speed: 84.152 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.809
[Epoch 17][Batch 369], Speed: 83.652 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.808
[Epoch 17][Batch 379], Speed: 83.236 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.806
[Epoch 17][Batch 389], Speed: 85.219 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.805
[Epoch 17][Batch 399], Speed: 85.751 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=2.803
[Epoch 17][Batch 409], Speed: 86.238 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=2.802
[Epoch 17][Batch 419], Speed: 85.385 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=2.801
[Epoch 17][Batch 429], Speed: 85.551 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.799
[Epoch 17][Batch 439], Speed: 51.267 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.798
[Epoch 17][Batch 449], Speed: 47.361 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.796
[Epoch 17][Batch 459], Speed: 80.610 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.795
[Epoch 17][Batch 469], Speed: 83.509 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=2.794
[Epoch 17][Batch 479], Speed: 84.065 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.792
[Epoch 17][Batch 489], Speed: 84.001 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.791
[Epoch 17][Batch 499], Speed: 83.875 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.790
[Epoch 17][Batch 509], Speed: 84.025 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=2.788
[Epoch 17] Training cost: 214.476, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=2.787
[Epoch 18][Batch 9], Speed: 82.497 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.244, HeatmapFocal=2.786
[Epoch 18][Batch 19], Speed: 83.831 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.245, HeatmapFocal=2.785
[Epoch 18][Batch 29], Speed: 83.865 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.246, HeatmapFocal=2.783
[Epoch 18][Batch 39], Speed: 82.755 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.245, HeatmapFocal=2.782
[Epoch 18][Batch 49], Speed: 79.382 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=2.781
[Epoch 18][Batch 59], Speed: 81.244 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=2.779
[Epoch 18][Batch 69], Speed: 80.619 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.778
[Epoch 18][Batch 79], Speed: 81.999 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.243, HeatmapFocal=2.776
[Epoch 18][Batch 89], Speed: 81.126 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=2.775
[Epoch 18][Batch 99], Speed: 83.746 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.243, HeatmapFocal=2.774
[Epoch 18][Batch 109], Speed: 82.199 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.243, HeatmapFocal=2.772
[Epoch 18][Batch 119], Speed: 83.422 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.771
[Epoch 18][Batch 129], Speed: 83.403 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=2.770
[Epoch 18][Batch 139], Speed: 85.256 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.769
[Epoch 18][Batch 149], Speed: 85.287 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.767
[Epoch 18][Batch 159], Speed: 85.111 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.766
[Epoch 18][Batch 169], Speed: 84.034 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.765
[Epoch 18][Batch 179], Speed: 85.256 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.763
[Epoch 18][Batch 189], Speed: 63.997 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.242, HeatmapFocal=2.762
[Epoch 18][Batch 199], Speed: 45.310 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.761
[Epoch 18][Batch 209], Speed: 76.777 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.759
[Epoch 18][Batch 219], Speed: 81.868 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.758
[Epoch 18][Batch 229], Speed: 83.199 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.757
[Epoch 18][Batch 239], Speed: 82.750 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.755
[Epoch 18][Batch 249], Speed: 83.539 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.754
[Epoch 18][Batch 259], Speed: 81.866 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.753
[Epoch 18][Batch 269], Speed: 82.220 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.752
[Epoch 18][Batch 279], Speed: 83.441 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.750
[Epoch 18][Batch 289], Speed: 83.649 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.749
[Epoch 18][Batch 299], Speed: 82.895 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.748
[Epoch 18][Batch 309], Speed: 84.228 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=2.746
[Epoch 18][Batch 319], Speed: 81.470 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.745
[Epoch 18][Batch 329], Speed: 82.539 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.744
[Epoch 18][Batch 339], Speed: 83.775 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.743
[Epoch 18][Batch 349], Speed: 82.728 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.741
[Epoch 18][Batch 359], Speed: 84.001 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=2.740
[Epoch 18][Batch 369], Speed: 81.709 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.739
[Epoch 18][Batch 379], Speed: 81.681 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.738
[Epoch 18][Batch 389], Speed: 80.965 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.736
[Epoch 18][Batch 399], Speed: 83.059 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.735
[Epoch 18][Batch 409], Speed: 85.420 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.734
[Epoch 18][Batch 419], Speed: 85.952 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.733
[Epoch 18][Batch 429], Speed: 83.785 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.732
[Epoch 18][Batch 439], Speed: 85.006 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=2.730
[Epoch 18][Batch 449], Speed: 84.767 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=2.729
[Epoch 18][Batch 459], Speed: 46.591 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.728
[Epoch 18][Batch 469], Speed: 51.163 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.727
[Epoch 18][Batch 479], Speed: 82.133 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.726
[Epoch 18][Batch 489], Speed: 84.664 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.725
[Epoch 18][Batch 499], Speed: 84.844 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.723
[Epoch 18][Batch 509], Speed: 81.501 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.722
[Epoch 18] Training cost: 211.832, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.721
[Epoch 19][Batch 9], Speed: 81.394 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.244, HeatmapFocal=2.720
[Epoch 19][Batch 19], Speed: 82.773 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.243, HeatmapFocal=2.719
[Epoch 19][Batch 29], Speed: 81.740 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.718
[Epoch 19][Batch 39], Speed: 83.907 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=2.716
[Epoch 19][Batch 49], Speed: 82.673 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.715
[Epoch 19][Batch 59], Speed: 82.366 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.714
[Epoch 19][Batch 69], Speed: 84.213 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.712
[Epoch 19][Batch 79], Speed: 82.295 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.711
[Epoch 19][Batch 89], Speed: 80.388 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.710
[Epoch 19][Batch 99], Speed: 82.273 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.709
[Epoch 19][Batch 109], Speed: 83.001 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.708
[Epoch 19][Batch 119], Speed: 83.918 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.706
[Epoch 19][Batch 129], Speed: 80.435 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.705
[Epoch 19][Batch 139], Speed: 82.312 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.704
[Epoch 19][Batch 149], Speed: 84.557 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.703
[Epoch 19][Batch 159], Speed: 85.213 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.240, HeatmapFocal=2.701
[Epoch 19][Batch 169], Speed: 85.489 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.240, HeatmapFocal=2.700
[Epoch 19][Batch 179], Speed: 84.714 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.240, HeatmapFocal=2.699
[Epoch 19][Batch 189], Speed: 86.039 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.240, HeatmapFocal=2.698
[Epoch 19][Batch 199], Speed: 85.074 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.240, HeatmapFocal=2.697
[Epoch 19][Batch 209], Speed: 53.724 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.240, HeatmapFocal=2.695
[Epoch 19][Batch 219], Speed: 46.114 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.240, HeatmapFocal=2.694
[Epoch 19][Batch 229], Speed: 82.397 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.693
[Epoch 19][Batch 239], Speed: 82.303 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.692
[Epoch 19][Batch 249], Speed: 82.557 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.690
[Epoch 19][Batch 259], Speed: 82.654 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.689
[Epoch 19][Batch 269], Speed: 82.708 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.240, HeatmapFocal=2.688
[Epoch 19][Batch 279], Speed: 83.910 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.240, HeatmapFocal=2.687
[Epoch 19][Batch 289], Speed: 80.566 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.685
[Epoch 19][Batch 299], Speed: 83.590 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.684
[Epoch 19][Batch 309], Speed: 82.414 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.683
[Epoch 19][Batch 319], Speed: 81.738 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.682
[Epoch 19][Batch 329], Speed: 82.113 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.680
[Epoch 19][Batch 339], Speed: 81.685 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.679
[Epoch 19][Batch 349], Speed: 81.073 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.678
[Epoch 19][Batch 359], Speed: 83.388 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.677
[Epoch 19][Batch 369], Speed: 83.482 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.676
[Epoch 19][Batch 379], Speed: 81.553 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.675
[Epoch 19][Batch 389], Speed: 84.292 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.674
[Epoch 19][Batch 399], Speed: 83.412 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.673
[Epoch 19][Batch 409], Speed: 83.268 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.672
[Epoch 19][Batch 419], Speed: 82.895 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.671
[Epoch 19][Batch 429], Speed: 85.884 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.670
[Epoch 19][Batch 439], Speed: 85.218 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.668
[Epoch 19][Batch 449], Speed: 86.257 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.667
[Epoch 19][Batch 459], Speed: 86.448 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.666
[Epoch 19][Batch 469], Speed: 86.804 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.665
[Epoch 19][Batch 479], Speed: 86.413 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.664
[Epoch 19][Batch 489], Speed: 82.392 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.663
[Epoch 19][Batch 499], Speed: 85.742 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.662
[Epoch 19][Batch 509], Speed: 86.366 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.661
[Epoch 19] Training cost: 209.485, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.660
[Epoch 20][Batch 9], Speed: 85.560 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.247, HeatmapFocal=2.659
[Epoch 20][Batch 19], Speed: 40.920 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.243, HeatmapFocal=2.657
[Epoch 20][Batch 29], Speed: 49.855 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.243, HeatmapFocal=2.656
[Epoch 20][Batch 39], Speed: 80.924 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.655
[Epoch 20][Batch 49], Speed: 80.801 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.654
[Epoch 20][Batch 59], Speed: 83.505 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.653
[Epoch 20][Batch 69], Speed: 83.126 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.652
[Epoch 20][Batch 79], Speed: 83.375 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.650
[Epoch 20][Batch 89], Speed: 83.034 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.649
[Epoch 20][Batch 99], Speed: 83.510 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.648
[Epoch 20][Batch 109], Speed: 82.291 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.242, HeatmapFocal=2.647
[Epoch 20][Batch 119], Speed: 82.952 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.646
[Epoch 20][Batch 129], Speed: 83.956 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.645
[Epoch 20][Batch 139], Speed: 82.419 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.242, HeatmapFocal=2.643
[Epoch 20][Batch 149], Speed: 82.689 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.642
[Epoch 20][Batch 159], Speed: 83.624 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.641
[Epoch 20][Batch 169], Speed: 81.255 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.640
[Epoch 20][Batch 179], Speed: 82.076 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.639
[Epoch 20][Batch 189], Speed: 80.254 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.638
[Epoch 20][Batch 199], Speed: 78.923 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.637
[Epoch 20][Batch 209], Speed: 82.123 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.636
[Epoch 20][Batch 219], Speed: 83.936 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.635
[Epoch 20][Batch 229], Speed: 85.832 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.634
[Epoch 20][Batch 239], Speed: 82.944 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.632
[Epoch 20][Batch 249], Speed: 85.509 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.631
[Epoch 20][Batch 259], Speed: 85.458 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.630
[Epoch 20][Batch 269], Speed: 84.660 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.629
[Epoch 20][Batch 279], Speed: 85.607 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.628
[Epoch 20][Batch 289], Speed: 45.588 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.627
[Epoch 20][Batch 299], Speed: 69.846 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.626
[Epoch 20][Batch 309], Speed: 83.326 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.625
[Epoch 20][Batch 319], Speed: 82.823 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.624
[Epoch 20][Batch 329], Speed: 82.436 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.623
[Epoch 20][Batch 339], Speed: 83.368 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.621
[Epoch 20][Batch 349], Speed: 81.280 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.620
[Epoch 20][Batch 359], Speed: 80.700 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.619
[Epoch 20][Batch 369], Speed: 83.040 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.618
[Epoch 20][Batch 379], Speed: 81.392 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.617
[Epoch 20][Batch 389], Speed: 83.849 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.616
[Epoch 20][Batch 399], Speed: 83.898 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.615
[Epoch 20][Batch 409], Speed: 83.675 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.614
[Epoch 20][Batch 419], Speed: 83.074 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.613
[Epoch 20][Batch 429], Speed: 83.605 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.612
[Epoch 20][Batch 439], Speed: 81.660 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.611
[Epoch 20][Batch 449], Speed: 83.248 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.610
[Epoch 20][Batch 459], Speed: 85.711 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.609
[Epoch 20][Batch 469], Speed: 83.973 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.608
[Epoch 20][Batch 479], Speed: 84.776 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.607
[Epoch 20][Batch 489], Speed: 86.068 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.606
[Epoch 20][Batch 499], Speed: 86.401 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.604
[Epoch 20][Batch 509], Speed: 87.120 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.603
[Epoch 20] Training cost: 211.913, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.603
[Epoch 20] Validation: 
aeroplane=0.537782419793081
bicycle=0.7813055952446215
bird=0.5599459223547644
boat=0.5302027940386143
bottle=0.5215922696392986
bus=0.6779752757748548
car=0.7607737952971843
cat=0.7722716849683245
chair=0.5341231254474481
cow=0.7100476413532875
diningtable=0.4452214696390627
dog=0.7434004407606356
horse=0.7950075100160159
motorbike=0.508379887465199
person=0.7230035135174017
pottedplant=0.35785787145187525
sheep=0.6882040347714434
sofa=0.5070962669296947
train=0.7082357690804325
tvmonitor=0.7065401849193809
mAP=0.628448373623131
[Epoch 21][Batch 9], Speed: 83.236 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.244, HeatmapFocal=2.602
[Epoch 21][Batch 19], Speed: 81.949 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.245, HeatmapFocal=2.601
[Epoch 21][Batch 29], Speed: 81.620 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.242, HeatmapFocal=2.599
[Epoch 21][Batch 39], Speed: 83.329 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.598
[Epoch 21][Batch 49], Speed: 82.467 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.597
[Epoch 21][Batch 59], Speed: 84.237 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.241, HeatmapFocal=2.596
[Epoch 21][Batch 69], Speed: 81.737 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.595
[Epoch 21][Batch 79], Speed: 83.761 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.594
[Epoch 21][Batch 89], Speed: 83.276 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.593
[Epoch 21][Batch 99], Speed: 83.000 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.592
[Epoch 21][Batch 109], Speed: 82.614 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.591
[Epoch 21][Batch 119], Speed: 85.110 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.590
[Epoch 21][Batch 129], Speed: 83.603 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.589
[Epoch 21][Batch 139], Speed: 83.460 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.588
[Epoch 21][Batch 149], Speed: 83.875 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.587
[Epoch 21][Batch 159], Speed: 84.331 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.241, HeatmapFocal=2.586
[Epoch 21][Batch 169], Speed: 85.844 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.585
[Epoch 21][Batch 179], Speed: 85.597 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.584
[Epoch 21][Batch 189], Speed: 85.919 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.583
[Epoch 21][Batch 199], Speed: 84.949 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.241, HeatmapFocal=2.582
[Epoch 21][Batch 209], Speed: 47.482 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.241, HeatmapFocal=2.580
[Epoch 21][Batch 219], Speed: 47.825 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.241, HeatmapFocal=2.579
[Epoch 21][Batch 229], Speed: 81.307 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.578
[Epoch 21][Batch 239], Speed: 80.416 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.241, HeatmapFocal=2.577
[Epoch 21][Batch 249], Speed: 83.355 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.576
[Epoch 21][Batch 259], Speed: 82.863 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.575
[Epoch 21][Batch 269], Speed: 82.071 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.574
[Epoch 21][Batch 279], Speed: 81.492 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.573
[Epoch 21][Batch 289], Speed: 82.932 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.572
[Epoch 21][Batch 299], Speed: 81.598 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.571
[Epoch 21][Batch 309], Speed: 81.204 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.570
[Epoch 21][Batch 319], Speed: 83.471 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.569
[Epoch 21][Batch 329], Speed: 84.367 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.568
[Epoch 21][Batch 339], Speed: 82.332 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.567
[Epoch 21][Batch 349], Speed: 82.475 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.566
[Epoch 21][Batch 359], Speed: 83.108 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.565
[Epoch 21][Batch 369], Speed: 83.959 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.564
[Epoch 21][Batch 379], Speed: 82.817 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.563
[Epoch 21][Batch 389], Speed: 81.577 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.562
[Epoch 21][Batch 399], Speed: 83.881 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.561
[Epoch 21][Batch 409], Speed: 83.362 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.560
[Epoch 21][Batch 419], Speed: 85.070 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.559
[Epoch 21][Batch 429], Speed: 84.806 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.558
[Epoch 21][Batch 439], Speed: 85.331 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.557
[Epoch 21][Batch 449], Speed: 84.420 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.556
[Epoch 21][Batch 459], Speed: 86.541 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.555
[Epoch 21][Batch 469], Speed: 86.884 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.554
[Epoch 21][Batch 479], Speed: 48.562 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.553
[Epoch 21][Batch 489], Speed: 52.751 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.552
[Epoch 21][Batch 499], Speed: 81.345 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.551
[Epoch 21][Batch 509], Speed: 82.250 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.550
[Epoch 21] Training cost: 211.446, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.550
[Epoch 22][Batch 9], Speed: 79.888 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.235, HeatmapFocal=2.549
[Epoch 22][Batch 19], Speed: 82.358 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.240, HeatmapFocal=2.548
[Epoch 22][Batch 29], Speed: 80.433 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.547
[Epoch 22][Batch 39], Speed: 83.778 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.546
[Epoch 22][Batch 49], Speed: 83.264 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.545
[Epoch 22][Batch 59], Speed: 81.659 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.544
[Epoch 22][Batch 69], Speed: 81.067 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.543
[Epoch 22][Batch 79], Speed: 84.273 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.542
[Epoch 22][Batch 89], Speed: 82.590 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.239, HeatmapFocal=2.541
[Epoch 22][Batch 99], Speed: 83.277 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.239, HeatmapFocal=2.540
[Epoch 22][Batch 109], Speed: 82.121 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.239, HeatmapFocal=2.539
[Epoch 22][Batch 119], Speed: 82.558 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.239, HeatmapFocal=2.538
[Epoch 22][Batch 129], Speed: 82.581 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.537
[Epoch 22][Batch 139], Speed: 83.343 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.536
[Epoch 22][Batch 149], Speed: 82.792 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.535
[Epoch 22][Batch 159], Speed: 80.235 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.534
[Epoch 22][Batch 169], Speed: 83.316 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.533
[Epoch 22][Batch 179], Speed: 85.906 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.532
[Epoch 22][Batch 189], Speed: 85.285 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.531
[Epoch 22][Batch 199], Speed: 83.486 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.530
[Epoch 22][Batch 209], Speed: 84.071 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.529
[Epoch 22][Batch 219], Speed: 85.502 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.528
[Epoch 22][Batch 229], Speed: 41.925 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.527
[Epoch 22][Batch 239], Speed: 84.663 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.526
[Epoch 22][Batch 249], Speed: 84.182 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.525
[Epoch 22][Batch 259], Speed: 85.044 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.524
[Epoch 22][Batch 269], Speed: 81.442 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.524
[Epoch 22][Batch 279], Speed: 85.219 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.523
[Epoch 22][Batch 289], Speed: 48.456 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.522
[Epoch 22][Batch 299], Speed: 81.185 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.521
[Epoch 22][Batch 309], Speed: 80.318 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.520
[Epoch 22][Batch 319], Speed: 83.078 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.519
[Epoch 22][Batch 329], Speed: 83.199 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.518
[Epoch 22][Batch 339], Speed: 81.558 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.517
[Epoch 22][Batch 349], Speed: 82.477 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.516
[Epoch 22][Batch 359], Speed: 79.765 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.515
[Epoch 22][Batch 369], Speed: 81.566 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.514
[Epoch 22][Batch 379], Speed: 82.108 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.513
[Epoch 22][Batch 389], Speed: 83.074 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.512
[Epoch 22][Batch 399], Speed: 82.955 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.512
[Epoch 22][Batch 409], Speed: 83.025 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.511
[Epoch 22][Batch 419], Speed: 81.265 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.510
[Epoch 22][Batch 429], Speed: 81.700 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.509
[Epoch 22][Batch 439], Speed: 81.716 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.508
[Epoch 22][Batch 449], Speed: 82.150 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.507
[Epoch 22][Batch 459], Speed: 84.472 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.506
[Epoch 22][Batch 469], Speed: 82.785 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.505
[Epoch 22][Batch 479], Speed: 83.748 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.504
[Epoch 22][Batch 489], Speed: 84.839 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.503
[Epoch 22][Batch 499], Speed: 85.367 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.502
[Epoch 22][Batch 509], Speed: 86.337 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.501
[Epoch 22] Training cost: 210.958, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.501
[Epoch 23][Batch 9], Speed: 85.440 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.242, HeatmapFocal=2.499
[Epoch 23][Batch 19], Speed: 85.822 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.498
[Epoch 23][Batch 29], Speed: 73.799 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.243, HeatmapFocal=2.498
[Epoch 23][Batch 39], Speed: 47.494 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.243, HeatmapFocal=2.497
[Epoch 23][Batch 49], Speed: 79.031 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.243, HeatmapFocal=2.496
[Epoch 23][Batch 59], Speed: 81.151 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.495
[Epoch 23][Batch 69], Speed: 82.765 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.494
[Epoch 23][Batch 79], Speed: 82.336 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.242, HeatmapFocal=2.493
[Epoch 23][Batch 89], Speed: 81.892 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.492
[Epoch 23][Batch 99], Speed: 83.046 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.242, HeatmapFocal=2.491
[Epoch 23][Batch 109], Speed: 82.658 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.490
[Epoch 23][Batch 119], Speed: 79.690 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.489
[Epoch 23][Batch 129], Speed: 80.957 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.242, HeatmapFocal=2.488
[Epoch 23][Batch 139], Speed: 83.888 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.487
[Epoch 23][Batch 149], Speed: 79.885 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.486
[Epoch 23][Batch 159], Speed: 83.297 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.486
[Epoch 23][Batch 169], Speed: 81.718 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.485
[Epoch 23][Batch 179], Speed: 81.629 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.484
[Epoch 23][Batch 189], Speed: 82.088 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.483
[Epoch 23][Batch 199], Speed: 81.807 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.482
[Epoch 23][Batch 209], Speed: 79.511 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.481
[Epoch 23][Batch 219], Speed: 83.210 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.480
[Epoch 23][Batch 229], Speed: 83.105 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.479
[Epoch 23][Batch 239], Speed: 82.382 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.478
[Epoch 23][Batch 249], Speed: 84.702 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.477
[Epoch 23][Batch 259], Speed: 85.665 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.476
[Epoch 23][Batch 269], Speed: 86.493 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.476
[Epoch 23][Batch 279], Speed: 85.703 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.240, HeatmapFocal=2.475
[Epoch 23][Batch 289], Speed: 85.143 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.240, HeatmapFocal=2.474
[Epoch 23][Batch 299], Speed: 84.671 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.473
[Epoch 23][Batch 309], Speed: 46.754 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.472
[Epoch 23][Batch 319], Speed: 76.378 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.471
[Epoch 23][Batch 329], Speed: 81.850 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.470
[Epoch 23][Batch 339], Speed: 81.117 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.469
[Epoch 23][Batch 349], Speed: 82.651 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.468
[Epoch 23][Batch 359], Speed: 83.730 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.468
[Epoch 23][Batch 369], Speed: 81.489 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.467
[Epoch 23][Batch 379], Speed: 83.612 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.466
[Epoch 23][Batch 389], Speed: 81.661 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.465
[Epoch 23][Batch 399], Speed: 80.571 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.464
[Epoch 23][Batch 409], Speed: 84.091 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 23][Batch 419], Speed: 83.120 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 23][Batch 429], Speed: 80.558 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.462
[Epoch 23][Batch 439], Speed: 83.276 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.461
[Epoch 23][Batch 449], Speed: 80.908 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.460
[Epoch 23][Batch 459], Speed: 84.827 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.459
[Epoch 23][Batch 469], Speed: 83.841 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.458
[Epoch 23][Batch 479], Speed: 84.197 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.458
[Epoch 23][Batch 489], Speed: 84.017 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.457
[Epoch 23][Batch 499], Speed: 85.499 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.456
[Epoch 23][Batch 509], Speed: 84.051 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.455
[Epoch 23] Training cost: 211.914, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.454
[Epoch 24][Batch 9], Speed: 86.627 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.242, HeatmapFocal=2.454
[Epoch 24][Batch 19], Speed: 85.801 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.243, HeatmapFocal=2.453
[Epoch 24][Batch 29], Speed: 85.004 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.243, HeatmapFocal=2.452
[Epoch 24][Batch 39], Speed: 85.046 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.243, HeatmapFocal=2.451
[Epoch 24][Batch 49], Speed: 85.997 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.243, HeatmapFocal=2.450
[Epoch 24][Batch 59], Speed: 46.100 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.243, HeatmapFocal=2.449
[Epoch 24][Batch 69], Speed: 73.006 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.243, HeatmapFocal=2.448
[Epoch 24][Batch 79], Speed: 79.701 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.242, HeatmapFocal=2.447
[Epoch 24][Batch 89], Speed: 82.668 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.242, HeatmapFocal=2.447
[Epoch 24][Batch 99], Speed: 81.236 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.446
[Epoch 24][Batch 109], Speed: 82.681 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.445
[Epoch 24][Batch 119], Speed: 81.493 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.444
[Epoch 24][Batch 129], Speed: 83.555 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.443
[Epoch 24][Batch 139], Speed: 80.938 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.442
[Epoch 24][Batch 149], Speed: 84.174 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.442
[Epoch 24][Batch 159], Speed: 80.421 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.441
[Epoch 24][Batch 169], Speed: 79.856 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.440
[Epoch 24][Batch 179], Speed: 82.766 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.439
[Epoch 24][Batch 189], Speed: 82.335 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.438
[Epoch 24][Batch 199], Speed: 82.496 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.437
[Epoch 24][Batch 209], Speed: 81.585 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.436
[Epoch 24][Batch 219], Speed: 81.901 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.435
[Epoch 24][Batch 229], Speed: 84.032 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.435
[Epoch 24][Batch 239], Speed: 80.778 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.434
[Epoch 24][Batch 249], Speed: 80.664 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.433
[Epoch 24][Batch 259], Speed: 83.487 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.432
[Epoch 24][Batch 269], Speed: 85.442 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.431
[Epoch 24][Batch 279], Speed: 85.501 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.430
[Epoch 24][Batch 289], Speed: 84.420 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.430
[Epoch 24][Batch 299], Speed: 85.785 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.429
[Epoch 24][Batch 309], Speed: 82.127 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.428
[Epoch 24][Batch 319], Speed: 85.559 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.427
[Epoch 24][Batch 329], Speed: 78.376 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.426
[Epoch 24][Batch 339], Speed: 86.049 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.426
[Epoch 24][Batch 349], Speed: 83.228 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.425
[Epoch 24][Batch 359], Speed: 85.250 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.424
[Epoch 24][Batch 369], Speed: 84.596 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.423
[Epoch 24][Batch 379], Speed: 84.158 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.422
[Epoch 24][Batch 389], Speed: 84.978 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.422
[Epoch 24][Batch 399], Speed: 84.912 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.421
[Epoch 24][Batch 409], Speed: 85.485 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.420
[Epoch 24][Batch 419], Speed: 85.884 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.419
[Epoch 24][Batch 429], Speed: 83.661 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.419
[Epoch 24][Batch 439], Speed: 85.888 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.418
[Epoch 24][Batch 449], Speed: 86.283 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.417
[Epoch 24][Batch 459], Speed: 86.949 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.416
[Epoch 24][Batch 469], Speed: 87.029 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.415
[Epoch 24][Batch 479], Speed: 87.180 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.414
[Epoch 24][Batch 489], Speed: 86.086 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.414
[Epoch 24][Batch 499], Speed: 86.336 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.413
[Epoch 24][Batch 509], Speed: 86.546 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.412
[Epoch 24] Training cost: 207.500, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.412
[Epoch 25][Batch 9], Speed: 84.673 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.243, HeatmapFocal=2.411
[Epoch 25][Batch 19], Speed: 84.658 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.410
[Epoch 25][Batch 29], Speed: 84.535 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.409
[Epoch 25][Batch 39], Speed: 85.605 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.408
[Epoch 25][Batch 49], Speed: 85.948 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 25][Batch 59], Speed: 86.284 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 25][Batch 69], Speed: 83.788 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.406
[Epoch 25][Batch 79], Speed: 85.537 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.405
[Epoch 25][Batch 89], Speed: 85.890 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.404
[Epoch 25][Batch 99], Speed: 86.198 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.404
[Epoch 25][Batch 109], Speed: 84.049 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.403
[Epoch 25][Batch 119], Speed: 86.343 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.402
[Epoch 25][Batch 129], Speed: 85.236 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.401
[Epoch 25][Batch 139], Speed: 85.799 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.400
[Epoch 25][Batch 149], Speed: 85.503 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.399
[Epoch 25][Batch 159], Speed: 86.301 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.398
[Epoch 25][Batch 169], Speed: 85.784 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.398
[Epoch 25][Batch 179], Speed: 85.469 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.397
[Epoch 25][Batch 189], Speed: 85.239 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.396
[Epoch 25][Batch 199], Speed: 84.544 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.395
[Epoch 25][Batch 209], Speed: 86.051 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.394
[Epoch 25][Batch 219], Speed: 85.158 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.394
[Epoch 25][Batch 229], Speed: 86.533 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.393
[Epoch 25][Batch 239], Speed: 83.932 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.392
[Epoch 25][Batch 249], Speed: 85.660 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.391
[Epoch 25][Batch 259], Speed: 84.730 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.390
[Epoch 25][Batch 269], Speed: 85.852 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.390
[Epoch 25][Batch 279], Speed: 86.020 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.389
[Epoch 25][Batch 289], Speed: 86.104 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.388
[Epoch 25][Batch 299], Speed: 85.694 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.387
[Epoch 25][Batch 309], Speed: 84.351 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.387
[Epoch 25][Batch 319], Speed: 84.072 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.386
[Epoch 25][Batch 329], Speed: 85.558 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.385
[Epoch 25][Batch 339], Speed: 86.245 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.384
[Epoch 25][Batch 349], Speed: 86.069 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.384
[Epoch 25][Batch 359], Speed: 86.516 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.383
[Epoch 25][Batch 369], Speed: 85.594 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.382
[Epoch 25][Batch 379], Speed: 86.023 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.381
[Epoch 25][Batch 389], Speed: 86.411 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.381
[Epoch 25][Batch 399], Speed: 86.789 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.380
[Epoch 25][Batch 409], Speed: 79.404 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.379
[Epoch 25][Batch 419], Speed: 85.797 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.378
[Epoch 25][Batch 429], Speed: 85.743 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.378
[Epoch 25][Batch 439], Speed: 85.319 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.377
[Epoch 25][Batch 449], Speed: 86.374 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.376
[Epoch 25][Batch 459], Speed: 87.774 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.375
[Epoch 25][Batch 469], Speed: 87.683 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.375
[Epoch 25][Batch 479], Speed: 86.450 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.374
[Epoch 25][Batch 489], Speed: 87.018 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.373
[Epoch 25][Batch 499], Speed: 86.544 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.372
[Epoch 25][Batch 509], Speed: 86.851 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.372
[Epoch 25] Training cost: 195.982, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.371
[Epoch 25] Validation: 
aeroplane=0.6701107959133912
bicycle=0.6782251655801573
bird=0.7097652687618837
boat=0.5560542945011158
bottle=0.5296442054670891
bus=0.7785471069084653
car=0.7746006406761415
cat=0.7511036244925706
chair=0.5762109848234584
cow=0.7622181524298681
diningtable=0.41999282782101915
dog=0.7892935022514267
horse=0.8162976456688608
motorbike=0.659408130902351
person=0.7355366068572229
pottedplant=0.4042343237499115
sheep=0.7386441857414312
sofa=0.6110093847212154
train=0.6391942236764324
tvmonitor=0.730379687590512
mAP=0.6665235379267263
[Epoch 26][Batch 9], Speed: 86.239 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.370
[Epoch 26][Batch 19], Speed: 85.911 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.369
[Epoch 26][Batch 29], Speed: 84.956 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.369
[Epoch 26][Batch 39], Speed: 86.385 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.368
[Epoch 26][Batch 49], Speed: 85.693 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.367
[Epoch 26][Batch 59], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.366
[Epoch 26][Batch 69], Speed: 85.139 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.366
[Epoch 26][Batch 79], Speed: 85.993 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.365
[Epoch 26][Batch 89], Speed: 86.482 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.364
[Epoch 26][Batch 99], Speed: 86.048 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.363
[Epoch 26][Batch 109], Speed: 86.268 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.363
[Epoch 26][Batch 119], Speed: 86.309 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.362
[Epoch 26][Batch 129], Speed: 85.403 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.361
[Epoch 26][Batch 139], Speed: 86.441 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.360
[Epoch 26][Batch 149], Speed: 86.588 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.359
[Epoch 26][Batch 159], Speed: 86.300 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.359
[Epoch 26][Batch 169], Speed: 86.628 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.358
[Epoch 26][Batch 179], Speed: 84.888 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.357
[Epoch 26][Batch 189], Speed: 85.843 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.356
[Epoch 26][Batch 199], Speed: 86.352 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.356
[Epoch 26][Batch 209], Speed: 86.355 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.355
[Epoch 26][Batch 219], Speed: 85.981 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.354
[Epoch 26][Batch 229], Speed: 86.749 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.353
[Epoch 26][Batch 239], Speed: 84.667 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.353
[Epoch 26][Batch 249], Speed: 86.054 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.352
[Epoch 26][Batch 259], Speed: 86.279 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.351
[Epoch 26][Batch 269], Speed: 85.950 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.350
[Epoch 26][Batch 279], Speed: 85.715 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.350
[Epoch 26][Batch 289], Speed: 86.708 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.349
[Epoch 26][Batch 299], Speed: 85.743 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.348
[Epoch 26][Batch 309], Speed: 85.566 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.347
[Epoch 26][Batch 319], Speed: 84.974 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.347
[Epoch 26][Batch 329], Speed: 85.508 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.346
[Epoch 26][Batch 339], Speed: 86.358 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.345
[Epoch 26][Batch 349], Speed: 86.387 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.345
[Epoch 26][Batch 359], Speed: 86.476 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.344
[Epoch 26][Batch 369], Speed: 85.595 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.343
[Epoch 26][Batch 379], Speed: 85.785 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.343
[Epoch 26][Batch 389], Speed: 86.259 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.342
[Epoch 26][Batch 399], Speed: 85.644 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.341
[Epoch 26][Batch 409], Speed: 85.249 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.340
[Epoch 26][Batch 419], Speed: 85.266 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.340
[Epoch 26][Batch 429], Speed: 85.073 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.339
[Epoch 26][Batch 439], Speed: 86.239 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.338
[Epoch 26][Batch 449], Speed: 85.712 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.337
[Epoch 26][Batch 459], Speed: 87.303 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.337
[Epoch 26][Batch 469], Speed: 87.793 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.336
[Epoch 26][Batch 479], Speed: 87.082 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.335
[Epoch 26][Batch 489], Speed: 87.139 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.335
[Epoch 26][Batch 499], Speed: 87.415 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.334
[Epoch 26][Batch 509], Speed: 87.380 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.333
[Epoch 26] Training cost: 195.548, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.333
[Epoch 27][Batch 9], Speed: 86.065 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.332
[Epoch 27][Batch 19], Speed: 84.993 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.331
[Epoch 27][Batch 29], Speed: 85.899 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.331
[Epoch 27][Batch 39], Speed: 83.910 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.330
[Epoch 27][Batch 49], Speed: 86.536 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.241, HeatmapFocal=2.329
[Epoch 27][Batch 59], Speed: 86.373 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.241, HeatmapFocal=2.328
[Epoch 27][Batch 69], Speed: 86.228 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.241, HeatmapFocal=2.327
[Epoch 27][Batch 79], Speed: 86.069 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.241, HeatmapFocal=2.327
[Epoch 27][Batch 89], Speed: 84.771 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.241, HeatmapFocal=2.326
[Epoch 27][Batch 99], Speed: 86.438 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.241, HeatmapFocal=2.325
[Epoch 27][Batch 109], Speed: 86.648 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.241, HeatmapFocal=2.325
[Epoch 27][Batch 119], Speed: 84.745 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.241, HeatmapFocal=2.324
[Epoch 27][Batch 129], Speed: 86.207 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.240, HeatmapFocal=2.323
[Epoch 27][Batch 139], Speed: 86.326 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.240, HeatmapFocal=2.322
[Epoch 27][Batch 149], Speed: 85.500 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.322
[Epoch 27][Batch 159], Speed: 85.243 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.240, HeatmapFocal=2.321
[Epoch 27][Batch 169], Speed: 84.101 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.240, HeatmapFocal=2.320
[Epoch 27][Batch 179], Speed: 85.651 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.319
[Epoch 27][Batch 189], Speed: 85.934 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.319
[Epoch 27][Batch 199], Speed: 83.436 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.239, HeatmapFocal=2.318
[Epoch 27][Batch 209], Speed: 85.659 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.317
[Epoch 27][Batch 219], Speed: 83.816 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.316
[Epoch 27][Batch 229], Speed: 85.922 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.316
[Epoch 27][Batch 239], Speed: 86.275 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.315
[Epoch 27][Batch 249], Speed: 86.197 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.314
[Epoch 27][Batch 259], Speed: 84.856 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.314
[Epoch 27][Batch 269], Speed: 85.322 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.313
[Epoch 27][Batch 279], Speed: 86.259 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.312
[Epoch 27][Batch 289], Speed: 85.989 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.312
[Epoch 27][Batch 299], Speed: 85.784 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.311
[Epoch 27][Batch 309], Speed: 83.852 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.310
[Epoch 27][Batch 319], Speed: 85.973 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.309
[Epoch 27][Batch 329], Speed: 86.456 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.309
[Epoch 27][Batch 339], Speed: 85.956 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.308
[Epoch 27][Batch 349], Speed: 86.221 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.307
[Epoch 27][Batch 359], Speed: 86.158 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.307
[Epoch 27][Batch 369], Speed: 85.534 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.306
[Epoch 27][Batch 379], Speed: 84.083 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.305
[Epoch 27][Batch 389], Speed: 86.041 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.305
[Epoch 27][Batch 399], Speed: 85.344 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.304
[Epoch 27][Batch 409], Speed: 85.741 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.303
[Epoch 27][Batch 419], Speed: 86.420 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.303
[Epoch 27][Batch 429], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.302
[Epoch 27][Batch 439], Speed: 85.224 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.301
[Epoch 27][Batch 449], Speed: 85.790 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.301
[Epoch 27][Batch 459], Speed: 85.657 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.300
[Epoch 27][Batch 469], Speed: 87.034 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.299
[Epoch 27][Batch 479], Speed: 86.906 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.298
[Epoch 27][Batch 489], Speed: 87.089 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.298
[Epoch 27][Batch 499], Speed: 86.694 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.297
[Epoch 27][Batch 509], Speed: 86.526 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 27] Training cost: 196.237, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 28][Batch 9], Speed: 85.544 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.295
[Epoch 28][Batch 19], Speed: 85.634 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.294
[Epoch 28][Batch 29], Speed: 85.834 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.294
[Epoch 28][Batch 39], Speed: 86.292 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.293
[Epoch 28][Batch 49], Speed: 86.330 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.292
[Epoch 28][Batch 59], Speed: 86.695 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.292
[Epoch 28][Batch 69], Speed: 83.653 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.291
[Epoch 28][Batch 79], Speed: 85.946 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.290
[Epoch 28][Batch 89], Speed: 86.169 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.290
[Epoch 28][Batch 99], Speed: 86.524 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.289
[Epoch 28][Batch 109], Speed: 86.098 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.288
[Epoch 28][Batch 119], Speed: 86.129 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.288
[Epoch 28][Batch 129], Speed: 86.054 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.287
[Epoch 28][Batch 139], Speed: 85.599 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.286
[Epoch 28][Batch 149], Speed: 85.687 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.286
[Epoch 28][Batch 159], Speed: 85.453 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.285
[Epoch 28][Batch 169], Speed: 85.666 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.284
[Epoch 28][Batch 179], Speed: 85.761 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.283
[Epoch 28][Batch 189], Speed: 85.740 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.283
[Epoch 28][Batch 199], Speed: 85.752 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.282
[Epoch 28][Batch 209], Speed: 85.098 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.281
[Epoch 28][Batch 219], Speed: 85.915 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.281
[Epoch 28][Batch 229], Speed: 86.454 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.280
[Epoch 28][Batch 239], Speed: 85.502 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.279
[Epoch 28][Batch 249], Speed: 85.475 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.279
[Epoch 28][Batch 259], Speed: 84.933 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.278
[Epoch 28][Batch 269], Speed: 86.341 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.277
[Epoch 28][Batch 279], Speed: 86.640 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.277
[Epoch 28][Batch 289], Speed: 86.342 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.276
[Epoch 28][Batch 299], Speed: 85.033 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.275
[Epoch 28][Batch 309], Speed: 85.948 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.275
[Epoch 28][Batch 319], Speed: 85.937 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.274
[Epoch 28][Batch 329], Speed: 85.431 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.274
[Epoch 28][Batch 339], Speed: 85.858 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.273
[Epoch 28][Batch 349], Speed: 86.243 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.272
[Epoch 28][Batch 359], Speed: 85.099 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.272
[Epoch 28][Batch 369], Speed: 85.365 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.271
[Epoch 28][Batch 379], Speed: 86.359 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.270
[Epoch 28][Batch 389], Speed: 86.173 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.270
[Epoch 28][Batch 399], Speed: 85.748 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.269
[Epoch 28][Batch 409], Speed: 86.249 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.268
[Epoch 28][Batch 419], Speed: 85.745 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.268
[Epoch 28][Batch 429], Speed: 85.330 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.267
[Epoch 28][Batch 439], Speed: 86.087 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.267
[Epoch 28][Batch 449], Speed: 86.371 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.266
[Epoch 28][Batch 459], Speed: 87.149 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.265
[Epoch 28][Batch 469], Speed: 87.596 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.265
[Epoch 28][Batch 479], Speed: 86.889 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.264
[Epoch 28][Batch 489], Speed: 87.483 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.263
[Epoch 28][Batch 499], Speed: 87.052 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.263
[Epoch 28][Batch 509], Speed: 87.521 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.262
[Epoch 28] Training cost: 195.679, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.261
[Epoch 29][Batch 9], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.242, HeatmapFocal=2.261
[Epoch 29][Batch 19], Speed: 85.533 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.240, HeatmapFocal=2.260
[Epoch 29][Batch 29], Speed: 85.649 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.239, HeatmapFocal=2.259
[Epoch 29][Batch 39], Speed: 86.238 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.259
[Epoch 29][Batch 49], Speed: 86.156 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.258
[Epoch 29][Batch 59], Speed: 85.900 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.257
[Epoch 29][Batch 69], Speed: 85.101 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.257
[Epoch 29][Batch 79], Speed: 84.894 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.256
[Epoch 29][Batch 89], Speed: 86.142 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.255
[Epoch 29][Batch 99], Speed: 85.802 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.255
[Epoch 29][Batch 109], Speed: 86.477 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.254
[Epoch 29][Batch 119], Speed: 86.613 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.253
[Epoch 29][Batch 129], Speed: 83.931 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.253
[Epoch 29][Batch 139], Speed: 85.841 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.252
[Epoch 29][Batch 149], Speed: 85.488 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.251
[Epoch 29][Batch 159], Speed: 86.223 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.251
[Epoch 29][Batch 169], Speed: 83.366 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.250
[Epoch 29][Batch 179], Speed: 86.144 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.249
[Epoch 29][Batch 189], Speed: 86.068 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.249
[Epoch 29][Batch 199], Speed: 85.944 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.248
[Epoch 29][Batch 209], Speed: 84.674 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.247
[Epoch 29][Batch 219], Speed: 86.312 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.247
[Epoch 29][Batch 229], Speed: 85.935 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.246
[Epoch 29][Batch 239], Speed: 85.651 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 29][Batch 249], Speed: 85.439 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 29][Batch 259], Speed: 86.348 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 29][Batch 269], Speed: 84.951 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 29][Batch 279], Speed: 84.977 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.243
[Epoch 29][Batch 289], Speed: 86.086 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.242
[Epoch 29][Batch 299], Speed: 84.074 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.242
[Epoch 29][Batch 309], Speed: 85.135 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.241
[Epoch 29][Batch 319], Speed: 85.483 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.241
[Epoch 29][Batch 329], Speed: 85.193 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.240
[Epoch 29][Batch 339], Speed: 82.522 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.239
[Epoch 29][Batch 349], Speed: 85.911 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.239
[Epoch 29][Batch 359], Speed: 85.296 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.238
[Epoch 29][Batch 369], Speed: 85.876 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.237
[Epoch 29][Batch 379], Speed: 86.097 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.237
[Epoch 29][Batch 389], Speed: 86.529 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.236
[Epoch 29][Batch 399], Speed: 86.628 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.236
[Epoch 29][Batch 409], Speed: 85.911 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.235
[Epoch 29][Batch 419], Speed: 86.093 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.234
[Epoch 29][Batch 429], Speed: 84.233 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.234
[Epoch 29][Batch 439], Speed: 85.462 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.233
[Epoch 29][Batch 449], Speed: 86.416 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.232
[Epoch 29][Batch 459], Speed: 87.078 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.232
[Epoch 29][Batch 469], Speed: 87.542 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.231
[Epoch 29][Batch 479], Speed: 87.092 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.231
[Epoch 29][Batch 489], Speed: 87.321 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.230
[Epoch 29][Batch 499], Speed: 87.278 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.229
[Epoch 29][Batch 509], Speed: 87.568 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.229
[Epoch 29] Training cost: 195.895, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.228
[Epoch 30][Batch 9], Speed: 84.769 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.241, HeatmapFocal=2.228
[Epoch 30][Batch 19], Speed: 85.241 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.242, HeatmapFocal=2.227
[Epoch 30][Batch 29], Speed: 86.068 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.244, HeatmapFocal=2.227
[Epoch 30][Batch 39], Speed: 85.783 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.241, HeatmapFocal=2.226
[Epoch 30][Batch 49], Speed: 86.011 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.242, HeatmapFocal=2.225
[Epoch 30][Batch 59], Speed: 85.588 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.243, HeatmapFocal=2.225
[Epoch 30][Batch 69], Speed: 84.919 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.241, HeatmapFocal=2.224
[Epoch 30][Batch 79], Speed: 85.857 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.223
[Epoch 30][Batch 89], Speed: 86.013 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.223
[Epoch 30][Batch 99], Speed: 86.177 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.222
[Epoch 30][Batch 109], Speed: 86.248 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.222
[Epoch 30][Batch 119], Speed: 85.871 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.221
[Epoch 30][Batch 129], Speed: 83.454 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.220
[Epoch 30][Batch 139], Speed: 84.999 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.220
[Epoch 30][Batch 149], Speed: 86.640 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.219
[Epoch 30][Batch 159], Speed: 85.063 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.219
[Epoch 30][Batch 169], Speed: 86.433 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.218
[Epoch 30][Batch 179], Speed: 86.052 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.217
[Epoch 30][Batch 189], Speed: 85.528 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.217
[Epoch 30][Batch 199], Speed: 85.098 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.216
[Epoch 30][Batch 209], Speed: 86.221 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.216
[Epoch 30][Batch 219], Speed: 86.381 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.215
[Epoch 30][Batch 229], Speed: 85.800 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.214
[Epoch 30][Batch 239], Speed: 84.338 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.214
[Epoch 30][Batch 249], Speed: 85.948 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.213
[Epoch 30][Batch 259], Speed: 85.998 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.213
[Epoch 30][Batch 269], Speed: 85.237 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.212
[Epoch 30][Batch 279], Speed: 86.186 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.211
[Epoch 30][Batch 289], Speed: 86.200 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.211
[Epoch 30][Batch 299], Speed: 85.186 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.210
[Epoch 30][Batch 309], Speed: 85.673 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.210
[Epoch 30][Batch 319], Speed: 86.004 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.209
[Epoch 30][Batch 329], Speed: 86.111 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.208
[Epoch 30][Batch 339], Speed: 85.813 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.208
[Epoch 30][Batch 349], Speed: 85.807 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.207
[Epoch 30][Batch 359], Speed: 85.788 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.207
[Epoch 30][Batch 369], Speed: 85.075 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.206
[Epoch 30][Batch 379], Speed: 85.636 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.206
[Epoch 30][Batch 389], Speed: 85.654 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.205
[Epoch 30][Batch 399], Speed: 85.824 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.204
[Epoch 30][Batch 409], Speed: 79.779 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.204
[Epoch 30][Batch 419], Speed: 85.242 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.203
[Epoch 30][Batch 429], Speed: 85.596 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.202
[Epoch 30][Batch 439], Speed: 85.317 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.202
[Epoch 30][Batch 449], Speed: 85.898 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.201
[Epoch 30][Batch 459], Speed: 86.821 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.201
[Epoch 30][Batch 469], Speed: 86.776 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.200
[Epoch 30][Batch 479], Speed: 86.870 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.199
[Epoch 30][Batch 489], Speed: 86.815 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.199
[Epoch 30][Batch 499], Speed: 86.808 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.198
[Epoch 30][Batch 509], Speed: 87.031 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.198
[Epoch 30] Training cost: 195.746, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.197
[Epoch 30] Validation: 
aeroplane=0.7425908388457954
bicycle=0.7598053991669014
bird=0.6803288473967298
boat=0.5489720027662631
bottle=0.5349662563463338
bus=0.6731482739551924
car=0.8090652571335677
cat=0.7135330187185847
chair=0.5754688089051343
cow=0.7925231279465432
diningtable=0.4222633247607285
dog=0.764550797616995
horse=0.6989160916931603
motorbike=0.673180830554157
person=0.7531635081944883
pottedplant=0.5050622779177675
sheep=0.7811338290668441
sofa=0.6067311000278056
train=0.680735834145871
tvmonitor=0.7593157878128622
mAP=0.6737727606485863
[Epoch 31][Batch 9], Speed: 85.248 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.240, HeatmapFocal=2.197
[Epoch 31][Batch 19], Speed: 83.766 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.239, HeatmapFocal=2.196
[Epoch 31][Batch 29], Speed: 85.710 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.240, HeatmapFocal=2.195
[Epoch 31][Batch 39], Speed: 85.113 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.240, HeatmapFocal=2.195
[Epoch 31][Batch 49], Speed: 86.015 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.240, HeatmapFocal=2.194
[Epoch 31][Batch 59], Speed: 85.815 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.240, HeatmapFocal=2.194
[Epoch 31][Batch 69], Speed: 85.614 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.240, HeatmapFocal=2.193
[Epoch 31][Batch 79], Speed: 85.889 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.240, HeatmapFocal=2.192
[Epoch 31][Batch 89], Speed: 86.034 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.192
[Epoch 31][Batch 99], Speed: 86.704 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.191
[Epoch 31][Batch 109], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.191
[Epoch 31][Batch 119], Speed: 85.483 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.190
[Epoch 31][Batch 129], Speed: 86.527 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.190
[Epoch 31][Batch 139], Speed: 86.404 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.189
[Epoch 31][Batch 149], Speed: 86.357 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.188
[Epoch 31][Batch 159], Speed: 84.570 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.188
[Epoch 31][Batch 169], Speed: 86.049 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.187
[Epoch 31][Batch 179], Speed: 85.783 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.187
[Epoch 31][Batch 189], Speed: 86.103 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.186
[Epoch 31][Batch 199], Speed: 86.123 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.185
[Epoch 31][Batch 209], Speed: 86.527 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.185
[Epoch 31][Batch 219], Speed: 86.083 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.184
[Epoch 31][Batch 229], Speed: 86.235 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.184
[Epoch 31][Batch 239], Speed: 86.242 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 31][Batch 249], Speed: 85.738 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 31][Batch 259], Speed: 86.141 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.182
[Epoch 31][Batch 269], Speed: 85.813 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.182
[Epoch 31][Batch 279], Speed: 86.602 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.181
[Epoch 31][Batch 289], Speed: 86.013 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.181
[Epoch 31][Batch 299], Speed: 85.540 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.180
[Epoch 31][Batch 309], Speed: 86.002 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.179
[Epoch 31][Batch 319], Speed: 85.121 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.179
[Epoch 31][Batch 329], Speed: 86.709 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.178
[Epoch 31][Batch 339], Speed: 85.891 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.178
[Epoch 31][Batch 349], Speed: 86.208 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.177
[Epoch 31][Batch 359], Speed: 85.783 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.176
[Epoch 31][Batch 369], Speed: 86.121 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.176
[Epoch 31][Batch 379], Speed: 86.118 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.175
[Epoch 31][Batch 389], Speed: 86.549 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.175
[Epoch 31][Batch 399], Speed: 86.166 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.174
[Epoch 31][Batch 409], Speed: 85.674 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.174
[Epoch 31][Batch 419], Speed: 86.165 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.173
[Epoch 31][Batch 429], Speed: 86.590 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.173
[Epoch 31][Batch 439], Speed: 85.934 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.172
[Epoch 31][Batch 449], Speed: 86.236 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.172
[Epoch 31][Batch 459], Speed: 86.968 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.171
[Epoch 31][Batch 469], Speed: 87.443 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.171
[Epoch 31][Batch 479], Speed: 87.068 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.170
[Epoch 31][Batch 489], Speed: 87.077 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.169
[Epoch 31][Batch 499], Speed: 87.187 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.169
[Epoch 31][Batch 509], Speed: 87.194 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.168
[Epoch 31] Training cost: 196.135, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.168
[Epoch 32][Batch 9], Speed: 85.263 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.237, HeatmapFocal=2.167
[Epoch 32][Batch 19], Speed: 85.940 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.167
[Epoch 32][Batch 29], Speed: 85.957 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.166
[Epoch 32][Batch 39], Speed: 85.927 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.166
[Epoch 32][Batch 49], Speed: 86.396 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.165
[Epoch 32][Batch 59], Speed: 84.879 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.164
[Epoch 32][Batch 69], Speed: 86.273 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.164
[Epoch 32][Batch 79], Speed: 83.195 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.163
[Epoch 32][Batch 89], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.163
[Epoch 32][Batch 99], Speed: 86.323 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.162
[Epoch 32][Batch 109], Speed: 84.630 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.162
[Epoch 32][Batch 119], Speed: 85.667 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.161
[Epoch 32][Batch 129], Speed: 85.826 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.161
[Epoch 32][Batch 139], Speed: 86.064 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.160
[Epoch 32][Batch 149], Speed: 85.283 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.159
[Epoch 32][Batch 159], Speed: 85.969 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.159
[Epoch 32][Batch 169], Speed: 85.542 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.158
[Epoch 32][Batch 179], Speed: 86.035 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.158
[Epoch 32][Batch 189], Speed: 86.149 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.157
[Epoch 32][Batch 199], Speed: 85.789 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.157
[Epoch 32][Batch 209], Speed: 85.804 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.156
[Epoch 32][Batch 219], Speed: 85.571 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.156
[Epoch 32][Batch 229], Speed: 86.312 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.155
[Epoch 32][Batch 239], Speed: 86.552 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.154
[Epoch 32][Batch 249], Speed: 86.099 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.154
[Epoch 32][Batch 259], Speed: 86.205 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.153
[Epoch 32][Batch 269], Speed: 86.340 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.153
[Epoch 32][Batch 279], Speed: 86.040 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.152
[Epoch 32][Batch 289], Speed: 86.534 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.152
[Epoch 32][Batch 299], Speed: 85.998 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.151
[Epoch 32][Batch 309], Speed: 85.564 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.151
[Epoch 32][Batch 319], Speed: 86.287 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.150
[Epoch 32][Batch 329], Speed: 86.414 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.150
[Epoch 32][Batch 339], Speed: 86.460 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.149
[Epoch 32][Batch 349], Speed: 86.437 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.149
[Epoch 32][Batch 359], Speed: 85.117 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.148
[Epoch 32][Batch 369], Speed: 85.030 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.148
[Epoch 32][Batch 379], Speed: 85.438 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.147
[Epoch 32][Batch 389], Speed: 86.363 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.147
[Epoch 32][Batch 399], Speed: 85.693 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.146
[Epoch 32][Batch 409], Speed: 85.267 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 32][Batch 419], Speed: 85.928 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 32][Batch 429], Speed: 83.624 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 32][Batch 439], Speed: 84.735 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.144
[Epoch 32][Batch 449], Speed: 86.348 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.143
[Epoch 32][Batch 459], Speed: 86.865 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.143
[Epoch 32][Batch 469], Speed: 87.468 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.142
[Epoch 32][Batch 479], Speed: 87.439 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.142
[Epoch 32][Batch 489], Speed: 87.312 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.141
[Epoch 32][Batch 499], Speed: 87.301 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.141
[Epoch 32][Batch 509], Speed: 87.179 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 32] Training cost: 195.735, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 33][Batch 9], Speed: 86.350 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.235, HeatmapFocal=2.139
[Epoch 33][Batch 19], Speed: 86.034 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.236, HeatmapFocal=2.139
[Epoch 33][Batch 29], Speed: 85.820 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 33][Batch 39], Speed: 86.132 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.138
[Epoch 33][Batch 49], Speed: 85.707 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.137
[Epoch 33][Batch 59], Speed: 85.902 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 33][Batch 69], Speed: 85.881 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.136
[Epoch 33][Batch 79], Speed: 86.014 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.135
[Epoch 33][Batch 89], Speed: 84.960 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.135
[Epoch 33][Batch 99], Speed: 82.961 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.134
[Epoch 33][Batch 109], Speed: 86.282 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.134
[Epoch 33][Batch 119], Speed: 86.481 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 33][Batch 129], Speed: 85.026 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.133
[Epoch 33][Batch 139], Speed: 85.718 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.132
[Epoch 33][Batch 149], Speed: 84.767 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.132
[Epoch 33][Batch 159], Speed: 85.508 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.131
[Epoch 33][Batch 169], Speed: 85.636 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.130
[Epoch 33][Batch 179], Speed: 86.079 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.130
[Epoch 33][Batch 189], Speed: 85.768 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.129
[Epoch 33][Batch 199], Speed: 85.224 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.129
[Epoch 33][Batch 209], Speed: 85.662 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.128
[Epoch 33][Batch 219], Speed: 86.016 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.128
[Epoch 33][Batch 229], Speed: 85.348 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.127
[Epoch 33][Batch 239], Speed: 85.786 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.127
[Epoch 33][Batch 249], Speed: 85.287 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.126
[Epoch 33][Batch 259], Speed: 85.648 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.126
[Epoch 33][Batch 269], Speed: 86.213 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.125
[Epoch 33][Batch 279], Speed: 86.083 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.125
[Epoch 33][Batch 289], Speed: 84.934 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.124
[Epoch 33][Batch 299], Speed: 86.184 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.124
[Epoch 33][Batch 309], Speed: 85.408 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.123
[Epoch 33][Batch 319], Speed: 86.168 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.123
[Epoch 33][Batch 329], Speed: 85.990 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.122
[Epoch 33][Batch 339], Speed: 85.360 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.122
[Epoch 33][Batch 349], Speed: 86.202 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.121
[Epoch 33][Batch 359], Speed: 86.656 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.121
[Epoch 33][Batch 369], Speed: 86.000 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.120
[Epoch 33][Batch 379], Speed: 86.058 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.120
[Epoch 33][Batch 389], Speed: 86.429 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.119
[Epoch 33][Batch 399], Speed: 85.420 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.119
[Epoch 33][Batch 409], Speed: 86.157 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.118
[Epoch 33][Batch 419], Speed: 85.400 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.118
[Epoch 33][Batch 429], Speed: 85.682 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.117
[Epoch 33][Batch 439], Speed: 86.098 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.117
[Epoch 33][Batch 449], Speed: 86.146 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.116
[Epoch 33][Batch 459], Speed: 86.959 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.116
[Epoch 33][Batch 469], Speed: 87.520 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.115
[Epoch 33][Batch 479], Speed: 87.036 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.115
[Epoch 33][Batch 489], Speed: 87.022 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.114
[Epoch 33][Batch 499], Speed: 86.830 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.114
[Epoch 33][Batch 509], Speed: 87.156 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.113
[Epoch 33] Training cost: 195.553, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.113
[Epoch 34][Batch 9], Speed: 86.228 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.112
[Epoch 34][Batch 19], Speed: 85.174 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.112
[Epoch 34][Batch 29], Speed: 86.303 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.111
[Epoch 34][Batch 39], Speed: 86.080 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 34][Batch 49], Speed: 86.354 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 34][Batch 59], Speed: 86.541 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 34][Batch 69], Speed: 83.453 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.109
[Epoch 34][Batch 79], Speed: 85.955 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 34][Batch 89], Speed: 85.661 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 34][Batch 99], Speed: 86.035 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 34][Batch 109], Speed: 85.889 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 34][Batch 119], Speed: 85.266 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.106
[Epoch 34][Batch 129], Speed: 85.454 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.106
[Epoch 34][Batch 139], Speed: 85.864 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 34][Batch 149], Speed: 85.420 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.105
[Epoch 34][Batch 159], Speed: 85.915 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.104
[Epoch 34][Batch 169], Speed: 85.892 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.104
[Epoch 34][Batch 179], Speed: 86.343 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.239, HeatmapFocal=2.103
[Epoch 34][Batch 189], Speed: 86.136 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.239, HeatmapFocal=2.103
[Epoch 34][Batch 199], Speed: 85.736 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.239, HeatmapFocal=2.102
[Epoch 34][Batch 209], Speed: 86.100 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.101
[Epoch 34][Batch 219], Speed: 86.696 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.239, HeatmapFocal=2.101
[Epoch 34][Batch 229], Speed: 86.314 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.100
[Epoch 34][Batch 239], Speed: 86.323 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.100
[Epoch 34][Batch 249], Speed: 85.769 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.099
[Epoch 34][Batch 259], Speed: 86.185 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.099
[Epoch 34][Batch 269], Speed: 86.279 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.098
[Epoch 34][Batch 279], Speed: 85.968 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.098
[Epoch 34][Batch 289], Speed: 85.750 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.097
[Epoch 34][Batch 299], Speed: 85.627 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.097
[Epoch 34][Batch 309], Speed: 83.672 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.096
[Epoch 34][Batch 319], Speed: 85.596 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.096
[Epoch 34][Batch 329], Speed: 86.850 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.095
[Epoch 34][Batch 339], Speed: 86.126 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.095
[Epoch 34][Batch 349], Speed: 84.867 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.094
[Epoch 34][Batch 359], Speed: 86.331 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.094
[Epoch 34][Batch 369], Speed: 85.997 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.093
[Epoch 34][Batch 379], Speed: 83.301 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.093
[Epoch 34][Batch 389], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.092
[Epoch 34][Batch 399], Speed: 86.248 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.092
[Epoch 34][Batch 409], Speed: 86.034 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.091
[Epoch 34][Batch 419], Speed: 84.977 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.091
[Epoch 34][Batch 429], Speed: 82.925 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.091
[Epoch 34][Batch 439], Speed: 85.423 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.090
[Epoch 34][Batch 449], Speed: 86.106 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.090
[Epoch 34][Batch 459], Speed: 87.559 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.089
[Epoch 34][Batch 469], Speed: 87.375 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.089
[Epoch 34][Batch 479], Speed: 87.373 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.088
[Epoch 34][Batch 489], Speed: 86.560 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.088
[Epoch 34][Batch 499], Speed: 87.169 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.087
[Epoch 34][Batch 509], Speed: 87.274 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.087
[Epoch 34] Training cost: 195.760, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.086
[Epoch 35][Batch 9], Speed: 85.994 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.241, HeatmapFocal=2.086
[Epoch 35][Batch 19], Speed: 85.721 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.085
[Epoch 35][Batch 29], Speed: 85.338 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.085
[Epoch 35][Batch 39], Speed: 86.029 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.084
[Epoch 35][Batch 49], Speed: 85.510 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.084
[Epoch 35][Batch 59], Speed: 86.199 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.083
[Epoch 35][Batch 69], Speed: 85.929 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.083
[Epoch 35][Batch 79], Speed: 85.789 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.082
[Epoch 35][Batch 89], Speed: 86.428 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.082
[Epoch 35][Batch 99], Speed: 86.106 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.081
[Epoch 35][Batch 109], Speed: 86.475 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.081
[Epoch 35][Batch 119], Speed: 86.413 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.080
[Epoch 35][Batch 129], Speed: 85.611 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.080
[Epoch 35][Batch 139], Speed: 86.041 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.079
[Epoch 35][Batch 149], Speed: 86.082 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.079
[Epoch 35][Batch 159], Speed: 85.134 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.078
[Epoch 35][Batch 169], Speed: 86.271 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.078
[Epoch 35][Batch 179], Speed: 85.297 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.077
[Epoch 35][Batch 189], Speed: 86.308 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.077
[Epoch 35][Batch 199], Speed: 85.500 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 35][Batch 209], Speed: 86.275 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 35][Batch 219], Speed: 85.888 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.075
[Epoch 35][Batch 229], Speed: 86.102 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.075
[Epoch 35][Batch 239], Speed: 85.716 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 35][Batch 249], Speed: 85.759 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 35][Batch 259], Speed: 85.623 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.073
[Epoch 35][Batch 269], Speed: 85.583 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.073
[Epoch 35][Batch 279], Speed: 85.781 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 35][Batch 289], Speed: 86.286 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 35][Batch 299], Speed: 85.819 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 35][Batch 309], Speed: 85.570 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 35][Batch 319], Speed: 85.449 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 35][Batch 329], Speed: 85.696 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.070
[Epoch 35][Batch 339], Speed: 85.944 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.070
[Epoch 35][Batch 349], Speed: 85.738 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.069
[Epoch 35][Batch 359], Speed: 86.361 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.069
[Epoch 35][Batch 369], Speed: 86.093 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.068
[Epoch 35][Batch 379], Speed: 85.229 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.068
[Epoch 35][Batch 389], Speed: 86.332 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.067
[Epoch 35][Batch 399], Speed: 85.955 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.067
[Epoch 35][Batch 409], Speed: 86.020 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.066
[Epoch 35][Batch 419], Speed: 86.157 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.066
[Epoch 35][Batch 429], Speed: 85.875 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 35][Batch 439], Speed: 85.641 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 35][Batch 449], Speed: 86.376 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 35][Batch 459], Speed: 87.389 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.064
[Epoch 35][Batch 469], Speed: 87.531 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.064
[Epoch 35][Batch 479], Speed: 87.182 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.063
[Epoch 35][Batch 489], Speed: 87.023 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.063
[Epoch 35][Batch 499], Speed: 87.344 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.062
[Epoch 35][Batch 509], Speed: 87.331 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.062
[Epoch 35] Training cost: 195.609, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.061
[Epoch 35] Validation: 
aeroplane=0.7120682238722069
bicycle=0.7403855512573541
bird=0.7174162980746854
boat=0.4971907243080793
bottle=0.5847617689718103
bus=0.7704240080464155
car=0.8030882453699377
cat=0.7995570186408429
chair=0.542938671684389
cow=0.7766166180684092
diningtable=0.6427132356091138
dog=0.7813705902912905
horse=0.8107644026440513
motorbike=0.8110820139629311
person=0.7674085604893565
pottedplant=0.4657567083201816
sheep=0.7323799986045617
sofa=0.6640761390360715
train=0.8035819139962379
tvmonitor=0.7493425967284341
mAP=0.7086461643988181
[Epoch 36][Batch 9], Speed: 85.716 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.061
[Epoch 36][Batch 19], Speed: 86.023 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.060
[Epoch 36][Batch 29], Speed: 85.813 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.060
[Epoch 36][Batch 39], Speed: 85.735 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.060
[Epoch 36][Batch 49], Speed: 85.895 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.059
[Epoch 36][Batch 59], Speed: 85.853 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.059
[Epoch 36][Batch 69], Speed: 85.433 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.058
[Epoch 36][Batch 79], Speed: 86.069 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.057
[Epoch 36][Batch 89], Speed: 85.224 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.057
[Epoch 36][Batch 99], Speed: 85.870 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.057
[Epoch 36][Batch 109], Speed: 86.311 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.056
[Epoch 36][Batch 119], Speed: 85.359 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.056
[Epoch 36][Batch 129], Speed: 85.361 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.055
[Epoch 36][Batch 139], Speed: 84.536 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.055
[Epoch 36][Batch 149], Speed: 85.798 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.054
[Epoch 36][Batch 159], Speed: 86.451 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.054
[Epoch 36][Batch 169], Speed: 84.983 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.053
[Epoch 36][Batch 179], Speed: 85.871 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.053
[Epoch 36][Batch 189], Speed: 85.238 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.238, HeatmapFocal=2.052
[Epoch 36][Batch 199], Speed: 86.151 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.238, HeatmapFocal=2.052
[Epoch 36][Batch 209], Speed: 86.443 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.051
[Epoch 36][Batch 219], Speed: 86.353 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.051
[Epoch 36][Batch 229], Speed: 85.227 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.050
[Epoch 36][Batch 239], Speed: 85.292 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.050
[Epoch 36][Batch 249], Speed: 86.016 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.050
[Epoch 36][Batch 259], Speed: 85.631 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.049
[Epoch 36][Batch 269], Speed: 86.308 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.049
[Epoch 36][Batch 279], Speed: 85.917 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.048
[Epoch 36][Batch 289], Speed: 83.637 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.048
[Epoch 36][Batch 299], Speed: 86.538 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.047
[Epoch 36][Batch 309], Speed: 85.811 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.047
[Epoch 36][Batch 319], Speed: 85.387 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.046
[Epoch 36][Batch 329], Speed: 85.903 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.046
[Epoch 36][Batch 339], Speed: 85.899 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.046
[Epoch 36][Batch 349], Speed: 86.507 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.045
[Epoch 36][Batch 359], Speed: 84.820 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.045
[Epoch 36][Batch 369], Speed: 85.840 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.044
[Epoch 36][Batch 379], Speed: 85.565 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.044
[Epoch 36][Batch 389], Speed: 82.409 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.043
[Epoch 36][Batch 399], Speed: 84.478 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.043
[Epoch 36][Batch 409], Speed: 85.869 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 36][Batch 419], Speed: 82.458 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 36][Batch 429], Speed: 85.969 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.041
[Epoch 36][Batch 439], Speed: 86.569 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.041
[Epoch 36][Batch 449], Speed: 86.083 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.040
[Epoch 36][Batch 459], Speed: 87.229 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.040
[Epoch 36][Batch 469], Speed: 87.433 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.040
[Epoch 36][Batch 479], Speed: 87.102 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.039
[Epoch 36][Batch 489], Speed: 86.886 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.039
[Epoch 36][Batch 499], Speed: 87.332 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 36][Batch 509], Speed: 87.740 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 36] Training cost: 196.086, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 37][Batch 9], Speed: 86.189 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.037
[Epoch 37][Batch 19], Speed: 85.794 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.240, HeatmapFocal=2.037
[Epoch 37][Batch 29], Speed: 85.893 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.036
[Epoch 37][Batch 39], Speed: 85.839 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.036
[Epoch 37][Batch 49], Speed: 85.878 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.035
[Epoch 37][Batch 59], Speed: 85.773 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.239, HeatmapFocal=2.035
[Epoch 37][Batch 69], Speed: 85.389 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.239, HeatmapFocal=2.034
[Epoch 37][Batch 79], Speed: 85.388 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.239, HeatmapFocal=2.034
[Epoch 37][Batch 89], Speed: 85.718 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.239, HeatmapFocal=2.033
[Epoch 37][Batch 99], Speed: 86.690 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.033
[Epoch 37][Batch 109], Speed: 85.580 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.239, HeatmapFocal=2.033
[Epoch 37][Batch 119], Speed: 85.171 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.032
[Epoch 37][Batch 129], Speed: 85.902 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.032
[Epoch 37][Batch 139], Speed: 85.820 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.031
[Epoch 37][Batch 149], Speed: 85.830 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.031
[Epoch 37][Batch 159], Speed: 86.015 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.030
[Epoch 37][Batch 169], Speed: 84.491 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.030
[Epoch 37][Batch 179], Speed: 85.914 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.029
[Epoch 37][Batch 189], Speed: 86.351 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.029
[Epoch 37][Batch 199], Speed: 85.996 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.028
[Epoch 37][Batch 209], Speed: 85.967 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.028
[Epoch 37][Batch 219], Speed: 83.857 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.028
[Epoch 37][Batch 229], Speed: 86.406 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.027
[Epoch 37][Batch 239], Speed: 86.062 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.027
[Epoch 37][Batch 249], Speed: 85.132 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.026
[Epoch 37][Batch 259], Speed: 85.548 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.026
[Epoch 37][Batch 269], Speed: 86.447 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.025
[Epoch 37][Batch 279], Speed: 86.263 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.025
[Epoch 37][Batch 289], Speed: 86.246 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.025
[Epoch 37][Batch 299], Speed: 85.760 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.024
[Epoch 37][Batch 309], Speed: 85.505 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.024
[Epoch 37][Batch 319], Speed: 85.817 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.023
[Epoch 37][Batch 329], Speed: 85.633 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.023
[Epoch 37][Batch 339], Speed: 86.538 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.022
[Epoch 37][Batch 349], Speed: 86.834 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.022
[Epoch 37][Batch 359], Speed: 86.047 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.021
[Epoch 37][Batch 369], Speed: 84.833 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.021
[Epoch 37][Batch 379], Speed: 85.549 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.021
[Epoch 37][Batch 389], Speed: 85.879 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.020
[Epoch 37][Batch 399], Speed: 86.371 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.020
[Epoch 37][Batch 409], Speed: 83.805 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.019
[Epoch 37][Batch 419], Speed: 83.934 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.019
[Epoch 37][Batch 429], Speed: 86.080 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.018
[Epoch 37][Batch 439], Speed: 85.830 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.018
[Epoch 37][Batch 449], Speed: 85.351 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.018
[Epoch 37][Batch 459], Speed: 87.463 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.017
[Epoch 37][Batch 469], Speed: 87.561 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.017
[Epoch 37][Batch 479], Speed: 87.306 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.016
[Epoch 37][Batch 489], Speed: 87.261 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.016
[Epoch 37][Batch 499], Speed: 87.311 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 37][Batch 509], Speed: 87.455 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 37] Training cost: 195.386, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 38][Batch 9], Speed: 85.929 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.231, HeatmapFocal=2.014
[Epoch 38][Batch 19], Speed: 86.179 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.014
[Epoch 38][Batch 29], Speed: 85.931 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.013
[Epoch 38][Batch 39], Speed: 86.334 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 38][Batch 49], Speed: 84.205 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.012
[Epoch 38][Batch 59], Speed: 86.648 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.012
[Epoch 38][Batch 69], Speed: 85.959 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.012
[Epoch 38][Batch 79], Speed: 85.974 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.011
[Epoch 38][Batch 89], Speed: 86.230 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.011
[Epoch 38][Batch 99], Speed: 86.119 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.010
[Epoch 38][Batch 109], Speed: 85.901 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.010
[Epoch 38][Batch 119], Speed: 85.930 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.009
[Epoch 38][Batch 129], Speed: 84.985 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 38][Batch 139], Speed: 85.972 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.008
[Epoch 38][Batch 149], Speed: 86.482 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.008
[Epoch 38][Batch 159], Speed: 86.657 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 38][Batch 169], Speed: 86.153 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 38][Batch 179], Speed: 86.286 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 38][Batch 189], Speed: 85.635 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 38][Batch 199], Speed: 86.059 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 38][Batch 209], Speed: 86.605 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 38][Batch 219], Speed: 85.506 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 38][Batch 229], Speed: 85.995 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 38][Batch 239], Speed: 86.315 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 38][Batch 249], Speed: 85.516 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 38][Batch 259], Speed: 85.931 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 38][Batch 269], Speed: 84.930 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 38][Batch 279], Speed: 85.852 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 38][Batch 289], Speed: 85.993 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 38][Batch 299], Speed: 85.907 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 38][Batch 309], Speed: 86.258 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 38][Batch 319], Speed: 86.184 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 38][Batch 329], Speed: 85.995 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.000
[Epoch 38][Batch 339], Speed: 85.876 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.000
[Epoch 38][Batch 349], Speed: 86.089 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 38][Batch 359], Speed: 86.343 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 38][Batch 369], Speed: 86.253 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 38][Batch 379], Speed: 86.319 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.998
[Epoch 38][Batch 389], Speed: 86.545 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.998
[Epoch 38][Batch 399], Speed: 85.729 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.997
[Epoch 38][Batch 409], Speed: 85.588 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=1.997
[Epoch 38][Batch 419], Speed: 86.299 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.996
[Epoch 38][Batch 429], Speed: 86.274 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.996
[Epoch 38][Batch 439], Speed: 86.517 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.996
[Epoch 38][Batch 449], Speed: 86.422 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.995
[Epoch 38][Batch 459], Speed: 87.267 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.995
[Epoch 38][Batch 469], Speed: 87.252 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.994
[Epoch 38][Batch 479], Speed: 87.354 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=1.994
[Epoch 38][Batch 489], Speed: 87.092 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=1.993
[Epoch 38][Batch 499], Speed: 87.427 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.993
[Epoch 38][Batch 509], Speed: 87.595 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.993
[Epoch 38] Training cost: 195.293, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.992
[Epoch 39][Batch 9], Speed: 86.266 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.242, HeatmapFocal=1.992
[Epoch 39][Batch 19], Speed: 86.030 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=1.991
[Epoch 39][Batch 29], Speed: 86.304 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=1.991
[Epoch 39][Batch 39], Speed: 85.713 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.239, HeatmapFocal=1.991
[Epoch 39][Batch 49], Speed: 86.392 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.239, HeatmapFocal=1.990
[Epoch 39][Batch 59], Speed: 84.253 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=1.990
[Epoch 39][Batch 69], Speed: 84.164 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.989
[Epoch 39][Batch 79], Speed: 86.004 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.989
[Epoch 39][Batch 89], Speed: 84.928 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.236, HeatmapFocal=1.988
[Epoch 39][Batch 99], Speed: 85.561 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=1.988
[Epoch 39][Batch 109], Speed: 86.350 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.988
[Epoch 39][Batch 119], Speed: 86.240 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.987
[Epoch 39][Batch 129], Speed: 85.226 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=1.987
[Epoch 39][Batch 139], Speed: 82.123 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=1.986
[Epoch 39][Batch 149], Speed: 85.400 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.986
[Epoch 39][Batch 159], Speed: 85.400 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.985
[Epoch 39][Batch 169], Speed: 85.971 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.985
[Epoch 39][Batch 179], Speed: 84.867 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.985
[Epoch 39][Batch 189], Speed: 85.543 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.984
[Epoch 39][Batch 199], Speed: 85.504 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.984
[Epoch 39][Batch 209], Speed: 86.353 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.983
[Epoch 39][Batch 219], Speed: 86.626 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.983
[Epoch 39][Batch 229], Speed: 85.729 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.982
[Epoch 39][Batch 239], Speed: 86.353 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.982
[Epoch 39][Batch 249], Speed: 85.793 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.982
[Epoch 39][Batch 259], Speed: 85.864 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.981
[Epoch 39][Batch 269], Speed: 83.592 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.981
[Epoch 39][Batch 279], Speed: 84.532 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 39][Batch 289], Speed: 85.811 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 39][Batch 299], Speed: 86.641 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 39][Batch 309], Speed: 85.823 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.979
[Epoch 39][Batch 319], Speed: 84.181 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.979
[Epoch 39][Batch 329], Speed: 86.398 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.978
[Epoch 39][Batch 339], Speed: 85.114 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.978
[Epoch 39][Batch 349], Speed: 85.918 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.978
[Epoch 39][Batch 359], Speed: 85.573 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.977
[Epoch 39][Batch 369], Speed: 85.611 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.977
[Epoch 39][Batch 379], Speed: 84.849 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.976
[Epoch 39][Batch 389], Speed: 86.056 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.976
[Epoch 39][Batch 399], Speed: 85.648 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.976
[Epoch 39][Batch 409], Speed: 85.194 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.975
[Epoch 39][Batch 419], Speed: 86.348 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.975
[Epoch 39][Batch 429], Speed: 85.896 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.974
[Epoch 39][Batch 439], Speed: 85.976 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.974
[Epoch 39][Batch 449], Speed: 86.028 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.974
[Epoch 39][Batch 459], Speed: 87.438 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.973
[Epoch 39][Batch 469], Speed: 87.687 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.973
[Epoch 39][Batch 479], Speed: 87.465 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.972
[Epoch 39][Batch 489], Speed: 87.423 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.972
[Epoch 39][Batch 499], Speed: 87.226 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.972
[Epoch 39][Batch 509], Speed: 87.660 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.971
[Epoch 39] Training cost: 195.559, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.971
[Epoch 40][Batch 9], Speed: 85.875 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=1.971
[Epoch 40][Batch 19], Speed: 86.206 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=1.970
[Epoch 40][Batch 29], Speed: 86.015 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.970
[Epoch 40][Batch 39], Speed: 86.169 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.969
[Epoch 40][Batch 49], Speed: 85.707 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=1.969
[Epoch 40][Batch 59], Speed: 86.251 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=1.969
[Epoch 40][Batch 69], Speed: 85.996 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=1.968
[Epoch 40][Batch 79], Speed: 86.105 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=1.968
[Epoch 40][Batch 89], Speed: 86.168 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=1.967
[Epoch 40][Batch 99], Speed: 86.252 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=1.967
[Epoch 40][Batch 109], Speed: 86.329 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=1.966
[Epoch 40][Batch 119], Speed: 86.008 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 40][Batch 129], Speed: 86.014 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 40][Batch 139], Speed: 84.008 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.965
[Epoch 40][Batch 149], Speed: 86.529 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.965
[Epoch 40][Batch 159], Speed: 83.586 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.964
[Epoch 40][Batch 169], Speed: 85.924 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.964
[Epoch 40][Batch 179], Speed: 86.447 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.964
[Epoch 40][Batch 189], Speed: 85.930 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.963
[Epoch 40][Batch 199], Speed: 85.973 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.963
[Epoch 40][Batch 209], Speed: 85.299 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.962
[Epoch 40][Batch 219], Speed: 86.778 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.962
[Epoch 40][Batch 229], Speed: 86.206 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.962
[Epoch 40][Batch 239], Speed: 85.929 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.961
[Epoch 40][Batch 249], Speed: 86.272 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=1.961
[Epoch 40][Batch 259], Speed: 86.199 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.960
[Epoch 40][Batch 269], Speed: 86.071 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.960
[Epoch 40][Batch 279], Speed: 86.018 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.960
[Epoch 40][Batch 289], Speed: 86.157 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.959
[Epoch 40][Batch 299], Speed: 84.619 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=1.959
[Epoch 40][Batch 309], Speed: 85.656 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=1.958
[Epoch 40][Batch 319], Speed: 85.937 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=1.958
[Epoch 40][Batch 329], Speed: 85.225 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.238, HeatmapFocal=1.958
[Epoch 40][Batch 339], Speed: 85.815 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=1.957
[Epoch 40][Batch 349], Speed: 86.422 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=1.957
[Epoch 40][Batch 359], Speed: 85.550 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=1.956
[Epoch 40][Batch 369], Speed: 86.052 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=1.956
[Epoch 40][Batch 379], Speed: 85.679 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=1.956
[Epoch 40][Batch 389], Speed: 85.774 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=1.955
[Epoch 40][Batch 399], Speed: 85.859 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=1.955
[Epoch 40][Batch 409], Speed: 85.753 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.954
[Epoch 40][Batch 419], Speed: 84.656 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.954
[Epoch 40][Batch 429], Speed: 86.199 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.954
[Epoch 40][Batch 439], Speed: 86.087 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.953
[Epoch 40][Batch 449], Speed: 86.008 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.953
[Epoch 40][Batch 459], Speed: 87.802 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.953
[Epoch 40][Batch 469], Speed: 87.737 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.952
[Epoch 40][Batch 479], Speed: 87.036 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.952
[Epoch 40][Batch 489], Speed: 87.062 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.951
[Epoch 40][Batch 499], Speed: 87.424 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.951
[Epoch 40][Batch 509], Speed: 87.790 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.951
[Epoch 40] Training cost: 195.716, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.950
[Epoch 40] Validation: 
aeroplane=0.7262498677466415
bicycle=0.7286412283054241
bird=0.7408208266160352
boat=0.5593180487845035
bottle=0.6125786058747217
bus=0.8370691817080309
car=0.833918184457602
cat=0.7429120011954504
chair=0.6174240070280066
cow=0.827365393866746
diningtable=0.582621929851649
dog=0.8116327544728698
horse=0.6957382528824361
motorbike=0.6972931211834216
person=0.7797562815698078
pottedplant=0.46345721388899014
sheep=0.7253619348766162
sofa=0.679996108402854
train=0.823045588505911
tvmonitor=0.7802590648814066
mAP=0.7132729798049562
[Epoch 41][Batch 9], Speed: 85.121 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=1.950
[Epoch 41][Batch 19], Speed: 85.546 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=1.950
[Epoch 41][Batch 29], Speed: 84.898 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.949
[Epoch 41][Batch 39], Speed: 85.610 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=1.949
[Epoch 41][Batch 49], Speed: 85.941 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=1.948
[Epoch 41][Batch 59], Speed: 86.111 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=1.948
[Epoch 41][Batch 69], Speed: 85.969 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.235, HeatmapFocal=1.948
[Epoch 41][Batch 79], Speed: 86.082 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=1.947
[Epoch 41][Batch 89], Speed: 85.233 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=1.947
[Epoch 41][Batch 99], Speed: 86.040 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=1.946
[Epoch 41][Batch 109], Speed: 86.526 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.946
[Epoch 41][Batch 119], Speed: 85.947 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.945
[Epoch 41][Batch 129], Speed: 85.244 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.945
[Epoch 41][Batch 139], Speed: 86.432 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=1.945
[Epoch 41][Batch 149], Speed: 86.058 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=1.944
[Epoch 41][Batch 159], Speed: 85.986 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.944
[Epoch 41][Batch 169], Speed: 85.450 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.943
[Epoch 41][Batch 179], Speed: 86.082 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.943
[Epoch 41][Batch 189], Speed: 83.884 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=1.943
[Epoch 41][Batch 199], Speed: 85.630 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.942
[Epoch 41][Batch 209], Speed: 85.718 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.942
[Epoch 41][Batch 219], Speed: 85.626 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.941
[Epoch 41][Batch 229], Speed: 86.468 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.941
[Epoch 41][Batch 239], Speed: 85.097 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.941
[Epoch 41][Batch 249], Speed: 85.921 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.940
[Epoch 41][Batch 259], Speed: 85.841 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.940
[Epoch 41][Batch 269], Speed: 84.488 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.940
[Epoch 41][Batch 279], Speed: 85.858 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.939
[Epoch 41][Batch 289], Speed: 85.164 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.939
[Epoch 41][Batch 299], Speed: 85.743 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.938
[Epoch 41][Batch 309], Speed: 85.797 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.938
[Epoch 41][Batch 319], Speed: 86.234 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.938
[Epoch 41][Batch 329], Speed: 86.231 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.937
[Epoch 41][Batch 339], Speed: 85.962 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.937
[Epoch 41][Batch 349], Speed: 86.852 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.936
[Epoch 41][Batch 359], Speed: 85.934 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.936
[Epoch 41][Batch 369], Speed: 86.505 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.936
[Epoch 41][Batch 379], Speed: 86.476 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.935
[Epoch 41][Batch 389], Speed: 86.205 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.935
[Epoch 41][Batch 399], Speed: 86.092 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.935
[Epoch 41][Batch 409], Speed: 86.120 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.934
[Epoch 41][Batch 419], Speed: 86.566 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.934
[Epoch 41][Batch 429], Speed: 85.848 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.933
[Epoch 41][Batch 439], Speed: 85.925 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.933
[Epoch 41][Batch 449], Speed: 86.046 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.933
[Epoch 41][Batch 459], Speed: 87.358 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.932
[Epoch 41][Batch 469], Speed: 87.542 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.932
[Epoch 41][Batch 479], Speed: 86.883 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.931
[Epoch 41][Batch 489], Speed: 87.072 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.931
[Epoch 41][Batch 499], Speed: 87.690 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.931
[Epoch 41][Batch 509], Speed: 87.433 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.930
[Epoch 41] Training cost: 195.830, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=1.930
[Epoch 42][Batch 9], Speed: 86.365 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.239, HeatmapFocal=1.930
[Epoch 42][Batch 19], Speed: 86.357 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=1.929
[Epoch 42][Batch 29], Speed: 85.986 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.929
[Epoch 42][Batch 39], Speed: 84.164 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.928
[Epoch 42][Batch 49], Speed: 86.523 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.928
[Epoch 42][Batch 59], Speed: 86.682 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.237, HeatmapFocal=1.928
[Epoch 42][Batch 69], Speed: 86.183 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.238, HeatmapFocal=1.927
[Epoch 42][Batch 79], Speed: 84.794 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=1.927
[Epoch 42][Batch 89], Speed: 84.644 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=1.927
[Epoch 42][Batch 99], Speed: 86.404 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=1.926
[Epoch 42][Batch 109], Speed: 86.021 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=1.926
[Epoch 42][Batch 119], Speed: 86.745 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=1.926
[Epoch 42][Batch 129], Speed: 85.331 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=1.925
[Epoch 42][Batch 139], Speed: 86.056 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=1.925
[Epoch 42][Batch 149], Speed: 86.549 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=1.925
[Epoch 42][Batch 159], Speed: 86.183 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=1.924
[Epoch 42][Batch 169], Speed: 86.139 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=1.924
[Epoch 42][Batch 179], Speed: 84.389 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.923
[Epoch 42][Batch 189], Speed: 85.908 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.923
[Epoch 42][Batch 199], Speed: 85.797 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.923
[Epoch 42][Batch 209], Speed: 86.243 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.922
[Epoch 42][Batch 219], Speed: 86.849 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.922
[Epoch 42][Batch 229], Speed: 86.603 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=1.922
[Epoch 42][Batch 239], Speed: 86.160 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=1.921
[Epoch 42][Batch 249], Speed: 86.164 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=1.921
[Epoch 42][Batch 259], Speed: 85.962 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=1.920
[Epoch 42][Batch 269], Speed: 86.803 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.920
[Epoch 42][Batch 279], Speed: 85.488 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.920
[Epoch 42][Batch 289], Speed: 85.532 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.919
[Epoch 42][Batch 299], Speed: 84.940 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.919
[Epoch 42][Batch 309], Speed: 85.380 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.919
[Epoch 42][Batch 319], Speed: 85.612 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.918
[Epoch 42][Batch 329], Speed: 85.875 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.918
[Epoch 42][Batch 339], Speed: 86.532 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.917
[Epoch 42][Batch 349], Speed: 85.401 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=1.917
[Epoch 42][Batch 359], Speed: 86.055 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.917
[Epoch 42][Batch 369], Speed: 86.439 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.916
[Epoch 42][Batch 379], Speed: 85.709 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=1.916
[Epoch 42][Batch 389], Speed: 85.623 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.916
[Epoch 42][Batch 399], Speed: 86.469 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.915
[Epoch 42][Batch 409], Speed: 85.758 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.915
[Epoch 42][Batch 419], Speed: 85.679 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.915
[Epoch 42][Batch 429], Speed: 86.386 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=1.914
[Epoch 42][Batch 439], Speed: 85.480 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=1.914
[Epoch 42][Batch 449], Speed: 85.429 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=1.913
[Epoch 42][Batch 459], Speed: 87.170 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.913
[Epoch 42][Batch 469], Speed: 87.764 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=1.913
[Epoch 42][Batch 479], Speed: 87.175 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 42][Batch 489], Speed: 87.321 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 42][Batch 499], Speed: 87.462 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 42][Batch 509], Speed: 87.392 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 42] Training cost: 195.412, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 43][Batch 9], Speed: 86.321 samples/sec, LR=0.000125, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.911
[Epoch 43][Batch 19], Speed: 86.256 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.910
[Epoch 43][Batch 29], Speed: 86.315 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=1.910
[Epoch 43][Batch 39], Speed: 86.537 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=1.909
[Epoch 43][Batch 49], Speed: 86.436 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.237, HeatmapFocal=1.909
[Epoch 43][Batch 59], Speed: 85.940 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.236, HeatmapFocal=1.909
[Epoch 43][Batch 69], Speed: 86.532 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.237, HeatmapFocal=1.908
[Epoch 43][Batch 79], Speed: 83.379 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=1.908
[Epoch 43][Batch 89], Speed: 85.606 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.908
[Epoch 43][Batch 99], Speed: 86.208 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.907
[Epoch 43][Batch 109], Speed: 86.291 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.907
[Epoch 43][Batch 119], Speed: 85.453 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.907
[Epoch 43][Batch 129], Speed: 86.423 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=1.906
[Epoch 43][Batch 139], Speed: 86.305 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.906
[Epoch 43][Batch 149], Speed: 82.852 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.906
[Epoch 43][Batch 159], Speed: 86.248 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.905
[Epoch 43][Batch 169], Speed: 86.133 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=1.905
[Epoch 43][Batch 179], Speed: 84.704 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.904
[Epoch 43][Batch 189], Speed: 86.200 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.904
[Epoch 43][Batch 199], Speed: 86.039 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.904
[Epoch 43][Batch 209], Speed: 86.101 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.903
[Epoch 43][Batch 219], Speed: 86.196 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.903
[Epoch 43][Batch 229], Speed: 86.395 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.903
[Epoch 43][Batch 239], Speed: 86.558 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.902
[Epoch 43][Batch 249], Speed: 86.263 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.902
[Epoch 43][Batch 259], Speed: 85.611 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.902
[Epoch 43][Batch 269], Speed: 85.203 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 43][Batch 279], Speed: 86.236 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 43][Batch 289], Speed: 86.073 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=1.900
[Epoch 43][Batch 299], Speed: 85.876 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.900
[Epoch 43][Batch 309], Speed: 85.385 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.900
[Epoch 43][Batch 319], Speed: 86.017 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.899
[Epoch 43][Batch 329], Speed: 86.745 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.899
[Epoch 43][Batch 339], Speed: 86.146 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.899
[Epoch 43][Batch 349], Speed: 85.921 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 43][Batch 359], Speed: 85.563 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 43][Batch 369], Speed: 85.921 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 43][Batch 379], Speed: 86.108 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 43][Batch 389], Speed: 86.172 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 43][Batch 399], Speed: 86.259 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 43][Batch 409], Speed: 85.830 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 43][Batch 419], Speed: 85.557 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.896
[Epoch 43][Batch 429], Speed: 86.399 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 43][Batch 439], Speed: 86.431 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 43][Batch 449], Speed: 86.248 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 43][Batch 459], Speed: 87.468 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 43][Batch 469], Speed: 87.696 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 43][Batch 479], Speed: 87.517 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 43][Batch 489], Speed: 87.593 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 43][Batch 499], Speed: 87.448 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 43][Batch 509], Speed: 87.602 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 43] Training cost: 195.219, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 44][Batch 9], Speed: 86.214 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 44][Batch 19], Speed: 84.948 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.237, HeatmapFocal=1.892
[Epoch 44][Batch 29], Speed: 86.435 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.237, HeatmapFocal=1.891
[Epoch 44][Batch 39], Speed: 86.030 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.237, HeatmapFocal=1.891
[Epoch 44][Batch 49], Speed: 86.447 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.237, HeatmapFocal=1.891
[Epoch 44][Batch 59], Speed: 84.478 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.890
[Epoch 44][Batch 69], Speed: 86.124 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.237, HeatmapFocal=1.890
[Epoch 44][Batch 79], Speed: 79.924 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.237, HeatmapFocal=1.890
[Epoch 44][Batch 89], Speed: 83.661 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.889
[Epoch 44][Batch 99], Speed: 86.116 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.237, HeatmapFocal=1.889
[Epoch 44][Batch 109], Speed: 86.173 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.889
[Epoch 44][Batch 119], Speed: 86.542 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=1.888
[Epoch 44][Batch 129], Speed: 86.520 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=1.888
[Epoch 44][Batch 139], Speed: 85.714 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.887
[Epoch 44][Batch 149], Speed: 86.169 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.887
[Epoch 44][Batch 159], Speed: 86.372 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.887
[Epoch 44][Batch 169], Speed: 86.153 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.886
[Epoch 44][Batch 179], Speed: 85.577 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.886
[Epoch 44][Batch 189], Speed: 85.143 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.886
[Epoch 44][Batch 199], Speed: 85.962 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.885
[Epoch 44][Batch 209], Speed: 86.240 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.885
[Epoch 44][Batch 219], Speed: 85.815 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.885
[Epoch 44][Batch 229], Speed: 84.440 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.884
[Epoch 44][Batch 239], Speed: 85.969 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.884
[Epoch 44][Batch 249], Speed: 85.468 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.884
[Epoch 44][Batch 259], Speed: 86.164 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.883
[Epoch 44][Batch 269], Speed: 86.133 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.883
[Epoch 44][Batch 279], Speed: 85.911 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.882
[Epoch 44][Batch 289], Speed: 86.071 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.882
[Epoch 44][Batch 299], Speed: 86.539 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.882
[Epoch 44][Batch 309], Speed: 85.589 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.881
[Epoch 44][Batch 319], Speed: 86.230 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.881
[Epoch 44][Batch 329], Speed: 85.485 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.881
[Epoch 44][Batch 339], Speed: 86.602 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.880
[Epoch 44][Batch 349], Speed: 86.047 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.880
[Epoch 44][Batch 359], Speed: 86.029 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.237, HeatmapFocal=1.880
[Epoch 44][Batch 369], Speed: 86.253 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.237, HeatmapFocal=1.879
[Epoch 44][Batch 379], Speed: 85.955 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.237, HeatmapFocal=1.879
[Epoch 44][Batch 389], Speed: 86.382 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.237, HeatmapFocal=1.879
[Epoch 44][Batch 399], Speed: 85.938 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.237, HeatmapFocal=1.878
[Epoch 44][Batch 409], Speed: 86.149 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.237, HeatmapFocal=1.878
[Epoch 44][Batch 419], Speed: 86.147 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.877
[Epoch 44][Batch 429], Speed: 85.836 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.877
[Epoch 44][Batch 439], Speed: 84.813 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.877
[Epoch 44][Batch 449], Speed: 86.095 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.876
[Epoch 44][Batch 459], Speed: 87.237 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.876
[Epoch 44][Batch 469], Speed: 87.522 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.876
[Epoch 44][Batch 479], Speed: 87.135 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.875
[Epoch 44][Batch 489], Speed: 87.483 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.875
[Epoch 44][Batch 499], Speed: 87.425 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.875
[Epoch 44][Batch 509], Speed: 87.442 samples/sec, LR=1.25e-05, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.874
[Epoch 44] Training cost: 195.563, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=1.874
[Epoch 45][Batch 9], Speed: 86.142 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.239, HeatmapFocal=1.874
[Epoch 45][Batch 19], Speed: 85.761 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.238, HeatmapFocal=1.873
[Epoch 45][Batch 29], Speed: 85.378 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.237, HeatmapFocal=1.873
[Epoch 45][Batch 39], Speed: 84.541 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=1.873
[Epoch 45][Batch 49], Speed: 86.144 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=1.872
[Epoch 45][Batch 59], Speed: 86.158 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 45][Batch 69], Speed: 84.764 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 45][Batch 79], Speed: 85.970 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 45][Batch 89], Speed: 85.893 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 45][Batch 99], Speed: 85.903 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 45][Batch 109], Speed: 84.621 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 45][Batch 119], Speed: 85.957 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 45][Batch 129], Speed: 85.563 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 45][Batch 139], Speed: 85.184 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 45][Batch 149], Speed: 85.914 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.868
[Epoch 45][Batch 159], Speed: 84.835 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.234, HeatmapFocal=1.868
[Epoch 45][Batch 169], Speed: 86.434 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.234, HeatmapFocal=1.868
[Epoch 45][Batch 179], Speed: 84.808 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.867
[Epoch 45][Batch 189], Speed: 86.213 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.867
[Epoch 45][Batch 199], Speed: 85.841 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.866
[Epoch 45][Batch 209], Speed: 85.285 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.234, HeatmapFocal=1.866
[Epoch 45][Batch 219], Speed: 85.975 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.866
[Epoch 45][Batch 229], Speed: 85.967 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.234, HeatmapFocal=1.865
[Epoch 45][Batch 239], Speed: 86.019 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.865
[Epoch 45][Batch 249], Speed: 85.817 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 45][Batch 259], Speed: 86.156 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 45][Batch 269], Speed: 86.075 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 45][Batch 279], Speed: 85.284 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 45][Batch 289], Speed: 86.145 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 45][Batch 299], Speed: 85.525 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.862
[Epoch 45][Batch 309], Speed: 86.163 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 45][Batch 319], Speed: 83.643 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.862
[Epoch 45][Batch 329], Speed: 86.457 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.861
[Epoch 45][Batch 339], Speed: 85.662 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.861
[Epoch 45][Batch 349], Speed: 86.116 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.860
[Epoch 45][Batch 359], Speed: 86.024 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.860
[Epoch 45][Batch 369], Speed: 86.030 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.860
[Epoch 45][Batch 379], Speed: 86.135 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 45][Batch 389], Speed: 86.475 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 45][Batch 399], Speed: 84.544 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 45][Batch 409], Speed: 86.390 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 45][Batch 419], Speed: 84.969 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 45][Batch 429], Speed: 85.070 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 45][Batch 439], Speed: 86.535 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 45][Batch 449], Speed: 86.763 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 45][Batch 459], Speed: 86.129 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 45][Batch 469], Speed: 87.268 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 45][Batch 479], Speed: 86.045 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 45][Batch 489], Speed: 87.196 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 45][Batch 499], Speed: 86.589 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.854
[Epoch 45][Batch 509], Speed: 87.202 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.854
[Epoch 45] Training cost: 195.927, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.854
[Epoch 45] Validation: 
aeroplane=0.7682258433414771
bicycle=0.8390167999278169
bird=0.7628605843870221
boat=0.6523696724618824
bottle=0.6259106802670963
bus=0.8383124476961149
car=0.854470305871484
cat=0.8330793956786604
chair=0.6250600329338905
cow=0.8298833579719468
diningtable=0.6352959771340423
dog=0.8467129555048879
horse=0.8653637537077268
motorbike=0.831844073360683
person=0.7847555729692522
pottedplant=0.5136977570962405
sheep=0.8459905213269009
sofa=0.7439500432041101
train=0.8489421223034668
tvmonitor=0.7706945270744632
mAP=0.7658218212109582
[Epoch 46][Batch 9], Speed: 85.809 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.853
[Epoch 46][Batch 19], Speed: 85.364 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 46][Batch 29], Speed: 85.752 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 46][Batch 39], Speed: 85.385 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.852
[Epoch 46][Batch 49], Speed: 85.795 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.233, HeatmapFocal=1.852
[Epoch 46][Batch 59], Speed: 84.654 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.232, HeatmapFocal=1.851
[Epoch 46][Batch 69], Speed: 86.047 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=1.851
[Epoch 46][Batch 79], Speed: 86.039 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.232, HeatmapFocal=1.851
[Epoch 46][Batch 89], Speed: 85.576 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=1.850
[Epoch 46][Batch 99], Speed: 86.679 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=1.850
[Epoch 46][Batch 109], Speed: 85.086 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.849
[Epoch 46][Batch 119], Speed: 86.327 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.849
[Epoch 46][Batch 129], Speed: 85.847 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.849
[Epoch 46][Batch 139], Speed: 85.128 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.848
[Epoch 46][Batch 149], Speed: 86.424 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.848
[Epoch 46][Batch 159], Speed: 85.608 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.847
[Epoch 46][Batch 169], Speed: 86.223 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.847
[Epoch 46][Batch 179], Speed: 86.355 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.847
[Epoch 46][Batch 189], Speed: 86.327 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.846
[Epoch 46][Batch 199], Speed: 85.461 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.846
[Epoch 46][Batch 209], Speed: 86.513 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 46][Batch 219], Speed: 86.541 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 46][Batch 229], Speed: 86.384 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 46][Batch 239], Speed: 86.405 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 46][Batch 249], Speed: 84.858 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 46][Batch 259], Speed: 85.409 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.843
[Epoch 46][Batch 269], Speed: 86.169 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.843
[Epoch 46][Batch 279], Speed: 84.285 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.843
[Epoch 46][Batch 289], Speed: 86.349 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.842
[Epoch 46][Batch 299], Speed: 86.378 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.842
[Epoch 46][Batch 309], Speed: 86.157 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.841
[Epoch 46][Batch 319], Speed: 85.862 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.841
[Epoch 46][Batch 329], Speed: 86.802 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.841
[Epoch 46][Batch 339], Speed: 85.780 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.840
[Epoch 46][Batch 349], Speed: 86.093 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.840
[Epoch 46][Batch 359], Speed: 86.447 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 46][Batch 369], Speed: 86.127 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 46][Batch 379], Speed: 85.525 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 46][Batch 389], Speed: 85.875 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 46][Batch 399], Speed: 83.524 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 46][Batch 409], Speed: 85.806 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 46][Batch 419], Speed: 86.068 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.837
[Epoch 46][Batch 429], Speed: 85.407 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.837
[Epoch 46][Batch 439], Speed: 85.007 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.836
[Epoch 46][Batch 449], Speed: 86.446 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.836
[Epoch 46][Batch 459], Speed: 86.938 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.836
[Epoch 46][Batch 469], Speed: 87.410 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.835
[Epoch 46][Batch 479], Speed: 87.375 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.835
[Epoch 46][Batch 489], Speed: 86.739 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.834
[Epoch 46][Batch 499], Speed: 85.336 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.834
[Epoch 46][Batch 509], Speed: 87.416 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.834
[Epoch 46] Training cost: 195.509, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.833
[Epoch 47][Batch 9], Speed: 86.191 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.833
[Epoch 47][Batch 19], Speed: 84.528 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.230, HeatmapFocal=1.833
[Epoch 47][Batch 29], Speed: 85.723 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.229, HeatmapFocal=1.832
[Epoch 47][Batch 39], Speed: 85.966 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.832
[Epoch 47][Batch 49], Speed: 86.808 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.831
[Epoch 47][Batch 59], Speed: 86.111 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.831
[Epoch 47][Batch 69], Speed: 85.554 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.830
[Epoch 47][Batch 79], Speed: 85.950 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.830
[Epoch 47][Batch 89], Speed: 85.137 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.830
[Epoch 47][Batch 99], Speed: 84.990 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.829
[Epoch 47][Batch 109], Speed: 85.407 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.829
[Epoch 47][Batch 119], Speed: 86.456 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.828
[Epoch 47][Batch 129], Speed: 86.253 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.828
[Epoch 47][Batch 139], Speed: 84.212 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.828
[Epoch 47][Batch 149], Speed: 86.672 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.827
[Epoch 47][Batch 159], Speed: 85.461 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.827
[Epoch 47][Batch 169], Speed: 86.580 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.827
[Epoch 47][Batch 179], Speed: 86.126 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.826
[Epoch 47][Batch 189], Speed: 84.552 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.826
[Epoch 47][Batch 199], Speed: 84.809 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.825
[Epoch 47][Batch 209], Speed: 85.985 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.825
[Epoch 47][Batch 219], Speed: 86.607 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.825
[Epoch 47][Batch 229], Speed: 86.053 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.824
[Epoch 47][Batch 239], Speed: 85.378 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.824
[Epoch 47][Batch 249], Speed: 85.311 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.823
[Epoch 47][Batch 259], Speed: 86.459 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.823
[Epoch 47][Batch 269], Speed: 86.336 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.823
[Epoch 47][Batch 279], Speed: 86.477 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.822
[Epoch 47][Batch 289], Speed: 86.776 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.822
[Epoch 47][Batch 299], Speed: 86.476 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.821
[Epoch 47][Batch 309], Speed: 86.404 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.821
[Epoch 47][Batch 319], Speed: 86.199 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.821
[Epoch 47][Batch 329], Speed: 86.476 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.820
[Epoch 47][Batch 339], Speed: 85.718 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.820
[Epoch 47][Batch 349], Speed: 86.462 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.819
[Epoch 47][Batch 359], Speed: 86.028 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.819
[Epoch 47][Batch 369], Speed: 86.013 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.819
[Epoch 47][Batch 379], Speed: 85.250 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.818
[Epoch 47][Batch 389], Speed: 85.855 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.818
[Epoch 47][Batch 399], Speed: 86.539 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.817
[Epoch 47][Batch 409], Speed: 86.940 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.817
[Epoch 47][Batch 419], Speed: 86.156 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.817
[Epoch 47][Batch 429], Speed: 86.389 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.816
[Epoch 47][Batch 439], Speed: 86.335 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.816
[Epoch 47][Batch 449], Speed: 86.054 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.816
[Epoch 47][Batch 459], Speed: 87.570 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.815
[Epoch 47][Batch 469], Speed: 87.915 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.815
[Epoch 47][Batch 479], Speed: 87.438 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 47][Batch 489], Speed: 86.715 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 47][Batch 499], Speed: 87.079 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.814
[Epoch 47][Batch 509], Speed: 87.081 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.813
[Epoch 47] Training cost: 195.474, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.813
[Epoch 48][Batch 9], Speed: 86.250 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.813
[Epoch 48][Batch 19], Speed: 82.705 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.812
[Epoch 48][Batch 29], Speed: 86.014 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.812
[Epoch 48][Batch 39], Speed: 83.324 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.811
[Epoch 48][Batch 49], Speed: 85.786 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.811
[Epoch 48][Batch 59], Speed: 85.806 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.811
[Epoch 48][Batch 69], Speed: 86.022 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 48][Batch 79], Speed: 84.856 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 48][Batch 89], Speed: 85.011 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 48][Batch 99], Speed: 86.394 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 48][Batch 109], Speed: 86.238 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 48][Batch 119], Speed: 86.224 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.808
[Epoch 48][Batch 129], Speed: 86.766 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.808
[Epoch 48][Batch 139], Speed: 83.908 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.808
[Epoch 48][Batch 149], Speed: 86.594 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.807
[Epoch 48][Batch 159], Speed: 86.813 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.807
[Epoch 48][Batch 169], Speed: 86.169 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.806
[Epoch 48][Batch 179], Speed: 85.942 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.806
[Epoch 48][Batch 189], Speed: 86.216 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.806
[Epoch 48][Batch 199], Speed: 86.727 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.805
[Epoch 48][Batch 209], Speed: 85.739 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.805
[Epoch 48][Batch 219], Speed: 85.429 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.805
[Epoch 48][Batch 229], Speed: 86.581 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.804
[Epoch 48][Batch 239], Speed: 86.074 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.804
[Epoch 48][Batch 249], Speed: 85.394 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.803
[Epoch 48][Batch 259], Speed: 85.955 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.803
[Epoch 48][Batch 269], Speed: 86.266 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.803
[Epoch 48][Batch 279], Speed: 86.300 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.802
[Epoch 48][Batch 289], Speed: 86.308 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.802
[Epoch 48][Batch 299], Speed: 86.206 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.801
[Epoch 48][Batch 309], Speed: 85.370 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.801
[Epoch 48][Batch 319], Speed: 86.292 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.801
[Epoch 48][Batch 329], Speed: 85.828 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.800
[Epoch 48][Batch 339], Speed: 86.296 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.800
[Epoch 48][Batch 349], Speed: 86.311 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.800
[Epoch 48][Batch 359], Speed: 85.393 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.799
[Epoch 48][Batch 369], Speed: 85.749 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.799
[Epoch 48][Batch 379], Speed: 83.751 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.798
[Epoch 48][Batch 389], Speed: 85.676 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.798
[Epoch 48][Batch 399], Speed: 85.818 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.798
[Epoch 48][Batch 409], Speed: 84.802 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.797
[Epoch 48][Batch 419], Speed: 85.591 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.797
[Epoch 48][Batch 429], Speed: 86.244 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.797
[Epoch 48][Batch 439], Speed: 83.789 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.796
[Epoch 48][Batch 449], Speed: 83.429 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.796
[Epoch 48][Batch 459], Speed: 87.422 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.795
[Epoch 48][Batch 469], Speed: 87.835 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.795
[Epoch 48][Batch 479], Speed: 87.002 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.795
[Epoch 48][Batch 489], Speed: 87.484 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.794
[Epoch 48][Batch 499], Speed: 87.553 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.794
[Epoch 48][Batch 509], Speed: 87.532 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.794
[Epoch 48] Training cost: 195.431, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.793
[Epoch 49][Batch 9], Speed: 84.862 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.225, HeatmapFocal=1.793
[Epoch 49][Batch 19], Speed: 85.840 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.793
[Epoch 49][Batch 29], Speed: 85.933 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.792
[Epoch 49][Batch 39], Speed: 86.628 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.792
[Epoch 49][Batch 49], Speed: 86.380 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.791
[Epoch 49][Batch 59], Speed: 86.504 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.791
[Epoch 49][Batch 69], Speed: 85.300 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.791
[Epoch 49][Batch 79], Speed: 86.012 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.790
[Epoch 49][Batch 89], Speed: 86.675 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.790
[Epoch 49][Batch 99], Speed: 86.341 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.790
[Epoch 49][Batch 109], Speed: 86.297 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.789
[Epoch 49][Batch 119], Speed: 85.987 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.789
[Epoch 49][Batch 129], Speed: 85.399 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.789
[Epoch 49][Batch 139], Speed: 86.352 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.788
[Epoch 49][Batch 149], Speed: 85.636 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.788
[Epoch 49][Batch 159], Speed: 86.795 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 49][Batch 169], Speed: 86.062 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 49][Batch 179], Speed: 86.236 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 49][Batch 189], Speed: 86.153 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.786
[Epoch 49][Batch 199], Speed: 84.881 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.786
[Epoch 49][Batch 209], Speed: 86.372 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.786
[Epoch 49][Batch 219], Speed: 86.336 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.785
[Epoch 49][Batch 229], Speed: 86.344 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.785
[Epoch 49][Batch 239], Speed: 85.669 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.784
[Epoch 49][Batch 249], Speed: 85.877 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.784
[Epoch 49][Batch 259], Speed: 85.283 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.784
[Epoch 49][Batch 269], Speed: 85.633 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.783
[Epoch 49][Batch 279], Speed: 86.171 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.783
[Epoch 49][Batch 289], Speed: 85.629 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.783
[Epoch 49][Batch 299], Speed: 86.447 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.782
[Epoch 49][Batch 309], Speed: 85.922 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.782
[Epoch 49][Batch 319], Speed: 85.877 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.782
[Epoch 49][Batch 329], Speed: 86.492 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.781
[Epoch 49][Batch 339], Speed: 86.861 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.781
[Epoch 49][Batch 349], Speed: 86.593 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.780
[Epoch 49][Batch 359], Speed: 86.412 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.780
[Epoch 49][Batch 369], Speed: 85.961 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.780
[Epoch 49][Batch 379], Speed: 86.164 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 49][Batch 389], Speed: 86.003 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 49][Batch 399], Speed: 86.509 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 49][Batch 409], Speed: 86.019 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.778
[Epoch 49][Batch 419], Speed: 85.637 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.778
[Epoch 49][Batch 429], Speed: 84.414 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.777
[Epoch 49][Batch 439], Speed: 86.378 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.777
[Epoch 49][Batch 449], Speed: 85.792 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.777
[Epoch 49][Batch 459], Speed: 87.304 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.776
[Epoch 49][Batch 469], Speed: 87.406 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.776
[Epoch 49][Batch 479], Speed: 87.415 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.776
[Epoch 49][Batch 489], Speed: 87.164 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.775
[Epoch 49][Batch 499], Speed: 87.469 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.775
[Epoch 49][Batch 509], Speed: 87.362 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.775
[Epoch 49] Training cost: 195.307, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.774
[Epoch 50][Batch 9], Speed: 85.406 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.774
[Epoch 50][Batch 19], Speed: 86.334 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.774
[Epoch 50][Batch 29], Speed: 85.429 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.773
[Epoch 50][Batch 39], Speed: 85.867 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.773
[Epoch 50][Batch 49], Speed: 86.107 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.773
[Epoch 50][Batch 59], Speed: 85.258 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.772
[Epoch 50][Batch 69], Speed: 85.745 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.772
[Epoch 50][Batch 79], Speed: 85.609 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.771
[Epoch 50][Batch 89], Speed: 85.826 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.771
[Epoch 50][Batch 99], Speed: 85.640 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.771
[Epoch 50][Batch 109], Speed: 86.062 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 50][Batch 119], Speed: 86.029 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 50][Batch 129], Speed: 86.332 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 50][Batch 139], Speed: 86.680 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.769
[Epoch 50][Batch 149], Speed: 86.179 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.769
[Epoch 50][Batch 159], Speed: 86.201 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.769
[Epoch 50][Batch 169], Speed: 86.093 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.768
[Epoch 50][Batch 179], Speed: 85.342 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.768
[Epoch 50][Batch 189], Speed: 85.265 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.767
[Epoch 50][Batch 199], Speed: 86.387 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.767
[Epoch 50][Batch 209], Speed: 85.055 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.767
[Epoch 50][Batch 219], Speed: 85.681 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.766
[Epoch 50][Batch 229], Speed: 86.455 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.766
[Epoch 50][Batch 239], Speed: 86.457 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.766
[Epoch 50][Batch 249], Speed: 86.242 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.765
[Epoch 50][Batch 259], Speed: 86.608 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.765
[Epoch 50][Batch 269], Speed: 86.273 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.764
[Epoch 50][Batch 279], Speed: 85.860 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.764
[Epoch 50][Batch 289], Speed: 87.066 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.764
[Epoch 50][Batch 299], Speed: 86.028 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.763
[Epoch 50][Batch 309], Speed: 84.491 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.763
[Epoch 50][Batch 319], Speed: 84.308 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.763
[Epoch 50][Batch 329], Speed: 85.848 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.762
[Epoch 50][Batch 339], Speed: 85.923 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.762
[Epoch 50][Batch 349], Speed: 86.479 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.762
[Epoch 50][Batch 359], Speed: 86.182 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.761
[Epoch 50][Batch 369], Speed: 86.247 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.761
[Epoch 50][Batch 379], Speed: 86.471 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.761
[Epoch 50][Batch 389], Speed: 86.149 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.760
[Epoch 50][Batch 399], Speed: 85.968 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.760
[Epoch 50][Batch 409], Speed: 86.420 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.759
[Epoch 50][Batch 419], Speed: 86.123 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.759
[Epoch 50][Batch 429], Speed: 85.638 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.759
[Epoch 50][Batch 439], Speed: 86.322 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.758
[Epoch 50][Batch 449], Speed: 86.026 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.758
[Epoch 50][Batch 459], Speed: 80.785 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.758
[Epoch 50][Batch 469], Speed: 87.295 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.757
[Epoch 50][Batch 479], Speed: 87.484 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.757
[Epoch 50][Batch 489], Speed: 87.049 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.757
[Epoch 50][Batch 499], Speed: 86.952 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.756
[Epoch 50][Batch 509], Speed: 87.439 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.756
[Epoch 50] Training cost: 195.785, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.756
[Epoch 50] Validation: 
aeroplane=0.7839565189185317
bicycle=0.8553753401128161
bird=0.76526941040933
boat=0.6500017710961952
bottle=0.6553519679196365
bus=0.8484091358069378
car=0.8574385350925041
cat=0.8612208062875066
chair=0.6368443533325997
cow=0.8487981464570937
diningtable=0.6925128229292846
dog=0.8595282469890787
horse=0.8627891334952829
motorbike=0.8410124874026341
person=0.7882575808321037
pottedplant=0.5371789556628684
sheep=0.8414922527756593
sofa=0.7770761420102337
train=0.848426570937472
tvmonitor=0.7825760705490676
mAP=0.7796758124508418
[Epoch 51][Batch 9], Speed: 86.231 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.755
[Epoch 51][Batch 19], Speed: 86.286 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.755
[Epoch 51][Batch 29], Speed: 86.188 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.755
[Epoch 51][Batch 39], Speed: 85.760 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.754
[Epoch 51][Batch 49], Speed: 86.087 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.754
[Epoch 51][Batch 59], Speed: 86.161 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.753
[Epoch 51][Batch 69], Speed: 86.022 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.753
[Epoch 51][Batch 79], Speed: 86.378 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.753
[Epoch 51][Batch 89], Speed: 85.442 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.752
[Epoch 51][Batch 99], Speed: 86.327 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.752
[Epoch 51][Batch 109], Speed: 85.909 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.752
[Epoch 51][Batch 119], Speed: 86.319 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.751
[Epoch 51][Batch 129], Speed: 86.335 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.751
[Epoch 51][Batch 139], Speed: 86.391 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.751
[Epoch 51][Batch 149], Speed: 85.762 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.750
[Epoch 51][Batch 159], Speed: 86.286 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.750
[Epoch 51][Batch 169], Speed: 86.490 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.750
[Epoch 51][Batch 179], Speed: 83.050 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 51][Batch 189], Speed: 84.971 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 51][Batch 199], Speed: 86.238 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 51][Batch 209], Speed: 85.931 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.748
[Epoch 51][Batch 219], Speed: 83.929 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.748
[Epoch 51][Batch 229], Speed: 86.063 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.747
[Epoch 51][Batch 239], Speed: 86.681 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.747
[Epoch 51][Batch 249], Speed: 85.531 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.747
[Epoch 51][Batch 259], Speed: 82.580 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.746
[Epoch 51][Batch 269], Speed: 86.564 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.746
[Epoch 51][Batch 279], Speed: 85.832 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.746
[Epoch 51][Batch 289], Speed: 86.716 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.745
[Epoch 51][Batch 299], Speed: 86.586 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.745
[Epoch 51][Batch 309], Speed: 86.100 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.745
[Epoch 51][Batch 319], Speed: 86.271 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.744
[Epoch 51][Batch 329], Speed: 86.686 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.744
[Epoch 51][Batch 339], Speed: 85.757 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.743
[Epoch 51][Batch 349], Speed: 85.357 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.743
[Epoch 51][Batch 359], Speed: 84.667 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.743
[Epoch 51][Batch 369], Speed: 85.940 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.743
[Epoch 51][Batch 379], Speed: 85.681 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.742
[Epoch 51][Batch 389], Speed: 84.460 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.742
[Epoch 51][Batch 399], Speed: 86.013 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.741
[Epoch 51][Batch 409], Speed: 86.518 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.741
[Epoch 51][Batch 419], Speed: 85.895 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.741
[Epoch 51][Batch 429], Speed: 86.361 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.740
[Epoch 51][Batch 439], Speed: 85.608 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.740
[Epoch 51][Batch 449], Speed: 86.609 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.740
[Epoch 51][Batch 459], Speed: 87.591 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.739
[Epoch 51][Batch 469], Speed: 87.492 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.739
[Epoch 51][Batch 479], Speed: 87.272 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.739
[Epoch 51][Batch 489], Speed: 87.487 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.738
[Epoch 51][Batch 499], Speed: 87.260 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.738
[Epoch 51][Batch 509], Speed: 87.802 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.738
[Epoch 51] Training cost: 195.424, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.737
[Epoch 52][Batch 9], Speed: 85.837 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.226, HeatmapFocal=1.737
[Epoch 52][Batch 19], Speed: 86.365 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.737
[Epoch 52][Batch 29], Speed: 86.244 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.736
[Epoch 52][Batch 39], Speed: 86.096 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.736
[Epoch 52][Batch 49], Speed: 86.298 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.736
[Epoch 52][Batch 59], Speed: 85.295 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.230, HeatmapFocal=1.735
[Epoch 52][Batch 69], Speed: 85.209 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.230, HeatmapFocal=1.735
[Epoch 52][Batch 79], Speed: 84.996 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.230, HeatmapFocal=1.735
[Epoch 52][Batch 89], Speed: 85.463 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.734
[Epoch 52][Batch 99], Speed: 86.675 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.230, HeatmapFocal=1.734
[Epoch 52][Batch 109], Speed: 86.378 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.734
[Epoch 52][Batch 119], Speed: 85.988 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.733
[Epoch 52][Batch 129], Speed: 86.235 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.733
[Epoch 52][Batch 139], Speed: 83.107 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.733
[Epoch 52][Batch 149], Speed: 86.259 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.732
[Epoch 52][Batch 159], Speed: 86.203 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.732
[Epoch 52][Batch 169], Speed: 86.231 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.732
[Epoch 52][Batch 179], Speed: 86.426 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.731
[Epoch 52][Batch 189], Speed: 85.208 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.731
[Epoch 52][Batch 199], Speed: 86.462 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.731
[Epoch 52][Batch 209], Speed: 85.903 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.730
[Epoch 52][Batch 219], Speed: 86.016 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.730
[Epoch 52][Batch 229], Speed: 85.615 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.730
[Epoch 52][Batch 239], Speed: 86.223 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.729
[Epoch 52][Batch 249], Speed: 85.274 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.729
[Epoch 52][Batch 259], Speed: 85.629 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.729
[Epoch 52][Batch 269], Speed: 85.760 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.728
[Epoch 52][Batch 279], Speed: 86.217 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.728
[Epoch 52][Batch 289], Speed: 86.023 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 52][Batch 299], Speed: 86.314 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 52][Batch 309], Speed: 85.476 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 52][Batch 319], Speed: 86.041 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.726
[Epoch 52][Batch 329], Speed: 86.222 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.726
[Epoch 52][Batch 339], Speed: 86.156 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.726
[Epoch 52][Batch 349], Speed: 86.611 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.725
[Epoch 52][Batch 359], Speed: 85.461 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.725
[Epoch 52][Batch 369], Speed: 83.281 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.725
[Epoch 52][Batch 379], Speed: 85.036 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.724
[Epoch 52][Batch 389], Speed: 84.936 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.724
[Epoch 52][Batch 399], Speed: 85.989 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.724
[Epoch 52][Batch 409], Speed: 86.781 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.723
[Epoch 52][Batch 419], Speed: 86.638 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.723
[Epoch 52][Batch 429], Speed: 86.246 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.723
[Epoch 52][Batch 439], Speed: 82.603 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.722
[Epoch 52][Batch 449], Speed: 85.965 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.722
[Epoch 52][Batch 459], Speed: 87.326 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.722
[Epoch 52][Batch 469], Speed: 87.325 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.721
[Epoch 52][Batch 479], Speed: 87.212 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.721
[Epoch 52][Batch 489], Speed: 86.805 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.721
[Epoch 52][Batch 499], Speed: 87.442 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.720
[Epoch 52][Batch 509], Speed: 87.558 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.720
[Epoch 52] Training cost: 195.360, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.720
[Epoch 53][Batch 9], Speed: 86.096 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.719
[Epoch 53][Batch 19], Speed: 85.713 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.719
[Epoch 53][Batch 29], Speed: 83.713 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.719
[Epoch 53][Batch 39], Speed: 81.964 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.718
[Epoch 53][Batch 49], Speed: 86.371 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 53][Batch 59], Speed: 85.760 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 53][Batch 69], Speed: 85.783 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 53][Batch 79], Speed: 85.844 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 53][Batch 89], Speed: 86.130 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 53][Batch 99], Speed: 85.049 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.716
[Epoch 53][Batch 109], Speed: 85.983 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.716
[Epoch 53][Batch 119], Speed: 85.784 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.716
[Epoch 53][Batch 129], Speed: 85.164 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.715
[Epoch 53][Batch 139], Speed: 84.514 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.715
[Epoch 53][Batch 149], Speed: 86.016 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.233, HeatmapFocal=1.715
[Epoch 53][Batch 159], Speed: 86.447 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.714
[Epoch 53][Batch 169], Speed: 86.242 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.714
[Epoch 53][Batch 179], Speed: 85.986 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.714
[Epoch 53][Batch 189], Speed: 85.709 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.713
[Epoch 53][Batch 199], Speed: 85.995 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.713
[Epoch 53][Batch 209], Speed: 86.258 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.713
[Epoch 53][Batch 219], Speed: 86.174 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.712
[Epoch 53][Batch 229], Speed: 86.452 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.712
[Epoch 53][Batch 239], Speed: 85.942 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.712
[Epoch 53][Batch 249], Speed: 86.001 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.711
[Epoch 53][Batch 259], Speed: 85.670 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.711
[Epoch 53][Batch 269], Speed: 84.500 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.711
[Epoch 53][Batch 279], Speed: 86.289 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.710
[Epoch 53][Batch 289], Speed: 86.327 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.710
[Epoch 53][Batch 299], Speed: 86.426 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.710
[Epoch 53][Batch 309], Speed: 84.236 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.709
[Epoch 53][Batch 319], Speed: 85.746 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.709
[Epoch 53][Batch 329], Speed: 86.742 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.709
[Epoch 53][Batch 339], Speed: 86.078 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.708
[Epoch 53][Batch 349], Speed: 85.924 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.708
[Epoch 53][Batch 359], Speed: 84.139 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.708
[Epoch 53][Batch 369], Speed: 85.969 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.707
[Epoch 53][Batch 379], Speed: 86.088 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.707
[Epoch 53][Batch 389], Speed: 86.647 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.707
[Epoch 53][Batch 399], Speed: 86.407 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.232, HeatmapFocal=1.706
[Epoch 53][Batch 409], Speed: 86.770 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.706
[Epoch 53][Batch 419], Speed: 86.372 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.706
[Epoch 53][Batch 429], Speed: 85.761 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.705
[Epoch 53][Batch 439], Speed: 86.050 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.705
[Epoch 53][Batch 449], Speed: 85.417 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.705
[Epoch 53][Batch 459], Speed: 87.291 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.704
[Epoch 53][Batch 469], Speed: 87.529 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.704
[Epoch 53][Batch 479], Speed: 87.767 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.704
[Epoch 53][Batch 489], Speed: 87.311 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.704
[Epoch 53][Batch 499], Speed: 86.789 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.703
[Epoch 53][Batch 509], Speed: 87.054 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.703
[Epoch 53] Training cost: 195.746, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.703
[Epoch 54][Batch 9], Speed: 85.109 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.223, HeatmapFocal=1.702
[Epoch 54][Batch 19], Speed: 85.885 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.224, HeatmapFocal=1.702
[Epoch 54][Batch 29], Speed: 85.555 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.227, HeatmapFocal=1.702
[Epoch 54][Batch 39], Speed: 85.898 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.701
[Epoch 54][Batch 49], Speed: 86.136 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.701
[Epoch 54][Batch 59], Speed: 86.131 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.701
[Epoch 54][Batch 69], Speed: 85.936 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.700
[Epoch 54][Batch 79], Speed: 84.333 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.700
[Epoch 54][Batch 89], Speed: 86.401 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.230, HeatmapFocal=1.700
[Epoch 54][Batch 99], Speed: 85.343 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.699
[Epoch 54][Batch 109], Speed: 85.841 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.699
[Epoch 54][Batch 119], Speed: 86.574 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.699
[Epoch 54][Batch 129], Speed: 85.627 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.698
[Epoch 54][Batch 139], Speed: 85.431 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.698
[Epoch 54][Batch 149], Speed: 86.233 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.698
[Epoch 54][Batch 159], Speed: 86.521 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.698
[Epoch 54][Batch 169], Speed: 86.458 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.697
[Epoch 54][Batch 179], Speed: 87.145 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.697
[Epoch 54][Batch 189], Speed: 84.769 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.697
[Epoch 54][Batch 199], Speed: 86.080 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.696
[Epoch 54][Batch 209], Speed: 85.580 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.696
[Epoch 54][Batch 219], Speed: 85.429 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.696
[Epoch 54][Batch 229], Speed: 86.034 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.695
[Epoch 54][Batch 239], Speed: 86.998 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.695
[Epoch 54][Batch 249], Speed: 85.915 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.695
[Epoch 54][Batch 259], Speed: 85.244 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.694
[Epoch 54][Batch 269], Speed: 85.973 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.694
[Epoch 54][Batch 279], Speed: 83.571 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.694
[Epoch 54][Batch 289], Speed: 86.586 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.693
[Epoch 54][Batch 299], Speed: 86.233 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.693
[Epoch 54][Batch 309], Speed: 85.863 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.693
[Epoch 54][Batch 319], Speed: 86.124 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.692
[Epoch 54][Batch 329], Speed: 84.244 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.692
[Epoch 54][Batch 339], Speed: 86.138 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.692
[Epoch 54][Batch 349], Speed: 85.783 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.691
[Epoch 54][Batch 359], Speed: 86.253 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.691
[Epoch 54][Batch 369], Speed: 84.340 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.691
[Epoch 54][Batch 379], Speed: 86.280 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.690
[Epoch 54][Batch 389], Speed: 85.930 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.690
[Epoch 54][Batch 399], Speed: 85.422 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.690
[Epoch 54][Batch 409], Speed: 86.884 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.689
[Epoch 54][Batch 419], Speed: 86.613 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.689
[Epoch 54][Batch 429], Speed: 85.837 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.689
[Epoch 54][Batch 439], Speed: 85.820 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.688
[Epoch 54][Batch 449], Speed: 85.598 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.688
[Epoch 54][Batch 459], Speed: 87.377 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.688
[Epoch 54][Batch 469], Speed: 87.538 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.687
[Epoch 54][Batch 479], Speed: 87.245 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.687
[Epoch 54][Batch 489], Speed: 87.290 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.687
[Epoch 54][Batch 499], Speed: 87.597 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.686
[Epoch 54][Batch 509], Speed: 87.652 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.686
[Epoch 54] Training cost: 195.853, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.686
[Epoch 55][Batch 9], Speed: 86.143 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=1.686
[Epoch 55][Batch 19], Speed: 86.136 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.685
[Epoch 55][Batch 29], Speed: 85.094 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.685
[Epoch 55][Batch 39], Speed: 86.368 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.685
[Epoch 55][Batch 49], Speed: 86.454 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.684
[Epoch 55][Batch 59], Speed: 86.269 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.684
[Epoch 55][Batch 69], Speed: 84.475 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.684
[Epoch 55][Batch 79], Speed: 86.066 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.683
[Epoch 55][Batch 89], Speed: 86.263 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.683
[Epoch 55][Batch 99], Speed: 86.332 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.232, HeatmapFocal=1.683
[Epoch 55][Batch 109], Speed: 86.674 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.682
[Epoch 55][Batch 119], Speed: 86.041 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.232, HeatmapFocal=1.682
[Epoch 55][Batch 129], Speed: 86.031 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.682
[Epoch 55][Batch 139], Speed: 86.231 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.681
[Epoch 55][Batch 149], Speed: 86.129 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.681
[Epoch 55][Batch 159], Speed: 85.726 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.681
[Epoch 55][Batch 169], Speed: 85.592 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.681
[Epoch 55][Batch 179], Speed: 86.111 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.680
[Epoch 55][Batch 189], Speed: 86.124 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.680
[Epoch 55][Batch 199], Speed: 86.032 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.680
[Epoch 55][Batch 209], Speed: 86.418 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.679
[Epoch 55][Batch 219], Speed: 85.826 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.679
[Epoch 55][Batch 229], Speed: 84.441 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.679
[Epoch 55][Batch 239], Speed: 83.201 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.678
[Epoch 55][Batch 249], Speed: 85.951 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.678
[Epoch 55][Batch 259], Speed: 85.311 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.678
[Epoch 55][Batch 269], Speed: 86.306 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.677
[Epoch 55][Batch 279], Speed: 86.396 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.677
[Epoch 55][Batch 289], Speed: 86.349 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.677
[Epoch 55][Batch 299], Speed: 85.265 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 55][Batch 309], Speed: 84.005 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 55][Batch 319], Speed: 86.163 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 55][Batch 329], Speed: 86.208 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 55][Batch 339], Speed: 85.898 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.675
[Epoch 55][Batch 349], Speed: 86.915 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.675
[Epoch 55][Batch 359], Speed: 86.090 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.675
[Epoch 55][Batch 369], Speed: 86.100 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.674
[Epoch 55][Batch 379], Speed: 85.912 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.674
[Epoch 55][Batch 389], Speed: 86.638 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.674
[Epoch 55][Batch 399], Speed: 85.907 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.673
[Epoch 55][Batch 409], Speed: 86.219 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.673
[Epoch 55][Batch 419], Speed: 86.449 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.673
[Epoch 55][Batch 429], Speed: 85.894 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.672
[Epoch 55][Batch 439], Speed: 86.313 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.672
[Epoch 55][Batch 449], Speed: 85.692 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.672
[Epoch 55][Batch 459], Speed: 87.790 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.671
[Epoch 55][Batch 469], Speed: 87.607 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.671
[Epoch 55][Batch 479], Speed: 87.411 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.671
[Epoch 55][Batch 489], Speed: 87.738 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.671
[Epoch 55][Batch 499], Speed: 87.418 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.670
[Epoch 55][Batch 509], Speed: 87.744 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.670
[Epoch 55] Training cost: 195.370, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.670
[Epoch 55] Validation: 
aeroplane=0.7777028237289365
bicycle=0.8597463385538591
bird=0.7634745845936534
boat=0.6892164945451962
bottle=0.6472976022308732
bus=0.8456850011692313
car=0.8713355891441381
cat=0.8647265558744611
chair=0.6410268664362927
cow=0.8562533403227194
diningtable=0.6899462136156407
dog=0.8552676372948298
horse=0.8637406221498917
motorbike=0.8393663454475444
person=0.7906119583335067
pottedplant=0.5409471080119345
sheep=0.8567493592605535
sofa=0.7711586228774375
train=0.8673354364764655
tvmonitor=0.7922147498805068
mAP=0.7841901624973837
[Epoch 56][Batch 9], Speed: 85.676 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.669
[Epoch 56][Batch 19], Speed: 86.451 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 56][Batch 29], Speed: 85.961 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.232, HeatmapFocal=1.669
[Epoch 56][Batch 39], Speed: 85.955 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.668
[Epoch 56][Batch 49], Speed: 86.385 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.668
[Epoch 56][Batch 59], Speed: 86.565 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.668
[Epoch 56][Batch 69], Speed: 86.007 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.667
[Epoch 56][Batch 79], Speed: 85.412 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.667
[Epoch 56][Batch 89], Speed: 85.667 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.667
[Epoch 56][Batch 99], Speed: 85.776 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.666
[Epoch 56][Batch 109], Speed: 86.392 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.666
[Epoch 56][Batch 119], Speed: 85.561 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.666
[Epoch 56][Batch 129], Speed: 85.862 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.666
[Epoch 56][Batch 139], Speed: 86.752 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.665
[Epoch 56][Batch 149], Speed: 85.877 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.232, HeatmapFocal=1.665
[Epoch 56][Batch 159], Speed: 86.342 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.665
[Epoch 56][Batch 169], Speed: 85.449 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.664
[Epoch 56][Batch 179], Speed: 86.552 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.664
[Epoch 56][Batch 189], Speed: 86.113 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.664
[Epoch 56][Batch 199], Speed: 85.696 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.663
[Epoch 56][Batch 209], Speed: 85.916 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.663
[Epoch 56][Batch 219], Speed: 86.745 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.663
[Epoch 56][Batch 229], Speed: 86.484 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.662
[Epoch 56][Batch 239], Speed: 86.108 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.662
[Epoch 56][Batch 249], Speed: 85.174 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.662
[Epoch 56][Batch 259], Speed: 86.422 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.661
[Epoch 56][Batch 269], Speed: 83.693 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.661
[Epoch 56][Batch 279], Speed: 86.407 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.661
[Epoch 56][Batch 289], Speed: 86.727 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.661
[Epoch 56][Batch 299], Speed: 85.250 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.660
[Epoch 56][Batch 309], Speed: 85.431 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.660
[Epoch 56][Batch 319], Speed: 86.144 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.660
[Epoch 56][Batch 329], Speed: 86.496 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.659
[Epoch 56][Batch 339], Speed: 86.118 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.659
[Epoch 56][Batch 349], Speed: 85.926 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.659
[Epoch 56][Batch 359], Speed: 86.440 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.658
[Epoch 56][Batch 369], Speed: 85.405 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.658
[Epoch 56][Batch 379], Speed: 86.072 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.658
[Epoch 56][Batch 389], Speed: 86.633 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.657
[Epoch 56][Batch 399], Speed: 85.948 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.657
[Epoch 56][Batch 409], Speed: 86.545 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.657
[Epoch 56][Batch 419], Speed: 85.878 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.657
[Epoch 56][Batch 429], Speed: 85.938 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.656
[Epoch 56][Batch 439], Speed: 86.493 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.656
[Epoch 56][Batch 449], Speed: 86.237 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.656
[Epoch 56][Batch 459], Speed: 87.540 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.655
[Epoch 56][Batch 469], Speed: 87.469 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.655
[Epoch 56][Batch 479], Speed: 87.444 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.655
[Epoch 56][Batch 489], Speed: 87.425 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.655
[Epoch 56][Batch 499], Speed: 87.419 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.654
[Epoch 56][Batch 509], Speed: 87.559 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.654
[Epoch 56] Training cost: 195.148, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.654
[Epoch 57][Batch 9], Speed: 85.181 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.233, HeatmapFocal=1.653
[Epoch 57][Batch 19], Speed: 85.730 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.653
[Epoch 57][Batch 29], Speed: 84.980 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.653
[Epoch 57][Batch 39], Speed: 86.654 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.653
[Epoch 57][Batch 49], Speed: 86.681 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.652
[Epoch 57][Batch 59], Speed: 85.669 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.652
[Epoch 57][Batch 69], Speed: 86.330 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.652
[Epoch 57][Batch 79], Speed: 86.423 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.651
[Epoch 57][Batch 89], Speed: 86.165 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.651
[Epoch 57][Batch 99], Speed: 85.634 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.651
[Epoch 57][Batch 109], Speed: 83.741 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.650
[Epoch 57][Batch 119], Speed: 86.259 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.650
[Epoch 57][Batch 129], Speed: 86.042 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.650
[Epoch 57][Batch 139], Speed: 86.422 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.650
[Epoch 57][Batch 149], Speed: 85.757 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.649
[Epoch 57][Batch 159], Speed: 85.922 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.649
[Epoch 57][Batch 169], Speed: 86.094 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.649
[Epoch 57][Batch 179], Speed: 86.166 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.648
[Epoch 57][Batch 189], Speed: 85.774 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.648
[Epoch 57][Batch 199], Speed: 86.279 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.232, HeatmapFocal=1.648
[Epoch 57][Batch 209], Speed: 85.858 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.648
[Epoch 57][Batch 219], Speed: 85.332 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.233, HeatmapFocal=1.647
[Epoch 57][Batch 229], Speed: 86.385 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.647
[Epoch 57][Batch 239], Speed: 86.160 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.647
[Epoch 57][Batch 249], Speed: 84.439 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.646
[Epoch 57][Batch 259], Speed: 86.616 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.646
[Epoch 57][Batch 269], Speed: 86.306 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.646
[Epoch 57][Batch 279], Speed: 85.663 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.645
[Epoch 57][Batch 289], Speed: 85.307 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.645
[Epoch 57][Batch 299], Speed: 86.304 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.645
[Epoch 57][Batch 309], Speed: 84.750 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.645
[Epoch 57][Batch 319], Speed: 86.050 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.233, HeatmapFocal=1.644
[Epoch 57][Batch 329], Speed: 86.343 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.233, HeatmapFocal=1.644
[Epoch 57][Batch 339], Speed: 85.794 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.644
[Epoch 57][Batch 349], Speed: 85.603 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.643
[Epoch 57][Batch 359], Speed: 86.220 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.643
[Epoch 57][Batch 369], Speed: 85.947 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.643
[Epoch 57][Batch 379], Speed: 86.109 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.643
[Epoch 57][Batch 389], Speed: 85.221 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.642
[Epoch 57][Batch 399], Speed: 86.255 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.642
[Epoch 57][Batch 409], Speed: 85.811 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.642
[Epoch 57][Batch 419], Speed: 85.696 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.641
[Epoch 57][Batch 429], Speed: 85.521 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.641
[Epoch 57][Batch 439], Speed: 85.635 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.641
[Epoch 57][Batch 449], Speed: 86.595 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.641
[Epoch 57][Batch 459], Speed: 87.079 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.640
[Epoch 57][Batch 469], Speed: 87.982 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.640
[Epoch 57][Batch 479], Speed: 87.257 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.640
[Epoch 57][Batch 489], Speed: 87.521 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.639
[Epoch 57][Batch 499], Speed: 86.569 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.639
[Epoch 57][Batch 509], Speed: 86.980 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.232, HeatmapFocal=1.639
[Epoch 57] Training cost: 195.161, WHL1=0.231, CenterRegL1=0.232, HeatmapFocal=1.639
[Epoch 58][Batch 9], Speed: 86.416 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.638
[Epoch 58][Batch 19], Speed: 86.067 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.638
[Epoch 58][Batch 29], Speed: 86.475 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.638
[Epoch 58][Batch 39], Speed: 86.148 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.637
[Epoch 58][Batch 49], Speed: 86.113 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.232, HeatmapFocal=1.637
[Epoch 58][Batch 59], Speed: 86.547 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.232, HeatmapFocal=1.637
[Epoch 58][Batch 69], Speed: 86.407 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.636
[Epoch 58][Batch 79], Speed: 86.037 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.232, HeatmapFocal=1.636
[Epoch 58][Batch 89], Speed: 86.344 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.636
[Epoch 58][Batch 99], Speed: 86.202 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.636
[Epoch 58][Batch 109], Speed: 85.854 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.635
[Epoch 58][Batch 119], Speed: 85.068 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.635
[Epoch 58][Batch 129], Speed: 86.805 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.635
[Epoch 58][Batch 139], Speed: 85.835 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.634
[Epoch 58][Batch 149], Speed: 86.409 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.634
[Epoch 58][Batch 159], Speed: 85.165 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.634
[Epoch 58][Batch 169], Speed: 86.335 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.634
[Epoch 58][Batch 179], Speed: 85.675 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.633
[Epoch 58][Batch 189], Speed: 86.232 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.633
[Epoch 58][Batch 199], Speed: 84.142 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.633
[Epoch 58][Batch 209], Speed: 86.400 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.632
[Epoch 58][Batch 219], Speed: 86.472 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.632
[Epoch 58][Batch 229], Speed: 86.174 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.632
[Epoch 58][Batch 239], Speed: 86.227 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.632
[Epoch 58][Batch 249], Speed: 85.991 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.631
[Epoch 58][Batch 259], Speed: 86.396 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.631
[Epoch 58][Batch 269], Speed: 86.877 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.631
[Epoch 58][Batch 279], Speed: 86.518 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.630
[Epoch 58][Batch 289], Speed: 86.521 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.630
[Epoch 58][Batch 299], Speed: 86.773 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.630
[Epoch 58][Batch 309], Speed: 85.102 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.630
[Epoch 58][Batch 319], Speed: 86.487 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.629
[Epoch 58][Batch 329], Speed: 86.686 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.629
[Epoch 58][Batch 339], Speed: 85.383 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.629
[Epoch 58][Batch 349], Speed: 84.817 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.628
[Epoch 58][Batch 359], Speed: 86.774 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.628
[Epoch 58][Batch 369], Speed: 86.088 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.628
[Epoch 58][Batch 379], Speed: 85.601 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.627
[Epoch 58][Batch 389], Speed: 85.786 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.627
[Epoch 58][Batch 399], Speed: 86.310 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.627
[Epoch 58][Batch 409], Speed: 86.188 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.627
[Epoch 58][Batch 419], Speed: 86.424 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.626
[Epoch 58][Batch 429], Speed: 86.579 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.626
[Epoch 58][Batch 439], Speed: 83.463 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.626
[Epoch 58][Batch 449], Speed: 86.365 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.626
[Epoch 58][Batch 459], Speed: 86.602 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.625
[Epoch 58][Batch 469], Speed: 87.349 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.625
[Epoch 58][Batch 479], Speed: 87.301 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.625
[Epoch 58][Batch 489], Speed: 87.421 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.624
[Epoch 58][Batch 499], Speed: 87.324 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.624
[Epoch 58][Batch 509], Speed: 87.604 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.624
[Epoch 58] Training cost: 195.303, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.624
[Epoch 59][Batch 9], Speed: 85.663 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.227, HeatmapFocal=1.623
[Epoch 59][Batch 19], Speed: 87.026 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.623
[Epoch 59][Batch 29], Speed: 86.097 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.623
[Epoch 59][Batch 39], Speed: 86.604 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.622
[Epoch 59][Batch 49], Speed: 86.268 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.622
[Epoch 59][Batch 59], Speed: 84.258 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.622
[Epoch 59][Batch 69], Speed: 85.673 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.232, HeatmapFocal=1.622
[Epoch 59][Batch 79], Speed: 86.396 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.621
[Epoch 59][Batch 89], Speed: 85.839 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.621
[Epoch 59][Batch 99], Speed: 86.287 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.621
[Epoch 59][Batch 109], Speed: 85.977 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.621
[Epoch 59][Batch 119], Speed: 86.391 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.620
[Epoch 59][Batch 129], Speed: 86.051 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.620
[Epoch 59][Batch 139], Speed: 83.682 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.620
[Epoch 59][Batch 149], Speed: 86.526 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.619
[Epoch 59][Batch 159], Speed: 85.447 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.619
[Epoch 59][Batch 169], Speed: 86.569 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.619
[Epoch 59][Batch 179], Speed: 85.961 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.619
[Epoch 59][Batch 189], Speed: 86.070 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.618
[Epoch 59][Batch 199], Speed: 85.846 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.618
[Epoch 59][Batch 209], Speed: 86.228 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.618
[Epoch 59][Batch 219], Speed: 85.063 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.618
[Epoch 59][Batch 229], Speed: 85.639 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.617
[Epoch 59][Batch 239], Speed: 86.092 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.617
[Epoch 59][Batch 249], Speed: 85.429 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.617
[Epoch 59][Batch 259], Speed: 86.352 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.616
[Epoch 59][Batch 269], Speed: 86.182 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.616
[Epoch 59][Batch 279], Speed: 85.583 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.616
[Epoch 59][Batch 289], Speed: 86.521 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.616
[Epoch 59][Batch 299], Speed: 86.244 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.615
[Epoch 59][Batch 309], Speed: 85.712 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.615
[Epoch 59][Batch 319], Speed: 85.424 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.615
[Epoch 59][Batch 329], Speed: 86.142 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.614
[Epoch 59][Batch 339], Speed: 86.495 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.614
[Epoch 59][Batch 349], Speed: 85.651 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.614
[Epoch 59][Batch 359], Speed: 86.699 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.614
[Epoch 59][Batch 369], Speed: 85.805 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.613
[Epoch 59][Batch 379], Speed: 84.960 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.613
[Epoch 59][Batch 389], Speed: 86.583 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.613
[Epoch 59][Batch 399], Speed: 84.769 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.613
[Epoch 59][Batch 409], Speed: 85.126 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.612
[Epoch 59][Batch 419], Speed: 85.985 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.612
[Epoch 59][Batch 429], Speed: 86.005 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.612
[Epoch 59][Batch 439], Speed: 86.191 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.611
[Epoch 59][Batch 449], Speed: 86.511 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.611
[Epoch 59][Batch 459], Speed: 87.208 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.611
[Epoch 59][Batch 469], Speed: 87.584 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.611
[Epoch 59][Batch 479], Speed: 86.938 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.610
[Epoch 59][Batch 489], Speed: 87.530 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.610
[Epoch 59][Batch 499], Speed: 87.208 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.610
[Epoch 59][Batch 509], Speed: 87.302 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.609
[Epoch 59] Training cost: 195.698, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.609
[Epoch 60][Batch 9], Speed: 85.965 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.609
[Epoch 60][Batch 19], Speed: 85.089 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.609
[Epoch 60][Batch 29], Speed: 86.605 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.608
[Epoch 60][Batch 39], Speed: 85.810 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.608
[Epoch 60][Batch 49], Speed: 85.629 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.608
[Epoch 60][Batch 59], Speed: 84.370 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.608
[Epoch 60][Batch 69], Speed: 85.637 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.607
[Epoch 60][Batch 79], Speed: 84.694 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.607
[Epoch 60][Batch 89], Speed: 85.669 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.607
[Epoch 60][Batch 99], Speed: 86.171 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.607
[Epoch 60][Batch 109], Speed: 85.581 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.606
[Epoch 60][Batch 119], Speed: 86.313 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.606
[Epoch 60][Batch 129], Speed: 85.738 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.606
[Epoch 60][Batch 139], Speed: 84.710 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.605
[Epoch 60][Batch 149], Speed: 86.253 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.605
[Epoch 60][Batch 159], Speed: 84.852 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.605
[Epoch 60][Batch 169], Speed: 86.511 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.605
[Epoch 60][Batch 179], Speed: 85.391 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.604
[Epoch 60][Batch 189], Speed: 86.204 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.604
[Epoch 60][Batch 199], Speed: 85.922 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.604
[Epoch 60][Batch 209], Speed: 85.840 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.603
[Epoch 60][Batch 219], Speed: 86.120 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.603
[Epoch 60][Batch 229], Speed: 86.480 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.603
[Epoch 60][Batch 239], Speed: 86.610 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.603
[Epoch 60][Batch 249], Speed: 86.539 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.602
[Epoch 60][Batch 259], Speed: 86.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.602
[Epoch 60][Batch 269], Speed: 86.698 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.602
[Epoch 60][Batch 279], Speed: 85.389 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.602
[Epoch 60][Batch 289], Speed: 86.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.601
[Epoch 60][Batch 299], Speed: 85.846 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.601
[Epoch 60][Batch 309], Speed: 85.967 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.601
[Epoch 60][Batch 319], Speed: 85.610 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.600
[Epoch 60][Batch 329], Speed: 86.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.600
[Epoch 60][Batch 339], Speed: 86.450 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.600
[Epoch 60][Batch 349], Speed: 85.810 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.600
[Epoch 60][Batch 359], Speed: 85.577 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.599
[Epoch 60][Batch 369], Speed: 85.730 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.599
[Epoch 60][Batch 379], Speed: 86.191 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.599
[Epoch 60][Batch 389], Speed: 83.500 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.599
[Epoch 60][Batch 399], Speed: 86.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.598
[Epoch 60][Batch 409], Speed: 85.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.598
[Epoch 60][Batch 419], Speed: 85.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.598
[Epoch 60][Batch 429], Speed: 86.115 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.597
[Epoch 60][Batch 439], Speed: 79.375 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.597
[Epoch 60][Batch 449], Speed: 85.947 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.597
[Epoch 60][Batch 459], Speed: 87.023 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.597
[Epoch 60][Batch 469], Speed: 87.656 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.596
[Epoch 60][Batch 479], Speed: 86.978 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.596
[Epoch 60][Batch 489], Speed: 87.022 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.596
[Epoch 60][Batch 499], Speed: 87.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.596
[Epoch 60][Batch 509], Speed: 87.280 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.595
[Epoch 60] Training cost: 195.462, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.595
[Epoch 60] Validation: 
aeroplane=0.7848148657239566
bicycle=0.8584409836474488
bird=0.7860142051845949
boat=0.6916891584326397
bottle=0.653909754557444
bus=0.8418712158155409
car=0.8649121165697214
cat=0.8729344553663737
chair=0.6383327581839833
cow=0.8511577330908968
diningtable=0.6962996568736362
dog=0.8563717139121403
horse=0.8709676959428185
motorbike=0.8475142584881993
person=0.7916124417982987
pottedplant=0.5350323761658655
sheep=0.8472526338302803
sofa=0.7695126710672349
train=0.8645645908098157
tvmonitor=0.7917880573095338
mAP=0.7857496671385211
[Epoch 61][Batch 9], Speed: 86.196 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.235, HeatmapFocal=1.595
[Epoch 61][Batch 19], Speed: 85.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.234, HeatmapFocal=1.595
[Epoch 61][Batch 29], Speed: 85.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.233, HeatmapFocal=1.594
[Epoch 61][Batch 39], Speed: 86.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.233, HeatmapFocal=1.594
[Epoch 61][Batch 49], Speed: 85.592 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.232, HeatmapFocal=1.594
[Epoch 61][Batch 59], Speed: 85.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.232, HeatmapFocal=1.593
[Epoch 61][Batch 69], Speed: 86.190 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.233, HeatmapFocal=1.593
[Epoch 61][Batch 79], Speed: 86.257 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.233, HeatmapFocal=1.593
[Epoch 61][Batch 89], Speed: 86.089 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.233, HeatmapFocal=1.593
[Epoch 61][Batch 99], Speed: 86.627 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.232, HeatmapFocal=1.592
[Epoch 61][Batch 109], Speed: 86.259 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.232, HeatmapFocal=1.592
[Epoch 61][Batch 119], Speed: 86.011 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.232, HeatmapFocal=1.592
[Epoch 61][Batch 129], Speed: 83.710 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.232, HeatmapFocal=1.592
[Epoch 61][Batch 139], Speed: 86.393 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.231, HeatmapFocal=1.591
[Epoch 61][Batch 149], Speed: 83.791 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.591
[Epoch 61][Batch 159], Speed: 85.853 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.591
[Epoch 61][Batch 169], Speed: 85.975 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.591
[Epoch 61][Batch 179], Speed: 85.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.231, HeatmapFocal=1.590
[Epoch 61][Batch 189], Speed: 82.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.231, HeatmapFocal=1.590
[Epoch 61][Batch 199], Speed: 85.322 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.590
[Epoch 61][Batch 209], Speed: 84.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.589
[Epoch 61][Batch 219], Speed: 86.628 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.231, HeatmapFocal=1.589
[Epoch 61][Batch 229], Speed: 86.242 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.231, HeatmapFocal=1.589
[Epoch 61][Batch 239], Speed: 85.649 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.231, HeatmapFocal=1.589
[Epoch 61][Batch 249], Speed: 86.105 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.231, HeatmapFocal=1.588
[Epoch 61][Batch 259], Speed: 86.087 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.588
[Epoch 61][Batch 269], Speed: 84.598 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.588
[Epoch 61][Batch 279], Speed: 86.015 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.588
[Epoch 61][Batch 289], Speed: 86.232 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.587
[Epoch 61][Batch 299], Speed: 86.174 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.587
[Epoch 61][Batch 309], Speed: 85.823 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.587
[Epoch 61][Batch 319], Speed: 86.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.586
[Epoch 61][Batch 329], Speed: 85.565 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.586
[Epoch 61][Batch 339], Speed: 86.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.586
[Epoch 61][Batch 349], Speed: 86.301 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.586
[Epoch 61][Batch 359], Speed: 86.891 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.585
[Epoch 61][Batch 369], Speed: 86.197 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.585
[Epoch 61][Batch 379], Speed: 85.325 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.585
[Epoch 61][Batch 389], Speed: 86.151 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.585
[Epoch 61][Batch 399], Speed: 86.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.231, HeatmapFocal=1.584
[Epoch 61][Batch 409], Speed: 86.720 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.584
[Epoch 61][Batch 419], Speed: 86.349 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.584
[Epoch 61][Batch 429], Speed: 85.984 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.584
[Epoch 61][Batch 439], Speed: 86.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.583
[Epoch 61][Batch 449], Speed: 84.713 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.583
[Epoch 61][Batch 459], Speed: 86.403 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.583
[Epoch 61][Batch 469], Speed: 87.902 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.582
[Epoch 61][Batch 479], Speed: 87.789 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.582
[Epoch 61][Batch 489], Speed: 87.226 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.582
[Epoch 61][Batch 499], Speed: 87.469 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.582
[Epoch 61][Batch 509], Speed: 87.466 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.581
[Epoch 61] Training cost: 195.475, WHL1=0.224, CenterRegL1=0.231, HeatmapFocal=1.581
[Epoch 62][Batch 9], Speed: 85.778 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 62][Batch 19], Speed: 86.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.230, HeatmapFocal=1.581
[Epoch 62][Batch 29], Speed: 86.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.229, HeatmapFocal=1.580
[Epoch 62][Batch 39], Speed: 86.115 samples/sec, LR=1.2500000000000003e-06, WHL1=0.214, CenterRegL1=0.229, HeatmapFocal=1.580
[Epoch 62][Batch 49], Speed: 85.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.229, HeatmapFocal=1.580
[Epoch 62][Batch 59], Speed: 84.356 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.229, HeatmapFocal=1.580
[Epoch 62][Batch 69], Speed: 85.737 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.228, HeatmapFocal=1.579
[Epoch 62][Batch 79], Speed: 83.482 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.230, HeatmapFocal=1.579
[Epoch 62][Batch 89], Speed: 86.184 samples/sec, LR=1.2500000000000003e-06, WHL1=0.214, CenterRegL1=0.230, HeatmapFocal=1.579
[Epoch 62][Batch 99], Speed: 84.022 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.230, HeatmapFocal=1.579
[Epoch 62][Batch 109], Speed: 85.587 samples/sec, LR=1.2500000000000003e-06, WHL1=0.215, CenterRegL1=0.230, HeatmapFocal=1.578
[Epoch 62][Batch 119], Speed: 85.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.230, HeatmapFocal=1.578
[Epoch 62][Batch 129], Speed: 85.351 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.230, HeatmapFocal=1.578
[Epoch 62][Batch 139], Speed: 85.489 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.578
[Epoch 62][Batch 149], Speed: 85.871 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.577
[Epoch 62][Batch 159], Speed: 86.428 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.577
[Epoch 62][Batch 169], Speed: 84.782 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.577
[Epoch 62][Batch 179], Speed: 86.629 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.576
[Epoch 62][Batch 189], Speed: 83.100 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.576
[Epoch 62][Batch 199], Speed: 85.086 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.576
[Epoch 62][Batch 209], Speed: 86.431 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.576
[Epoch 62][Batch 219], Speed: 86.450 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.231, HeatmapFocal=1.575
[Epoch 62][Batch 229], Speed: 86.503 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.575
[Epoch 62][Batch 239], Speed: 86.114 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.575
[Epoch 62][Batch 249], Speed: 86.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.231, HeatmapFocal=1.575
[Epoch 62][Batch 259], Speed: 85.061 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.574
[Epoch 62][Batch 269], Speed: 86.478 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.574
[Epoch 62][Batch 279], Speed: 86.671 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.574
[Epoch 62][Batch 289], Speed: 86.393 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.574
[Epoch 62][Batch 299], Speed: 86.621 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.573
[Epoch 62][Batch 309], Speed: 86.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.573
[Epoch 62][Batch 319], Speed: 86.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.573
[Epoch 62][Batch 329], Speed: 85.476 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.573
[Epoch 62][Batch 339], Speed: 83.277 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.572
[Epoch 62][Batch 349], Speed: 86.031 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.572
[Epoch 62][Batch 359], Speed: 85.851 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.572
[Epoch 62][Batch 369], Speed: 86.348 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.571
[Epoch 62][Batch 379], Speed: 85.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.571
[Epoch 62][Batch 389], Speed: 86.633 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.571
[Epoch 62][Batch 399], Speed: 86.519 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.571
[Epoch 62][Batch 409], Speed: 84.921 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.570
[Epoch 62][Batch 419], Speed: 85.731 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.570
[Epoch 62][Batch 429], Speed: 85.604 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.570
[Epoch 62][Batch 439], Speed: 85.559 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.570
[Epoch 62][Batch 449], Speed: 85.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.569
[Epoch 62][Batch 459], Speed: 87.375 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.569
[Epoch 62][Batch 469], Speed: 87.612 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.569
[Epoch 62][Batch 479], Speed: 87.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.569
[Epoch 62][Batch 489], Speed: 87.749 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.568
[Epoch 62][Batch 499], Speed: 87.087 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.568
[Epoch 62][Batch 509], Speed: 87.612 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.568
[Epoch 62] Training cost: 195.309, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.568
[Epoch 63][Batch 9], Speed: 86.022 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.567
[Epoch 63][Batch 19], Speed: 84.052 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.230, HeatmapFocal=1.567
[Epoch 63][Batch 29], Speed: 86.064 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.567
[Epoch 63][Batch 39], Speed: 85.860 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.567
[Epoch 63][Batch 49], Speed: 85.968 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.566
[Epoch 63][Batch 59], Speed: 86.837 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.566
[Epoch 63][Batch 69], Speed: 86.228 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.566
[Epoch 63][Batch 79], Speed: 85.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.566
[Epoch 63][Batch 89], Speed: 85.740 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.565
[Epoch 63][Batch 99], Speed: 86.108 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.565
[Epoch 63][Batch 109], Speed: 85.883 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.565
[Epoch 63][Batch 119], Speed: 86.505 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.565
[Epoch 63][Batch 129], Speed: 86.231 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.564
[Epoch 63][Batch 139], Speed: 86.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.564
[Epoch 63][Batch 149], Speed: 85.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.564
[Epoch 63][Batch 159], Speed: 86.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.563
[Epoch 63][Batch 169], Speed: 85.559 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.563
[Epoch 63][Batch 179], Speed: 86.457 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.563
[Epoch 63][Batch 189], Speed: 85.725 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.563
[Epoch 63][Batch 199], Speed: 86.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.562
[Epoch 63][Batch 209], Speed: 86.167 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.562
[Epoch 63][Batch 219], Speed: 86.184 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.562
[Epoch 63][Batch 229], Speed: 83.114 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.562
[Epoch 63][Batch 239], Speed: 85.778 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.561
[Epoch 63][Batch 249], Speed: 86.009 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.561
[Epoch 63][Batch 259], Speed: 85.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.561
[Epoch 63][Batch 269], Speed: 86.197 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.561
[Epoch 63][Batch 279], Speed: 86.418 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.560
[Epoch 63][Batch 289], Speed: 86.429 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.560
[Epoch 63][Batch 299], Speed: 86.380 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.560
[Epoch 63][Batch 309], Speed: 86.094 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.560
[Epoch 63][Batch 319], Speed: 86.031 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.559
[Epoch 63][Batch 329], Speed: 86.153 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.559
[Epoch 63][Batch 339], Speed: 86.867 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.559
[Epoch 63][Batch 349], Speed: 85.619 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.559
[Epoch 63][Batch 359], Speed: 86.718 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.558
[Epoch 63][Batch 369], Speed: 84.712 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.558
[Epoch 63][Batch 379], Speed: 86.254 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.558
[Epoch 63][Batch 389], Speed: 85.922 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.558
[Epoch 63][Batch 399], Speed: 85.660 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.557
[Epoch 63][Batch 409], Speed: 83.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.557
[Epoch 63][Batch 419], Speed: 86.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.557
[Epoch 63][Batch 429], Speed: 86.030 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.557
[Epoch 63][Batch 439], Speed: 85.582 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.556
[Epoch 63][Batch 449], Speed: 86.157 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.556
[Epoch 63][Batch 459], Speed: 85.801 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.556
[Epoch 63][Batch 469], Speed: 86.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.556
[Epoch 63][Batch 479], Speed: 87.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.555
[Epoch 63][Batch 489], Speed: 86.237 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.555
[Epoch 63][Batch 499], Speed: 86.718 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.555
[Epoch 63][Batch 509], Speed: 87.415 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.555
[Epoch 63] Training cost: 195.726, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.554
[Epoch 64][Batch 9], Speed: 86.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.232, HeatmapFocal=1.554
[Epoch 64][Batch 19], Speed: 85.120 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.554
[Epoch 64][Batch 29], Speed: 86.468 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.554
[Epoch 64][Batch 39], Speed: 86.424 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.553
[Epoch 64][Batch 49], Speed: 86.409 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.553
[Epoch 64][Batch 59], Speed: 85.774 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.553
[Epoch 64][Batch 69], Speed: 85.137 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.553
[Epoch 64][Batch 79], Speed: 84.994 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.552
[Epoch 64][Batch 89], Speed: 85.048 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.552
[Epoch 64][Batch 99], Speed: 85.032 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.230, HeatmapFocal=1.552
[Epoch 64][Batch 109], Speed: 86.378 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.230, HeatmapFocal=1.552
[Epoch 64][Batch 119], Speed: 86.261 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.552
[Epoch 64][Batch 129], Speed: 85.924 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.551
[Epoch 64][Batch 139], Speed: 86.291 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.551
[Epoch 64][Batch 149], Speed: 86.279 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.551
[Epoch 64][Batch 159], Speed: 86.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.551
[Epoch 64][Batch 169], Speed: 86.467 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.550
[Epoch 64][Batch 179], Speed: 86.313 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.550
[Epoch 64][Batch 189], Speed: 86.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.550
[Epoch 64][Batch 199], Speed: 85.656 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.549
[Epoch 64][Batch 209], Speed: 86.142 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.549
[Epoch 64][Batch 219], Speed: 85.979 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.549
[Epoch 64][Batch 229], Speed: 86.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.549
[Epoch 64][Batch 239], Speed: 85.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.231, HeatmapFocal=1.549
[Epoch 64][Batch 249], Speed: 86.206 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.548
[Epoch 64][Batch 259], Speed: 85.779 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.548
[Epoch 64][Batch 269], Speed: 86.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.548
[Epoch 64][Batch 279], Speed: 86.400 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.548
[Epoch 64][Batch 289], Speed: 86.404 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.547
[Epoch 64][Batch 299], Speed: 86.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.547
[Epoch 64][Batch 309], Speed: 86.253 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.547
[Epoch 64][Batch 319], Speed: 86.189 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.547
[Epoch 64][Batch 329], Speed: 85.816 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.546
[Epoch 64][Batch 339], Speed: 86.454 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.546
[Epoch 64][Batch 349], Speed: 83.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.546
[Epoch 64][Batch 359], Speed: 85.512 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.546
[Epoch 64][Batch 369], Speed: 86.451 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.545
[Epoch 64][Batch 379], Speed: 86.330 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.545
[Epoch 64][Batch 389], Speed: 85.749 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.545
[Epoch 64][Batch 399], Speed: 84.841 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.545
[Epoch 64][Batch 409], Speed: 85.707 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.544
[Epoch 64][Batch 419], Speed: 85.938 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.544
[Epoch 64][Batch 429], Speed: 84.014 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.544
[Epoch 64][Batch 439], Speed: 85.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.544
[Epoch 64][Batch 449], Speed: 86.631 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.543
[Epoch 64][Batch 459], Speed: 87.469 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.543
[Epoch 64][Batch 469], Speed: 87.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.543
[Epoch 64][Batch 479], Speed: 87.276 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.543
[Epoch 64][Batch 489], Speed: 86.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.542
[Epoch 64][Batch 499], Speed: 87.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.542
[Epoch 64][Batch 509], Speed: 87.218 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.542
[Epoch 64] Training cost: 195.511, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.542
[Epoch 65][Batch 9], Speed: 85.544 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.225, HeatmapFocal=1.542
[Epoch 65][Batch 19], Speed: 86.115 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.541
[Epoch 65][Batch 29], Speed: 86.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.541
[Epoch 65][Batch 39], Speed: 84.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.541
[Epoch 65][Batch 49], Speed: 86.208 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.541
[Epoch 65][Batch 59], Speed: 86.224 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.540
[Epoch 65][Batch 69], Speed: 84.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.540
[Epoch 65][Batch 79], Speed: 86.103 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.229, HeatmapFocal=1.540
[Epoch 65][Batch 89], Speed: 85.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.229, HeatmapFocal=1.540
[Epoch 65][Batch 99], Speed: 85.908 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.539
[Epoch 65][Batch 109], Speed: 86.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.230, HeatmapFocal=1.539
[Epoch 65][Batch 119], Speed: 86.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.539
[Epoch 65][Batch 129], Speed: 85.627 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.539
[Epoch 65][Batch 139], Speed: 83.140 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.538
[Epoch 65][Batch 149], Speed: 85.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.538
[Epoch 65][Batch 159], Speed: 84.982 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.538
[Epoch 65][Batch 169], Speed: 86.427 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.538
[Epoch 65][Batch 179], Speed: 86.510 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.537
[Epoch 65][Batch 189], Speed: 85.353 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.537
[Epoch 65][Batch 199], Speed: 86.137 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.537
[Epoch 65][Batch 209], Speed: 86.511 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.537
[Epoch 65][Batch 219], Speed: 85.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.537
[Epoch 65][Batch 229], Speed: 86.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.536
[Epoch 65][Batch 239], Speed: 86.415 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.536
[Epoch 65][Batch 249], Speed: 84.842 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.536
[Epoch 65][Batch 259], Speed: 86.205 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.536
[Epoch 65][Batch 269], Speed: 84.878 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.535
[Epoch 65][Batch 279], Speed: 86.428 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.535
[Epoch 65][Batch 289], Speed: 86.588 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.535
[Epoch 65][Batch 299], Speed: 86.107 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.535
[Epoch 65][Batch 309], Speed: 85.781 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.534
[Epoch 65][Batch 319], Speed: 85.465 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.534
[Epoch 65][Batch 329], Speed: 86.038 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.534
[Epoch 65][Batch 339], Speed: 86.215 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.534
[Epoch 65][Batch 349], Speed: 86.373 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.533
[Epoch 65][Batch 359], Speed: 85.644 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.533
[Epoch 65][Batch 369], Speed: 86.318 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.533
[Epoch 65][Batch 379], Speed: 85.745 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.533
[Epoch 65][Batch 389], Speed: 86.421 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.532
[Epoch 65][Batch 399], Speed: 86.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.532
[Epoch 65][Batch 409], Speed: 85.452 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.532
[Epoch 65][Batch 419], Speed: 85.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.532
[Epoch 65][Batch 429], Speed: 86.042 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.532
[Epoch 65][Batch 439], Speed: 85.508 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.531
[Epoch 65][Batch 449], Speed: 86.091 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.531
[Epoch 65][Batch 459], Speed: 87.575 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.531
[Epoch 65][Batch 469], Speed: 87.731 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.531
[Epoch 65][Batch 479], Speed: 87.116 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.530
[Epoch 65][Batch 489], Speed: 87.223 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.530
[Epoch 65][Batch 499], Speed: 87.728 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.530
[Epoch 65][Batch 509], Speed: 87.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.530
[Epoch 65] Training cost: 195.271, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.529
[Epoch 65] Validation: 
aeroplane=0.7813195893601531
bicycle=0.869709364080057
bird=0.7818090737803055
boat=0.6824948797465384
bottle=0.6604456705810442
bus=0.8443133477471301
car=0.866734626249207
cat=0.8723726559802792
chair=0.6426907844877255
cow=0.8476673336050463
diningtable=0.7039564640452108
dog=0.8567405166370896
horse=0.8708313412937949
motorbike=0.8501577269075903
person=0.7924466855846657
pottedplant=0.5347080524749144
sheep=0.8539505330483316
sofa=0.7685186456860864
train=0.8635531390053408
tvmonitor=0.7897597766602696
mAP=0.7867090103480391
[Epoch 66][Batch 9], Speed: 85.956 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.529
[Epoch 66][Batch 19], Speed: 86.260 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.529
[Epoch 66][Batch 29], Speed: 84.432 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.529
[Epoch 66][Batch 39], Speed: 86.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.528
[Epoch 66][Batch 49], Speed: 85.612 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.528
[Epoch 66][Batch 59], Speed: 86.525 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.528
[Epoch 66][Batch 69], Speed: 86.238 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.528
[Epoch 66][Batch 79], Speed: 85.800 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.528
[Epoch 66][Batch 89], Speed: 86.728 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.527
[Epoch 66][Batch 99], Speed: 85.361 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.527
[Epoch 66][Batch 109], Speed: 86.191 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.527
[Epoch 66][Batch 119], Speed: 85.736 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.527
[Epoch 66][Batch 129], Speed: 86.254 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.526
[Epoch 66][Batch 139], Speed: 85.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.526
[Epoch 66][Batch 149], Speed: 85.875 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.526
[Epoch 66][Batch 159], Speed: 86.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.526
[Epoch 66][Batch 169], Speed: 86.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.525
[Epoch 66][Batch 179], Speed: 86.217 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.525
[Epoch 66][Batch 189], Speed: 84.048 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.525
[Epoch 66][Batch 199], Speed: 86.194 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.525
[Epoch 66][Batch 209], Speed: 86.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.524
[Epoch 66][Batch 219], Speed: 86.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.524
[Epoch 66][Batch 229], Speed: 86.006 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.524
[Epoch 66][Batch 239], Speed: 85.812 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.524
[Epoch 66][Batch 249], Speed: 83.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.524
[Epoch 66][Batch 259], Speed: 85.920 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.523
[Epoch 66][Batch 269], Speed: 86.157 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.523
[Epoch 66][Batch 279], Speed: 86.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.523
[Epoch 66][Batch 289], Speed: 85.573 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.523
[Epoch 66][Batch 299], Speed: 85.859 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.522
[Epoch 66][Batch 309], Speed: 86.083 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.522
[Epoch 66][Batch 319], Speed: 85.905 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.522
[Epoch 66][Batch 329], Speed: 85.984 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.522
[Epoch 66][Batch 339], Speed: 86.126 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.521
[Epoch 66][Batch 349], Speed: 86.140 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.521
[Epoch 66][Batch 359], Speed: 86.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.521
[Epoch 66][Batch 369], Speed: 85.524 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.521
[Epoch 66][Batch 379], Speed: 85.597 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.521
[Epoch 66][Batch 389], Speed: 83.179 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.520
[Epoch 66][Batch 399], Speed: 86.170 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.520
[Epoch 66][Batch 409], Speed: 86.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.520
[Epoch 66][Batch 419], Speed: 85.629 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.520
[Epoch 66][Batch 429], Speed: 86.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.519
[Epoch 66][Batch 439], Speed: 85.112 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.519
[Epoch 66][Batch 449], Speed: 86.386 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.519
[Epoch 66][Batch 459], Speed: 87.553 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.519
[Epoch 66][Batch 469], Speed: 87.853 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.519
[Epoch 66][Batch 479], Speed: 87.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.518
[Epoch 66][Batch 489], Speed: 87.049 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.518
[Epoch 66][Batch 499], Speed: 87.370 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.518
[Epoch 66][Batch 509], Speed: 87.446 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.518
[Epoch 66] Training cost: 195.315, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.517
[Epoch 67][Batch 9], Speed: 86.247 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.230, HeatmapFocal=1.517
[Epoch 67][Batch 19], Speed: 86.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.228, HeatmapFocal=1.517
[Epoch 67][Batch 29], Speed: 86.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.517
[Epoch 67][Batch 39], Speed: 85.647 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.517
[Epoch 67][Batch 49], Speed: 86.282 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.516
[Epoch 67][Batch 59], Speed: 85.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.516
[Epoch 67][Batch 69], Speed: 85.790 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.516
[Epoch 67][Batch 79], Speed: 85.350 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.516
[Epoch 67][Batch 89], Speed: 86.008 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.515
[Epoch 67][Batch 99], Speed: 85.507 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.515
[Epoch 67][Batch 109], Speed: 86.018 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.515
[Epoch 67][Batch 119], Speed: 85.464 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.515
[Epoch 67][Batch 129], Speed: 85.450 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.514
[Epoch 67][Batch 139], Speed: 86.275 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.514
[Epoch 67][Batch 149], Speed: 86.252 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.514
[Epoch 67][Batch 159], Speed: 86.266 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.514
[Epoch 67][Batch 169], Speed: 84.598 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.514
[Epoch 67][Batch 179], Speed: 82.804 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.513
[Epoch 67][Batch 189], Speed: 85.155 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.513
[Epoch 67][Batch 199], Speed: 86.509 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.513
[Epoch 67][Batch 209], Speed: 86.171 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.513
[Epoch 67][Batch 219], Speed: 86.361 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.512
[Epoch 67][Batch 229], Speed: 85.741 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.512
[Epoch 67][Batch 239], Speed: 86.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.512
[Epoch 67][Batch 249], Speed: 86.206 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.512
[Epoch 67][Batch 259], Speed: 84.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.511
[Epoch 67][Batch 269], Speed: 85.725 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.511
[Epoch 67][Batch 279], Speed: 85.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.511
[Epoch 67][Batch 289], Speed: 86.826 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.511
[Epoch 67][Batch 299], Speed: 86.812 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.511
[Epoch 67][Batch 309], Speed: 86.139 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.510
[Epoch 67][Batch 319], Speed: 83.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.510
[Epoch 67][Batch 329], Speed: 85.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.510
[Epoch 67][Batch 339], Speed: 86.484 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.510
[Epoch 67][Batch 349], Speed: 85.706 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.509
[Epoch 67][Batch 359], Speed: 86.046 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.509
[Epoch 67][Batch 369], Speed: 86.538 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.509
[Epoch 67][Batch 379], Speed: 86.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.509
[Epoch 67][Batch 389], Speed: 86.025 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.509
[Epoch 67][Batch 399], Speed: 85.759 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.508
[Epoch 67][Batch 409], Speed: 86.653 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.508
[Epoch 67][Batch 419], Speed: 84.099 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.508
[Epoch 67][Batch 429], Speed: 86.174 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.508
[Epoch 67][Batch 439], Speed: 86.443 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.507
[Epoch 67][Batch 449], Speed: 85.227 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.507
[Epoch 67][Batch 459], Speed: 87.140 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.507
[Epoch 67][Batch 469], Speed: 87.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.507
[Epoch 67][Batch 479], Speed: 87.204 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.507
[Epoch 67][Batch 489], Speed: 87.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.506
[Epoch 67][Batch 499], Speed: 87.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.506
[Epoch 67][Batch 509], Speed: 87.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.506
[Epoch 67] Training cost: 195.414, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.506
[Epoch 68][Batch 9], Speed: 86.570 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.235, HeatmapFocal=1.506
[Epoch 68][Batch 19], Speed: 86.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.214, CenterRegL1=0.230, HeatmapFocal=1.505
[Epoch 68][Batch 29], Speed: 86.118 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.229, HeatmapFocal=1.505
[Epoch 68][Batch 39], Speed: 86.344 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.229, HeatmapFocal=1.505
[Epoch 68][Batch 49], Speed: 85.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.230, HeatmapFocal=1.505
[Epoch 68][Batch 59], Speed: 86.067 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.504
[Epoch 68][Batch 69], Speed: 86.250 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.504
[Epoch 68][Batch 79], Speed: 86.094 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.504
[Epoch 68][Batch 89], Speed: 86.277 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.504
[Epoch 68][Batch 99], Speed: 85.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.503
[Epoch 68][Batch 109], Speed: 86.284 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.503
[Epoch 68][Batch 119], Speed: 85.971 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.503
[Epoch 68][Batch 129], Speed: 84.286 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.503
[Epoch 68][Batch 139], Speed: 86.171 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.503
[Epoch 68][Batch 149], Speed: 86.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.502
[Epoch 68][Batch 159], Speed: 85.533 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.502
[Epoch 68][Batch 169], Speed: 86.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.502
[Epoch 68][Batch 179], Speed: 86.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.502
[Epoch 68][Batch 189], Speed: 85.009 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.502
[Epoch 68][Batch 199], Speed: 85.591 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.501
[Epoch 68][Batch 209], Speed: 86.039 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.501
[Epoch 68][Batch 219], Speed: 85.999 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.501
[Epoch 68][Batch 229], Speed: 86.583 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.501
[Epoch 68][Batch 239], Speed: 86.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.500
[Epoch 68][Batch 249], Speed: 85.920 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.500
[Epoch 68][Batch 259], Speed: 86.152 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.500
[Epoch 68][Batch 269], Speed: 86.232 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.500
[Epoch 68][Batch 279], Speed: 85.997 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.500
[Epoch 68][Batch 289], Speed: 86.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.499
[Epoch 68][Batch 299], Speed: 85.270 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.499
[Epoch 68][Batch 309], Speed: 86.236 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.499
[Epoch 68][Batch 319], Speed: 83.756 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.499
[Epoch 68][Batch 329], Speed: 83.521 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.498
[Epoch 68][Batch 339], Speed: 86.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.498
[Epoch 68][Batch 349], Speed: 86.347 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.498
[Epoch 68][Batch 359], Speed: 86.436 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.498
[Epoch 68][Batch 369], Speed: 86.429 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.498
[Epoch 68][Batch 379], Speed: 86.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.497
[Epoch 68][Batch 389], Speed: 85.847 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.497
[Epoch 68][Batch 399], Speed: 86.889 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.497
[Epoch 68][Batch 409], Speed: 86.863 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.230, HeatmapFocal=1.497
[Epoch 68][Batch 419], Speed: 84.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.496
[Epoch 68][Batch 429], Speed: 85.972 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.496
[Epoch 68][Batch 439], Speed: 86.265 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.496
[Epoch 68][Batch 449], Speed: 86.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.496
[Epoch 68][Batch 459], Speed: 86.934 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.496
[Epoch 68][Batch 469], Speed: 87.589 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.495
[Epoch 68][Batch 479], Speed: 87.427 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.495
[Epoch 68][Batch 489], Speed: 87.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.495
[Epoch 68][Batch 499], Speed: 86.691 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.495
[Epoch 68][Batch 509], Speed: 86.861 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.495
[Epoch 68] Training cost: 195.738, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.494
[Epoch 69][Batch 9], Speed: 85.872 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.494
[Epoch 69][Batch 19], Speed: 85.180 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.228, HeatmapFocal=1.494
[Epoch 69][Batch 29], Speed: 86.097 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.494
[Epoch 69][Batch 39], Speed: 86.165 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.493
[Epoch 69][Batch 49], Speed: 83.247 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.493
[Epoch 69][Batch 59], Speed: 85.148 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.493
[Epoch 69][Batch 69], Speed: 86.146 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.493
[Epoch 69][Batch 79], Speed: 86.199 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.493
[Epoch 69][Batch 89], Speed: 85.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.492
[Epoch 69][Batch 99], Speed: 84.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.492
[Epoch 69][Batch 109], Speed: 85.661 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.492
[Epoch 69][Batch 119], Speed: 85.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.492
[Epoch 69][Batch 129], Speed: 85.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.492
[Epoch 69][Batch 139], Speed: 86.295 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.230, HeatmapFocal=1.491
[Epoch 69][Batch 149], Speed: 85.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.491
[Epoch 69][Batch 159], Speed: 86.532 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.491
[Epoch 69][Batch 169], Speed: 85.854 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.491
[Epoch 69][Batch 179], Speed: 86.176 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.490
[Epoch 69][Batch 189], Speed: 86.315 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.490
[Epoch 69][Batch 199], Speed: 84.540 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.490
[Epoch 69][Batch 209], Speed: 85.932 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.490
[Epoch 69][Batch 219], Speed: 86.164 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.490
[Epoch 69][Batch 229], Speed: 84.951 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.489
[Epoch 69][Batch 239], Speed: 85.900 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.489
[Epoch 69][Batch 249], Speed: 86.332 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.489
[Epoch 69][Batch 259], Speed: 86.672 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.489
[Epoch 69][Batch 269], Speed: 86.084 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.489
[Epoch 69][Batch 279], Speed: 86.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.488
[Epoch 69][Batch 289], Speed: 86.007 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.488
[Epoch 69][Batch 299], Speed: 85.015 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.488
[Epoch 69][Batch 309], Speed: 85.357 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.488
[Epoch 69][Batch 319], Speed: 86.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.488
[Epoch 69][Batch 329], Speed: 86.066 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.487
[Epoch 69][Batch 339], Speed: 85.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.487
[Epoch 69][Batch 349], Speed: 84.977 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.487
[Epoch 69][Batch 359], Speed: 85.797 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.487
[Epoch 69][Batch 369], Speed: 85.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.487
[Epoch 69][Batch 379], Speed: 86.189 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.486
[Epoch 69][Batch 389], Speed: 85.109 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.486
[Epoch 69][Batch 399], Speed: 86.793 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.486
[Epoch 69][Batch 409], Speed: 86.965 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.486
[Epoch 69][Batch 419], Speed: 85.407 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.486
[Epoch 69][Batch 429], Speed: 86.009 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.485
[Epoch 69][Batch 439], Speed: 85.458 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.485
[Epoch 69][Batch 449], Speed: 85.888 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.485
[Epoch 69][Batch 459], Speed: 87.153 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.485
[Epoch 69][Batch 469], Speed: 87.417 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.484
[Epoch 69][Batch 479], Speed: 87.272 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.484
[Epoch 69][Batch 489], Speed: 87.498 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.484
[Epoch 69][Batch 499], Speed: 87.292 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.484
[Epoch 69][Batch 509], Speed: 87.547 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.484
[Epoch 69] Training cost: 195.630, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.483
[Epoch 69] Validation: 
aeroplane=0.7790506678806126
bicycle=0.8665410702722397
bird=0.7817117400450734
boat=0.6621743263737286
bottle=0.6621657544027938
bus=0.8429366829016126
car=0.8668627553270515
cat=0.8713950880906952
chair=0.6389976587881313
cow=0.8568370822792211
diningtable=0.7041599135265942
dog=0.8565216785297923
horse=0.870699767460055
motorbike=0.8529588355397885
person=0.8021806066983865
pottedplant=0.5469990806886779
sheep=0.8596504445864009
sofa=0.771213263655839
train=0.8638785733060154
tvmonitor=0.7802332450880183
mAP=0.7868584117720364