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='resnet101_v1b', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet101_v1b_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: 72.081 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.484, HeatmapFocal=317.949
[Epoch 0][Batch 19], Speed: 72.047 samples/sec, LR=0.000125, WHL1=4.171, CenterRegL1=0.474, HeatmapFocal=214.035
[Epoch 0][Batch 29], Speed: 69.574 samples/sec, LR=0.000125, WHL1=4.109, CenterRegL1=0.450, HeatmapFocal=166.477
[Epoch 0][Batch 39], Speed: 72.237 samples/sec, LR=0.000125, WHL1=4.136, CenterRegL1=0.421, HeatmapFocal=138.824
[Epoch 0][Batch 49], Speed: 71.756 samples/sec, LR=0.000125, WHL1=4.212, CenterRegL1=0.390, HeatmapFocal=119.907
[Epoch 0][Batch 59], Speed: 72.300 samples/sec, LR=0.000125, WHL1=4.222, CenterRegL1=0.366, HeatmapFocal=105.663
[Epoch 0][Batch 69], Speed: 42.706 samples/sec, LR=0.000125, WHL1=4.181, CenterRegL1=0.349, HeatmapFocal=94.097
[Epoch 0][Batch 79], Speed: 71.454 samples/sec, LR=0.000125, WHL1=4.146, CenterRegL1=0.336, HeatmapFocal=84.940
[Epoch 0][Batch 89], Speed: 70.893 samples/sec, LR=0.000125, WHL1=4.178, CenterRegL1=0.325, HeatmapFocal=77.531
[Epoch 0][Batch 99], Speed: 71.029 samples/sec, LR=0.000125, WHL1=4.144, CenterRegL1=0.318, HeatmapFocal=71.209
[Epoch 0][Batch 109], Speed: 69.277 samples/sec, LR=0.000125, WHL1=4.094, CenterRegL1=0.311, HeatmapFocal=65.750
[Epoch 0][Batch 119], Speed: 69.272 samples/sec, LR=0.000125, WHL1=4.045, CenterRegL1=0.306, HeatmapFocal=61.092
[Epoch 0][Batch 129], Speed: 70.939 samples/sec, LR=0.000125, WHL1=4.020, CenterRegL1=0.302, HeatmapFocal=57.145
[Epoch 0][Batch 139], Speed: 70.656 samples/sec, LR=0.000125, WHL1=3.977, CenterRegL1=0.297, HeatmapFocal=53.648
[Epoch 0][Batch 149], Speed: 70.052 samples/sec, LR=0.000125, WHL1=3.959, CenterRegL1=0.294, HeatmapFocal=50.627
[Epoch 0][Batch 159], Speed: 70.487 samples/sec, LR=0.000125, WHL1=3.928, CenterRegL1=0.291, HeatmapFocal=47.930
[Epoch 0][Batch 169], Speed: 68.523 samples/sec, LR=0.000125, WHL1=3.908, CenterRegL1=0.289, HeatmapFocal=45.533
[Epoch 0][Batch 179], Speed: 71.080 samples/sec, LR=0.000125, WHL1=3.885, CenterRegL1=0.287, HeatmapFocal=43.366
[Epoch 0][Batch 189], Speed: 69.367 samples/sec, LR=0.000125, WHL1=3.866, CenterRegL1=0.284, HeatmapFocal=41.424
[Epoch 0][Batch 199], Speed: 70.269 samples/sec, LR=0.000125, WHL1=3.838, CenterRegL1=0.282, HeatmapFocal=39.664
[Epoch 0][Batch 209], Speed: 71.413 samples/sec, LR=0.000125, WHL1=3.810, CenterRegL1=0.280, HeatmapFocal=38.050
[Epoch 0][Batch 219], Speed: 71.215 samples/sec, LR=0.000125, WHL1=3.786, CenterRegL1=0.278, HeatmapFocal=36.583
[Epoch 0][Batch 229], Speed: 69.845 samples/sec, LR=0.000125, WHL1=3.763, CenterRegL1=0.277, HeatmapFocal=35.238
[Epoch 0][Batch 239], Speed: 70.320 samples/sec, LR=0.000125, WHL1=3.743, CenterRegL1=0.276, HeatmapFocal=33.998
[Epoch 0][Batch 249], Speed: 70.953 samples/sec, LR=0.000125, WHL1=3.711, CenterRegL1=0.274, HeatmapFocal=32.847
[Epoch 0][Batch 259], Speed: 70.944 samples/sec, LR=0.000125, WHL1=3.686, CenterRegL1=0.273, HeatmapFocal=31.788
[Epoch 0][Batch 269], Speed: 70.706 samples/sec, LR=0.000125, WHL1=3.655, CenterRegL1=0.272, HeatmapFocal=30.798
[Epoch 0][Batch 279], Speed: 71.356 samples/sec, LR=0.000125, WHL1=3.637, CenterRegL1=0.271, HeatmapFocal=29.882
[Epoch 0][Batch 289], Speed: 70.579 samples/sec, LR=0.000125, WHL1=3.606, CenterRegL1=0.270, HeatmapFocal=29.020
[Epoch 0][Batch 299], Speed: 71.049 samples/sec, LR=0.000125, WHL1=3.577, CenterRegL1=0.269, HeatmapFocal=28.214
[Epoch 0][Batch 309], Speed: 71.029 samples/sec, LR=0.000125, WHL1=3.555, CenterRegL1=0.269, HeatmapFocal=27.461
[Epoch 0][Batch 319], Speed: 71.103 samples/sec, LR=0.000125, WHL1=3.530, CenterRegL1=0.268, HeatmapFocal=26.752
[Epoch 0][Batch 329], Speed: 71.256 samples/sec, LR=0.000125, WHL1=3.510, CenterRegL1=0.267, HeatmapFocal=26.088
[Epoch 0][Batch 339], Speed: 70.141 samples/sec, LR=0.000125, WHL1=3.481, CenterRegL1=0.267, HeatmapFocal=25.458
[Epoch 0][Batch 349], Speed: 70.011 samples/sec, LR=0.000125, WHL1=3.456, CenterRegL1=0.266, HeatmapFocal=24.862
[Epoch 0][Batch 359], Speed: 68.898 samples/sec, LR=0.000125, WHL1=3.431, CenterRegL1=0.265, HeatmapFocal=24.298
[Epoch 0][Batch 369], Speed: 69.988 samples/sec, LR=0.000125, WHL1=3.403, CenterRegL1=0.265, HeatmapFocal=23.762
[Epoch 0][Batch 379], Speed: 70.579 samples/sec, LR=0.000125, WHL1=3.380, CenterRegL1=0.265, HeatmapFocal=23.254
[Epoch 0][Batch 389], Speed: 71.257 samples/sec, LR=0.000125, WHL1=3.354, CenterRegL1=0.264, HeatmapFocal=22.771
[Epoch 0][Batch 399], Speed: 69.474 samples/sec, LR=0.000125, WHL1=3.328, CenterRegL1=0.264, HeatmapFocal=22.310
[Epoch 0][Batch 409], Speed: 70.874 samples/sec, LR=0.000125, WHL1=3.307, CenterRegL1=0.264, HeatmapFocal=21.874
[Epoch 0][Batch 419], Speed: 70.492 samples/sec, LR=0.000125, WHL1=3.287, CenterRegL1=0.264, HeatmapFocal=21.457
[Epoch 0][Batch 429], Speed: 69.492 samples/sec, LR=0.000125, WHL1=3.268, CenterRegL1=0.263, HeatmapFocal=21.062
[Epoch 0][Batch 439], Speed: 70.831 samples/sec, LR=0.000125, WHL1=3.245, CenterRegL1=0.263, HeatmapFocal=20.682
[Epoch 0][Batch 449], Speed: 71.064 samples/sec, LR=0.000125, WHL1=3.226, CenterRegL1=0.263, HeatmapFocal=20.320
[Epoch 0][Batch 459], Speed: 71.621 samples/sec, LR=0.000125, WHL1=3.205, CenterRegL1=0.263, HeatmapFocal=19.971
[Epoch 0][Batch 469], Speed: 71.640 samples/sec, LR=0.000125, WHL1=3.181, CenterRegL1=0.263, HeatmapFocal=19.637
[Epoch 0][Batch 479], Speed: 70.862 samples/sec, LR=0.000125, WHL1=3.160, CenterRegL1=0.263, HeatmapFocal=19.317
[Epoch 0][Batch 489], Speed: 71.255 samples/sec, LR=0.000125, WHL1=3.140, CenterRegL1=0.263, HeatmapFocal=19.008
[Epoch 0][Batch 499], Speed: 71.662 samples/sec, LR=0.000125, WHL1=3.121, CenterRegL1=0.263, HeatmapFocal=18.713
[Epoch 0][Batch 509], Speed: 71.783 samples/sec, LR=0.000125, WHL1=3.102, CenterRegL1=0.263, HeatmapFocal=18.430
[Epoch 0] Training cost: 244.274, WHL1=3.087, CenterRegL1=0.263, HeatmapFocal=18.237
[Epoch 0] Validation: 
aeroplane=0.0
bicycle=0.0
bird=0.0
boat=0.0
bottle=0.0
bus=0.0
car=0.0006007208650380457
cat=0.0
chair=0.0
cow=0.0
diningtable=0.0
dog=0.0
horse=0.0
motorbike=1.9152868620897695e-05
person=0.0021542729788312145
pottedplant=0.0
sheep=0.001652892561983471
sofa=0.0
train=0.0
tvmonitor=0.0
mAP=0.00022135196372368143
[Epoch 1][Batch 9], Speed: 70.772 samples/sec, LR=0.000125, WHL1=2.124, CenterRegL1=0.271, HeatmapFocal=17.970
[Epoch 1][Batch 19], Speed: 71.835 samples/sec, LR=0.000125, WHL1=2.077, CenterRegL1=0.264, HeatmapFocal=17.714
[Epoch 1][Batch 29], Speed: 70.845 samples/sec, LR=0.000125, WHL1=2.064, CenterRegL1=0.264, HeatmapFocal=17.467
[Epoch 1][Batch 39], Speed: 71.356 samples/sec, LR=0.000125, WHL1=2.033, CenterRegL1=0.265, HeatmapFocal=17.228
[Epoch 1][Batch 49], Speed: 70.837 samples/sec, LR=0.000125, WHL1=1.995, CenterRegL1=0.265, HeatmapFocal=16.995
[Epoch 1][Batch 59], Speed: 70.925 samples/sec, LR=0.000125, WHL1=1.953, CenterRegL1=0.264, HeatmapFocal=16.772
[Epoch 1][Batch 69], Speed: 70.198 samples/sec, LR=0.000125, WHL1=1.946, CenterRegL1=0.263, HeatmapFocal=16.556
[Epoch 1][Batch 79], Speed: 69.085 samples/sec, LR=0.000125, WHL1=1.935, CenterRegL1=0.264, HeatmapFocal=16.348
[Epoch 1][Batch 89], Speed: 70.148 samples/sec, LR=0.000125, WHL1=1.932, CenterRegL1=0.263, HeatmapFocal=16.148
[Epoch 1][Batch 99], Speed: 70.836 samples/sec, LR=0.000125, WHL1=1.927, CenterRegL1=0.263, HeatmapFocal=15.952
[Epoch 1][Batch 109], Speed: 71.159 samples/sec, LR=0.000125, WHL1=1.913, CenterRegL1=0.263, HeatmapFocal=15.762
[Epoch 1][Batch 119], Speed: 71.515 samples/sec, LR=0.000125, WHL1=1.903, CenterRegL1=0.263, HeatmapFocal=15.578
[Epoch 1][Batch 129], Speed: 71.323 samples/sec, LR=0.000125, WHL1=1.900, CenterRegL1=0.263, HeatmapFocal=15.400
[Epoch 1][Batch 139], Speed: 70.715 samples/sec, LR=0.000125, WHL1=1.894, CenterRegL1=0.263, HeatmapFocal=15.229
[Epoch 1][Batch 149], Speed: 71.990 samples/sec, LR=0.000125, WHL1=1.885, CenterRegL1=0.262, HeatmapFocal=15.062
[Epoch 1][Batch 159], Speed: 70.498 samples/sec, LR=0.000125, WHL1=1.876, CenterRegL1=0.262, HeatmapFocal=14.900
[Epoch 1][Batch 169], Speed: 69.707 samples/sec, LR=0.000125, WHL1=1.864, CenterRegL1=0.262, HeatmapFocal=14.742
[Epoch 1][Batch 179], Speed: 70.496 samples/sec, LR=0.000125, WHL1=1.856, CenterRegL1=0.262, HeatmapFocal=14.589
[Epoch 1][Batch 189], Speed: 70.779 samples/sec, LR=0.000125, WHL1=1.846, CenterRegL1=0.262, HeatmapFocal=14.441
[Epoch 1][Batch 199], Speed: 69.305 samples/sec, LR=0.000125, WHL1=1.838, CenterRegL1=0.262, HeatmapFocal=14.296
[Epoch 1][Batch 209], Speed: 70.770 samples/sec, LR=0.000125, WHL1=1.830, CenterRegL1=0.262, HeatmapFocal=14.154
[Epoch 1][Batch 219], Speed: 70.637 samples/sec, LR=0.000125, WHL1=1.826, CenterRegL1=0.261, HeatmapFocal=14.017
[Epoch 1][Batch 229], Speed: 69.647 samples/sec, LR=0.000125, WHL1=1.815, CenterRegL1=0.261, HeatmapFocal=13.883
[Epoch 1][Batch 239], Speed: 70.584 samples/sec, LR=0.000125, WHL1=1.808, CenterRegL1=0.261, HeatmapFocal=13.753
[Epoch 1][Batch 249], Speed: 69.620 samples/sec, LR=0.000125, WHL1=1.800, CenterRegL1=0.261, HeatmapFocal=13.626
[Epoch 1][Batch 259], Speed: 70.567 samples/sec, LR=0.000125, WHL1=1.793, CenterRegL1=0.261, HeatmapFocal=13.502
[Epoch 1][Batch 269], Speed: 70.590 samples/sec, LR=0.000125, WHL1=1.784, CenterRegL1=0.261, HeatmapFocal=13.381
[Epoch 1][Batch 279], Speed: 70.656 samples/sec, LR=0.000125, WHL1=1.773, CenterRegL1=0.261, HeatmapFocal=13.262
[Epoch 1][Batch 289], Speed: 70.200 samples/sec, LR=0.000125, WHL1=1.763, CenterRegL1=0.261, HeatmapFocal=13.146
[Epoch 1][Batch 299], Speed: 68.713 samples/sec, LR=0.000125, WHL1=1.753, CenterRegL1=0.261, HeatmapFocal=13.033
[Epoch 1][Batch 309], Speed: 69.731 samples/sec, LR=0.000125, WHL1=1.747, CenterRegL1=0.261, HeatmapFocal=12.923
[Epoch 1][Batch 319], Speed: 70.336 samples/sec, LR=0.000125, WHL1=1.737, CenterRegL1=0.260, HeatmapFocal=12.815
[Epoch 1][Batch 329], Speed: 70.452 samples/sec, LR=0.000125, WHL1=1.731, CenterRegL1=0.260, HeatmapFocal=12.710
[Epoch 1][Batch 339], Speed: 70.462 samples/sec, LR=0.000125, WHL1=1.724, CenterRegL1=0.260, HeatmapFocal=12.607
[Epoch 1][Batch 349], Speed: 70.733 samples/sec, LR=0.000125, WHL1=1.717, CenterRegL1=0.260, HeatmapFocal=12.508
[Epoch 1][Batch 359], Speed: 70.776 samples/sec, LR=0.000125, WHL1=1.712, CenterRegL1=0.260, HeatmapFocal=12.409
[Epoch 1][Batch 369], Speed: 70.082 samples/sec, LR=0.000125, WHL1=1.706, CenterRegL1=0.260, HeatmapFocal=12.312
[Epoch 1][Batch 379], Speed: 68.404 samples/sec, LR=0.000125, WHL1=1.703, CenterRegL1=0.259, HeatmapFocal=12.220
[Epoch 1][Batch 389], Speed: 70.150 samples/sec, LR=0.000125, WHL1=1.697, CenterRegL1=0.259, HeatmapFocal=12.127
[Epoch 1][Batch 399], Speed: 70.310 samples/sec, LR=0.000125, WHL1=1.692, CenterRegL1=0.259, HeatmapFocal=12.037
[Epoch 1][Batch 409], Speed: 70.830 samples/sec, LR=0.000125, WHL1=1.689, CenterRegL1=0.259, HeatmapFocal=11.949
[Epoch 1][Batch 419], Speed: 70.412 samples/sec, LR=0.000125, WHL1=1.684, CenterRegL1=0.259, HeatmapFocal=11.862
[Epoch 1][Batch 429], Speed: 70.133 samples/sec, LR=0.000125, WHL1=1.681, CenterRegL1=0.259, HeatmapFocal=11.777
[Epoch 1][Batch 439], Speed: 70.598 samples/sec, LR=0.000125, WHL1=1.676, CenterRegL1=0.259, HeatmapFocal=11.694
[Epoch 1][Batch 449], Speed: 69.661 samples/sec, LR=0.000125, WHL1=1.669, CenterRegL1=0.258, HeatmapFocal=11.612
[Epoch 1][Batch 459], Speed: 71.266 samples/sec, LR=0.000125, WHL1=1.666, CenterRegL1=0.258, HeatmapFocal=11.531
[Epoch 1][Batch 469], Speed: 71.599 samples/sec, LR=0.000125, WHL1=1.663, CenterRegL1=0.258, HeatmapFocal=11.454
[Epoch 1][Batch 479], Speed: 70.820 samples/sec, LR=0.000125, WHL1=1.658, CenterRegL1=0.258, HeatmapFocal=11.377
[Epoch 1][Batch 489], Speed: 71.678 samples/sec, LR=0.000125, WHL1=1.655, CenterRegL1=0.257, HeatmapFocal=11.301
[Epoch 1][Batch 499], Speed: 70.550 samples/sec, LR=0.000125, WHL1=1.652, CenterRegL1=0.257, HeatmapFocal=11.227
[Epoch 1][Batch 509], Speed: 71.276 samples/sec, LR=0.000125, WHL1=1.649, CenterRegL1=0.257, HeatmapFocal=11.154
[Epoch 1] Training cost: 241.737, WHL1=1.646, CenterRegL1=0.257, HeatmapFocal=11.104
[Epoch 2][Batch 9], Speed: 70.774 samples/sec, LR=0.000125, WHL1=1.544, CenterRegL1=0.242, HeatmapFocal=11.033
[Epoch 2][Batch 19], Speed: 71.064 samples/sec, LR=0.000125, WHL1=1.477, CenterRegL1=0.245, HeatmapFocal=10.963
[Epoch 2][Batch 29], Speed: 69.091 samples/sec, LR=0.000125, WHL1=1.474, CenterRegL1=0.245, HeatmapFocal=10.895
[Epoch 2][Batch 39], Speed: 70.581 samples/sec, LR=0.000125, WHL1=1.453, CenterRegL1=0.245, HeatmapFocal=10.827
[Epoch 2][Batch 49], Speed: 70.151 samples/sec, LR=0.000125, WHL1=1.439, CenterRegL1=0.246, HeatmapFocal=10.760
[Epoch 2][Batch 59], Speed: 71.345 samples/sec, LR=0.000125, WHL1=1.439, CenterRegL1=0.246, HeatmapFocal=10.695
[Epoch 2][Batch 69], Speed: 70.186 samples/sec, LR=0.000125, WHL1=1.440, CenterRegL1=0.246, HeatmapFocal=10.630
[Epoch 2][Batch 79], Speed: 67.267 samples/sec, LR=0.000125, WHL1=1.423, CenterRegL1=0.246, HeatmapFocal=10.566
[Epoch 2][Batch 89], Speed: 70.939 samples/sec, LR=0.000125, WHL1=1.424, CenterRegL1=0.247, HeatmapFocal=10.504
[Epoch 2][Batch 99], Speed: 70.417 samples/sec, LR=0.000125, WHL1=1.418, CenterRegL1=0.246, HeatmapFocal=10.443
[Epoch 2][Batch 109], Speed: 70.066 samples/sec, LR=0.000125, WHL1=1.411, CenterRegL1=0.247, HeatmapFocal=10.382
[Epoch 2][Batch 119], Speed: 70.563 samples/sec, LR=0.000125, WHL1=1.408, CenterRegL1=0.247, HeatmapFocal=10.323
[Epoch 2][Batch 129], Speed: 68.387 samples/sec, LR=0.000125, WHL1=1.405, CenterRegL1=0.247, HeatmapFocal=10.264
[Epoch 2][Batch 139], Speed: 70.128 samples/sec, LR=0.000125, WHL1=1.398, CenterRegL1=0.247, HeatmapFocal=10.207
[Epoch 2][Batch 149], Speed: 69.939 samples/sec, LR=0.000125, WHL1=1.392, CenterRegL1=0.247, HeatmapFocal=10.151
[Epoch 2][Batch 159], Speed: 71.002 samples/sec, LR=0.000125, WHL1=1.397, CenterRegL1=0.247, HeatmapFocal=10.096
[Epoch 2][Batch 169], Speed: 70.782 samples/sec, LR=0.000125, WHL1=1.394, CenterRegL1=0.248, HeatmapFocal=10.041
[Epoch 2][Batch 179], Speed: 71.089 samples/sec, LR=0.000125, WHL1=1.387, CenterRegL1=0.248, HeatmapFocal=9.986
[Epoch 2][Batch 189], Speed: 71.135 samples/sec, LR=0.000125, WHL1=1.386, CenterRegL1=0.248, HeatmapFocal=9.933
[Epoch 2][Batch 199], Speed: 71.057 samples/sec, LR=0.000125, WHL1=1.382, CenterRegL1=0.248, HeatmapFocal=9.879
[Epoch 2][Batch 209], Speed: 70.567 samples/sec, LR=0.000125, WHL1=1.379, CenterRegL1=0.248, HeatmapFocal=9.828
[Epoch 2][Batch 219], Speed: 71.736 samples/sec, LR=0.000125, WHL1=1.377, CenterRegL1=0.248, HeatmapFocal=9.776
[Epoch 2][Batch 229], Speed: 71.023 samples/sec, LR=0.000125, WHL1=1.373, CenterRegL1=0.248, HeatmapFocal=9.726
[Epoch 2][Batch 239], Speed: 71.311 samples/sec, LR=0.000125, WHL1=1.370, CenterRegL1=0.248, HeatmapFocal=9.677
[Epoch 2][Batch 249], Speed: 70.433 samples/sec, LR=0.000125, WHL1=1.367, CenterRegL1=0.248, HeatmapFocal=9.628
[Epoch 2][Batch 259], Speed: 68.634 samples/sec, LR=0.000125, WHL1=1.368, CenterRegL1=0.248, HeatmapFocal=9.580
[Epoch 2][Batch 269], Speed: 70.575 samples/sec, LR=0.000125, WHL1=1.367, CenterRegL1=0.248, HeatmapFocal=9.533
[Epoch 2][Batch 279], Speed: 69.315 samples/sec, LR=0.000125, WHL1=1.363, CenterRegL1=0.248, HeatmapFocal=9.486
[Epoch 2][Batch 289], Speed: 70.084 samples/sec, LR=0.000125, WHL1=1.361, CenterRegL1=0.248, HeatmapFocal=9.440
[Epoch 2][Batch 299], Speed: 70.200 samples/sec, LR=0.000125, WHL1=1.358, CenterRegL1=0.248, HeatmapFocal=9.394
[Epoch 2][Batch 309], Speed: 71.321 samples/sec, LR=0.000125, WHL1=1.358, CenterRegL1=0.248, HeatmapFocal=9.349
[Epoch 2][Batch 319], Speed: 67.753 samples/sec, LR=0.000125, WHL1=1.357, CenterRegL1=0.248, HeatmapFocal=9.305
[Epoch 2][Batch 329], Speed: 69.920 samples/sec, LR=0.000125, WHL1=1.359, CenterRegL1=0.248, HeatmapFocal=9.261
[Epoch 2][Batch 339], Speed: 69.958 samples/sec, LR=0.000125, WHL1=1.361, CenterRegL1=0.248, HeatmapFocal=9.219
[Epoch 2][Batch 349], Speed: 70.683 samples/sec, LR=0.000125, WHL1=1.358, CenterRegL1=0.248, HeatmapFocal=9.176
[Epoch 2][Batch 359], Speed: 71.151 samples/sec, LR=0.000125, WHL1=1.358, CenterRegL1=0.249, HeatmapFocal=9.134
[Epoch 2][Batch 369], Speed: 69.171 samples/sec, LR=0.000125, WHL1=1.354, CenterRegL1=0.249, HeatmapFocal=9.092
[Epoch 2][Batch 379], Speed: 70.201 samples/sec, LR=0.000125, WHL1=1.350, CenterRegL1=0.249, HeatmapFocal=9.050
[Epoch 2][Batch 389], Speed: 70.322 samples/sec, LR=0.000125, WHL1=1.347, CenterRegL1=0.249, HeatmapFocal=9.010
[Epoch 2][Batch 399], Speed: 69.885 samples/sec, LR=0.000125, WHL1=1.346, CenterRegL1=0.249, HeatmapFocal=8.970
[Epoch 2][Batch 409], Speed: 69.549 samples/sec, LR=0.000125, WHL1=1.344, CenterRegL1=0.249, HeatmapFocal=8.930
[Epoch 2][Batch 419], Speed: 69.344 samples/sec, LR=0.000125, WHL1=1.341, CenterRegL1=0.249, HeatmapFocal=8.891
[Epoch 2][Batch 429], Speed: 69.884 samples/sec, LR=0.000125, WHL1=1.338, CenterRegL1=0.249, HeatmapFocal=8.852
[Epoch 2][Batch 439], Speed: 68.823 samples/sec, LR=0.000125, WHL1=1.338, CenterRegL1=0.249, HeatmapFocal=8.814
[Epoch 2][Batch 449], Speed: 66.440 samples/sec, LR=0.000125, WHL1=1.336, CenterRegL1=0.249, HeatmapFocal=8.777
[Epoch 2][Batch 459], Speed: 69.483 samples/sec, LR=0.000125, WHL1=1.333, CenterRegL1=0.249, HeatmapFocal=8.739
[Epoch 2][Batch 469], Speed: 71.558 samples/sec, LR=0.000125, WHL1=1.331, CenterRegL1=0.250, HeatmapFocal=8.703
[Epoch 2][Batch 479], Speed: 71.674 samples/sec, LR=0.000125, WHL1=1.330, CenterRegL1=0.249, HeatmapFocal=8.666
[Epoch 2][Batch 489], Speed: 71.979 samples/sec, LR=0.000125, WHL1=1.330, CenterRegL1=0.249, HeatmapFocal=8.631
[Epoch 2][Batch 499], Speed: 71.847 samples/sec, LR=0.000125, WHL1=1.327, CenterRegL1=0.250, HeatmapFocal=8.595
[Epoch 2][Batch 509], Speed: 71.616 samples/sec, LR=0.000125, WHL1=1.323, CenterRegL1=0.250, HeatmapFocal=8.560
[Epoch 2] Training cost: 241.247, WHL1=1.322, CenterRegL1=0.250, HeatmapFocal=8.536
[Epoch 3][Batch 9], Speed: 69.537 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.248, HeatmapFocal=8.501
[Epoch 3][Batch 19], Speed: 69.948 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.250, HeatmapFocal=8.467
[Epoch 3][Batch 29], Speed: 69.346 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.250, HeatmapFocal=8.433
[Epoch 3][Batch 39], Speed: 70.739 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.249, HeatmapFocal=8.399
[Epoch 3][Batch 49], Speed: 70.953 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.249, HeatmapFocal=8.365
[Epoch 3][Batch 59], Speed: 70.592 samples/sec, LR=0.000125, WHL1=1.174, CenterRegL1=0.248, HeatmapFocal=8.332
[Epoch 3][Batch 69], Speed: 70.472 samples/sec, LR=0.000125, WHL1=1.175, CenterRegL1=0.248, HeatmapFocal=8.300
[Epoch 3][Batch 79], Speed: 70.695 samples/sec, LR=0.000125, WHL1=1.171, CenterRegL1=0.249, HeatmapFocal=8.268
[Epoch 3][Batch 89], Speed: 70.642 samples/sec, LR=0.000125, WHL1=1.174, CenterRegL1=0.248, HeatmapFocal=8.237
[Epoch 3][Batch 99], Speed: 70.782 samples/sec, LR=0.000125, WHL1=1.172, CenterRegL1=0.249, HeatmapFocal=8.205
[Epoch 3][Batch 109], Speed: 71.111 samples/sec, LR=0.000125, WHL1=1.174, CenterRegL1=0.249, HeatmapFocal=8.174
[Epoch 3][Batch 119], Speed: 70.299 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=8.144
[Epoch 3][Batch 129], Speed: 70.811 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=8.114
[Epoch 3][Batch 139], Speed: 70.556 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=8.085
[Epoch 3][Batch 149], Speed: 69.231 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=8.055
[Epoch 3][Batch 159], Speed: 70.053 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=8.026
[Epoch 3][Batch 169], Speed: 71.123 samples/sec, LR=0.000125, WHL1=1.181, CenterRegL1=0.249, HeatmapFocal=7.997
[Epoch 3][Batch 179], Speed: 70.794 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.969
[Epoch 3][Batch 189], Speed: 68.537 samples/sec, LR=0.000125, WHL1=1.181, CenterRegL1=0.249, HeatmapFocal=7.940
[Epoch 3][Batch 199], Speed: 70.375 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.249, HeatmapFocal=7.913
[Epoch 3][Batch 209], Speed: 69.021 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.249, HeatmapFocal=7.885
[Epoch 3][Batch 219], Speed: 70.690 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.249, HeatmapFocal=7.858
[Epoch 3][Batch 229], Speed: 70.859 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.249, HeatmapFocal=7.831
[Epoch 3][Batch 239], Speed: 69.660 samples/sec, LR=0.000125, WHL1=1.187, CenterRegL1=0.249, HeatmapFocal=7.804
[Epoch 3][Batch 249], Speed: 71.100 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.249, HeatmapFocal=7.777
[Epoch 3][Batch 259], Speed: 71.038 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.249, HeatmapFocal=7.751
[Epoch 3][Batch 269], Speed: 70.957 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.249, HeatmapFocal=7.725
[Epoch 3][Batch 279], Speed: 71.484 samples/sec, LR=0.000125, WHL1=1.187, CenterRegL1=0.249, HeatmapFocal=7.699
[Epoch 3][Batch 289], Speed: 70.173 samples/sec, LR=0.000125, WHL1=1.186, CenterRegL1=0.249, HeatmapFocal=7.673
[Epoch 3][Batch 299], Speed: 70.429 samples/sec, LR=0.000125, WHL1=1.186, CenterRegL1=0.249, HeatmapFocal=7.648
[Epoch 3][Batch 309], Speed: 70.793 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.249, HeatmapFocal=7.623
[Epoch 3][Batch 319], Speed: 42.797 samples/sec, LR=0.000125, WHL1=1.184, CenterRegL1=0.249, HeatmapFocal=7.597
[Epoch 3][Batch 329], Speed: 70.567 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.249, HeatmapFocal=7.573
[Epoch 3][Batch 339], Speed: 70.401 samples/sec, LR=0.000125, WHL1=1.187, CenterRegL1=0.249, HeatmapFocal=7.549
[Epoch 3][Batch 349], Speed: 70.148 samples/sec, LR=0.000125, WHL1=1.186, CenterRegL1=0.249, HeatmapFocal=7.524
[Epoch 3][Batch 359], Speed: 70.192 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.249, HeatmapFocal=7.500
[Epoch 3][Batch 369], Speed: 70.819 samples/sec, LR=0.000125, WHL1=1.183, CenterRegL1=0.249, HeatmapFocal=7.477
[Epoch 3][Batch 379], Speed: 70.378 samples/sec, LR=0.000125, WHL1=1.181, CenterRegL1=0.249, HeatmapFocal=7.453
[Epoch 3][Batch 389], Speed: 69.679 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=7.430
[Epoch 3][Batch 399], Speed: 70.130 samples/sec, LR=0.000125, WHL1=1.183, CenterRegL1=0.249, HeatmapFocal=7.407
[Epoch 3][Batch 409], Speed: 70.033 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=7.384
[Epoch 3][Batch 419], Speed: 70.332 samples/sec, LR=0.000125, WHL1=1.181, CenterRegL1=0.249, HeatmapFocal=7.362
[Epoch 3][Batch 429], Speed: 70.705 samples/sec, LR=0.000125, WHL1=1.180, CenterRegL1=0.249, HeatmapFocal=7.340
[Epoch 3][Batch 439], Speed: 71.033 samples/sec, LR=0.000125, WHL1=1.179, CenterRegL1=0.249, HeatmapFocal=7.318
[Epoch 3][Batch 449], Speed: 70.566 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.296
[Epoch 3][Batch 459], Speed: 71.663 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.275
[Epoch 3][Batch 469], Speed: 70.683 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.253
[Epoch 3][Batch 479], Speed: 70.938 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=7.232
[Epoch 3][Batch 489], Speed: 70.801 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.211
[Epoch 3][Batch 499], Speed: 71.964 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.249, HeatmapFocal=7.190
[Epoch 3][Batch 509], Speed: 71.694 samples/sec, LR=0.000125, WHL1=1.176, CenterRegL1=0.249, HeatmapFocal=7.169
[Epoch 3] Training cost: 240.696, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=7.154
[Epoch 4][Batch 9], Speed: 69.883 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.248, HeatmapFocal=7.134
[Epoch 4][Batch 19], Speed: 70.742 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.248, HeatmapFocal=7.113
[Epoch 4][Batch 29], Speed: 69.708 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.248, HeatmapFocal=7.093
[Epoch 4][Batch 39], Speed: 71.351 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.246, HeatmapFocal=7.074
[Epoch 4][Batch 49], Speed: 69.549 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.245, HeatmapFocal=7.054
[Epoch 4][Batch 59], Speed: 70.897 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.245, HeatmapFocal=7.034
[Epoch 4][Batch 69], Speed: 69.766 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.245, HeatmapFocal=7.015
[Epoch 4][Batch 79], Speed: 70.137 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.245, HeatmapFocal=6.995
[Epoch 4][Batch 89], Speed: 70.858 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.245, HeatmapFocal=6.976
[Epoch 4][Batch 99], Speed: 69.760 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.246, HeatmapFocal=6.957
[Epoch 4][Batch 109], Speed: 70.707 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=6.938
[Epoch 4][Batch 119], Speed: 70.693 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=6.919
[Epoch 4][Batch 129], Speed: 70.635 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.247, HeatmapFocal=6.900
[Epoch 4][Batch 139], Speed: 70.534 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.248, HeatmapFocal=6.881
[Epoch 4][Batch 149], Speed: 69.682 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.248, HeatmapFocal=6.863
[Epoch 4][Batch 159], Speed: 70.221 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.248, HeatmapFocal=6.844
[Epoch 4][Batch 169], Speed: 70.782 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.248, HeatmapFocal=6.827
[Epoch 4][Batch 179], Speed: 66.907 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=6.809
[Epoch 4][Batch 189], Speed: 70.322 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=6.792
[Epoch 4][Batch 199], Speed: 70.790 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.248, HeatmapFocal=6.774
[Epoch 4][Batch 209], Speed: 69.366 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.248, HeatmapFocal=6.757
[Epoch 4][Batch 219], Speed: 69.083 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.248, HeatmapFocal=6.739
[Epoch 4][Batch 229], Speed: 70.010 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.248, HeatmapFocal=6.722
[Epoch 4][Batch 239], Speed: 71.096 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.248, HeatmapFocal=6.705
[Epoch 4][Batch 249], Speed: 70.218 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.248, HeatmapFocal=6.688
[Epoch 4][Batch 259], Speed: 70.701 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.248, HeatmapFocal=6.671
[Epoch 4][Batch 269], Speed: 70.613 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=6.655
[Epoch 4][Batch 279], Speed: 69.446 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=6.639
[Epoch 4][Batch 289], Speed: 70.282 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=6.623
[Epoch 4][Batch 299], Speed: 70.681 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=6.607
[Epoch 4][Batch 309], Speed: 70.328 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=6.591
[Epoch 4][Batch 319], Speed: 70.900 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.575
[Epoch 4][Batch 329], Speed: 70.974 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.559
[Epoch 4][Batch 339], Speed: 67.553 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.543
[Epoch 4][Batch 349], Speed: 70.925 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.527
[Epoch 4][Batch 359], Speed: 70.645 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.512
[Epoch 4][Batch 369], Speed: 70.141 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.496
[Epoch 4][Batch 379], Speed: 71.191 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=6.481
[Epoch 4][Batch 389], Speed: 70.733 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=6.466
[Epoch 4][Batch 399], Speed: 36.505 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=6.451
[Epoch 4][Batch 409], Speed: 68.952 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.248, HeatmapFocal=6.436
[Epoch 4][Batch 419], Speed: 70.703 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.421
[Epoch 4][Batch 429], Speed: 69.345 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.406
[Epoch 4][Batch 439], Speed: 70.188 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.392
[Epoch 4][Batch 449], Speed: 69.719 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.377
[Epoch 4][Batch 459], Speed: 71.292 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=6.363
[Epoch 4][Batch 469], Speed: 71.942 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=6.348
[Epoch 4][Batch 479], Speed: 71.428 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=6.334
[Epoch 4][Batch 489], Speed: 71.577 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.321
[Epoch 4][Batch 499], Speed: 71.354 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=6.307
[Epoch 4][Batch 509], Speed: 71.842 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=6.293
[Epoch 4] Training cost: 241.369, WHL1=1.125, CenterRegL1=0.248, HeatmapFocal=6.282
[Epoch 5][Batch 9], Speed: 70.342 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.243, HeatmapFocal=6.269
[Epoch 5][Batch 19], Speed: 71.391 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.243, HeatmapFocal=6.255
[Epoch 5][Batch 29], Speed: 70.533 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.242, HeatmapFocal=6.241
[Epoch 5][Batch 39], Speed: 70.426 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.243, HeatmapFocal=6.227
[Epoch 5][Batch 49], Speed: 70.980 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.243, HeatmapFocal=6.214
[Epoch 5][Batch 59], Speed: 70.003 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.245, HeatmapFocal=6.200
[Epoch 5][Batch 69], Speed: 70.523 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.245, HeatmapFocal=6.187
[Epoch 5][Batch 79], Speed: 70.314 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.245, HeatmapFocal=6.173
[Epoch 5][Batch 89], Speed: 70.556 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.245, HeatmapFocal=6.160
[Epoch 5][Batch 99], Speed: 70.946 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=6.147
[Epoch 5][Batch 109], Speed: 70.401 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.246, HeatmapFocal=6.134
[Epoch 5][Batch 119], Speed: 69.651 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.247, HeatmapFocal=6.121
[Epoch 5][Batch 129], Speed: 70.257 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=6.108
[Epoch 5][Batch 139], Speed: 69.833 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=6.095
[Epoch 5][Batch 149], Speed: 69.770 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=6.083
[Epoch 5][Batch 159], Speed: 70.585 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=6.070
[Epoch 5][Batch 169], Speed: 69.517 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=6.058
[Epoch 5][Batch 179], Speed: 69.619 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=6.045
[Epoch 5][Batch 189], Speed: 70.992 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=6.033
[Epoch 5][Batch 199], Speed: 69.894 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=6.020
[Epoch 5][Batch 209], Speed: 69.967 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=6.008
[Epoch 5][Batch 219], Speed: 70.817 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.996
[Epoch 5][Batch 229], Speed: 70.076 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=5.984
[Epoch 5][Batch 239], Speed: 70.060 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=5.972
[Epoch 5][Batch 249], Speed: 71.071 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=5.960
[Epoch 5][Batch 259], Speed: 70.238 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.948
[Epoch 5][Batch 269], Speed: 70.176 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.936
[Epoch 5][Batch 279], Speed: 70.956 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.924
[Epoch 5][Batch 289], Speed: 70.135 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.912
[Epoch 5][Batch 299], Speed: 70.041 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.247, HeatmapFocal=5.901
[Epoch 5][Batch 309], Speed: 70.571 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.247, HeatmapFocal=5.889
[Epoch 5][Batch 319], Speed: 70.104 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=5.877
[Epoch 5][Batch 329], Speed: 69.174 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=5.866
[Epoch 5][Batch 339], Speed: 69.933 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=5.855
[Epoch 5][Batch 349], Speed: 70.215 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.843
[Epoch 5][Batch 359], Speed: 70.408 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.832
[Epoch 5][Batch 369], Speed: 69.967 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.821
[Epoch 5][Batch 379], Speed: 70.524 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.810
[Epoch 5][Batch 389], Speed: 71.145 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.799
[Epoch 5][Batch 399], Speed: 68.061 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.788
[Epoch 5][Batch 409], Speed: 71.100 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.777
[Epoch 5][Batch 419], Speed: 70.897 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.767
[Epoch 5][Batch 429], Speed: 70.688 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.756
[Epoch 5][Batch 439], Speed: 71.071 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.745
[Epoch 5][Batch 449], Speed: 70.474 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.734
[Epoch 5][Batch 459], Speed: 71.708 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.724
[Epoch 5][Batch 469], Speed: 72.386 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.713
[Epoch 5][Batch 479], Speed: 43.848 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.247, HeatmapFocal=5.703
[Epoch 5][Batch 489], Speed: 71.098 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.692
[Epoch 5][Batch 499], Speed: 71.211 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.682
[Epoch 5][Batch 509], Speed: 70.977 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.671
[Epoch 5] Training cost: 240.597, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.664
[Epoch 5] Validation: 
aeroplane=0.05309335923771646
bicycle=0.08730057135214195
bird=0.1623428731710605
boat=0.04433491343910827
bottle=0.015321836633312042
bus=0.07211118428603001
car=0.2364334612563536
cat=0.2305975969859619
chair=0.26537250617977604
cow=0.2093464162205366
diningtable=0.019692251115730842
dog=0.16909808677030427
horse=0.2533820226880153
motorbike=0.2611680261553601
person=0.28220363348572336
pottedplant=0.11774407196492136
sheep=0.19052596493612184
sofa=0.01798548902255134
train=0.13966114831663623
tvmonitor=0.29713512402541103
mAP=0.15624252686213863
[Epoch 6][Batch 9], Speed: 69.970 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=5.654
[Epoch 6][Batch 19], Speed: 70.417 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.643
[Epoch 6][Batch 29], Speed: 70.498 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=5.633
[Epoch 6][Batch 39], Speed: 70.462 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.246, HeatmapFocal=5.623
[Epoch 6][Batch 49], Speed: 70.807 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.245, HeatmapFocal=5.613
[Epoch 6][Batch 59], Speed: 71.263 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.245, HeatmapFocal=5.603
[Epoch 6][Batch 69], Speed: 69.408 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=5.593
[Epoch 6][Batch 79], Speed: 70.465 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.245, HeatmapFocal=5.583
[Epoch 6][Batch 89], Speed: 70.429 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.245, HeatmapFocal=5.573
[Epoch 6][Batch 99], Speed: 69.890 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.246, HeatmapFocal=5.563
[Epoch 6][Batch 109], Speed: 70.602 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.553
[Epoch 6][Batch 119], Speed: 70.413 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=5.543
[Epoch 6][Batch 129], Speed: 70.538 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=5.533
[Epoch 6][Batch 139], Speed: 70.199 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.523
[Epoch 6][Batch 149], Speed: 70.962 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.247, HeatmapFocal=5.514
[Epoch 6][Batch 159], Speed: 70.312 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=5.504
[Epoch 6][Batch 169], Speed: 70.245 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=5.495
[Epoch 6][Batch 179], Speed: 70.680 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.485
[Epoch 6][Batch 189], Speed: 71.333 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=5.476
[Epoch 6][Batch 199], Speed: 71.057 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=5.467
[Epoch 6][Batch 209], Speed: 68.858 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.457
[Epoch 6][Batch 219], Speed: 70.487 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.448
[Epoch 6][Batch 229], Speed: 70.077 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.439
[Epoch 6][Batch 239], Speed: 70.731 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.430
[Epoch 6][Batch 249], Speed: 69.887 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.421
[Epoch 6][Batch 259], Speed: 70.064 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.412
[Epoch 6][Batch 269], Speed: 69.172 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.403
[Epoch 6][Batch 279], Speed: 69.006 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.394
[Epoch 6][Batch 289], Speed: 71.105 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.385
[Epoch 6][Batch 299], Speed: 70.163 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.376
[Epoch 6][Batch 309], Speed: 70.377 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.368
[Epoch 6][Batch 319], Speed: 70.996 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.359
[Epoch 6][Batch 329], Speed: 70.176 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.350
[Epoch 6][Batch 339], Speed: 70.283 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.342
[Epoch 6][Batch 349], Speed: 70.795 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.333
[Epoch 6][Batch 359], Speed: 68.625 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.324
[Epoch 6][Batch 369], Speed: 70.280 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.316
[Epoch 6][Batch 379], Speed: 70.508 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.307
[Epoch 6][Batch 389], Speed: 70.623 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.299
[Epoch 6][Batch 399], Speed: 70.480 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.290
[Epoch 6][Batch 409], Speed: 71.695 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=5.282
[Epoch 6][Batch 419], Speed: 69.775 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.273
[Epoch 6][Batch 429], Speed: 71.099 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.265
[Epoch 6][Batch 439], Speed: 70.621 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.257
[Epoch 6][Batch 449], Speed: 34.103 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.249
[Epoch 6][Batch 459], Speed: 70.704 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.240
[Epoch 6][Batch 469], Speed: 71.411 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.232
[Epoch 6][Batch 479], Speed: 71.495 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.224
[Epoch 6][Batch 489], Speed: 70.981 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.216
[Epoch 6][Batch 499], Speed: 71.179 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=5.207
[Epoch 6][Batch 509], Speed: 71.738 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.199
[Epoch 6] Training cost: 240.456, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=5.194
[Epoch 7][Batch 9], Speed: 70.953 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.245, HeatmapFocal=5.186
[Epoch 7][Batch 19], Speed: 71.622 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.178
[Epoch 7][Batch 29], Speed: 71.416 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.246, HeatmapFocal=5.170
[Epoch 7][Batch 39], Speed: 71.607 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.245, HeatmapFocal=5.161
[Epoch 7][Batch 49], Speed: 41.286 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.246, HeatmapFocal=5.153
[Epoch 7][Batch 59], Speed: 70.321 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.245, HeatmapFocal=5.145
[Epoch 7][Batch 69], Speed: 70.722 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.247, HeatmapFocal=5.137
[Epoch 7][Batch 79], Speed: 68.585 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.129
[Epoch 7][Batch 89], Speed: 70.104 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.122
[Epoch 7][Batch 99], Speed: 69.158 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.246, HeatmapFocal=5.114
[Epoch 7][Batch 109], Speed: 70.659 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.246, HeatmapFocal=5.106
[Epoch 7][Batch 119], Speed: 70.401 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.246, HeatmapFocal=5.098
[Epoch 7][Batch 129], Speed: 70.159 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.246, HeatmapFocal=5.091
[Epoch 7][Batch 139], Speed: 70.705 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.246, HeatmapFocal=5.083
[Epoch 7][Batch 149], Speed: 70.602 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.246, HeatmapFocal=5.075
[Epoch 7][Batch 159], Speed: 68.175 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.246, HeatmapFocal=5.068
[Epoch 7][Batch 169], Speed: 70.763 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=5.060
[Epoch 7][Batch 179], Speed: 71.260 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=5.053
[Epoch 7][Batch 189], Speed: 70.184 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.246, HeatmapFocal=5.045
[Epoch 7][Batch 199], Speed: 70.352 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.246, HeatmapFocal=5.038
[Epoch 7][Batch 209], Speed: 68.432 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.246, HeatmapFocal=5.031
[Epoch 7][Batch 219], Speed: 69.433 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.245, HeatmapFocal=5.023
[Epoch 7][Batch 229], Speed: 70.278 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.245, HeatmapFocal=5.016
[Epoch 7][Batch 239], Speed: 70.482 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.245, HeatmapFocal=5.009
[Epoch 7][Batch 249], Speed: 70.611 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=5.002
[Epoch 7][Batch 259], Speed: 70.407 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.246, HeatmapFocal=4.995
[Epoch 7][Batch 269], Speed: 70.010 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=4.988
[Epoch 7][Batch 279], Speed: 70.476 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.246, HeatmapFocal=4.981
[Epoch 7][Batch 289], Speed: 70.746 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.246, HeatmapFocal=4.973
[Epoch 7][Batch 299], Speed: 70.788 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=4.966
[Epoch 7][Batch 309], Speed: 70.721 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=4.959
[Epoch 7][Batch 319], Speed: 70.219 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=4.952
[Epoch 7][Batch 329], Speed: 69.727 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=4.945
[Epoch 7][Batch 339], Speed: 71.021 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=4.938
[Epoch 7][Batch 349], Speed: 71.004 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=4.931
[Epoch 7][Batch 359], Speed: 69.518 samples/sec, LR=0.000125, WHL1=1.078, CenterRegL1=0.246, HeatmapFocal=4.924
[Epoch 7][Batch 369], Speed: 70.621 samples/sec, LR=0.000125, WHL1=1.076, CenterRegL1=0.246, HeatmapFocal=4.917
[Epoch 7][Batch 379], Speed: 70.081 samples/sec, LR=0.000125, WHL1=1.076, CenterRegL1=0.246, HeatmapFocal=4.910
[Epoch 7][Batch 389], Speed: 69.428 samples/sec, LR=0.000125, WHL1=1.073, CenterRegL1=0.246, HeatmapFocal=4.903
[Epoch 7][Batch 399], Speed: 69.912 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.246, HeatmapFocal=4.896
[Epoch 7][Batch 409], Speed: 71.161 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.246, HeatmapFocal=4.890
[Epoch 7][Batch 419], Speed: 70.596 samples/sec, LR=0.000125, WHL1=1.070, CenterRegL1=0.246, HeatmapFocal=4.883
[Epoch 7][Batch 429], Speed: 69.115 samples/sec, LR=0.000125, WHL1=1.070, CenterRegL1=0.246, HeatmapFocal=4.876
[Epoch 7][Batch 439], Speed: 71.119 samples/sec, LR=0.000125, WHL1=1.070, CenterRegL1=0.246, HeatmapFocal=4.869
[Epoch 7][Batch 449], Speed: 69.169 samples/sec, LR=0.000125, WHL1=1.069, CenterRegL1=0.246, HeatmapFocal=4.863
[Epoch 7][Batch 459], Speed: 70.350 samples/sec, LR=0.000125, WHL1=1.069, CenterRegL1=0.246, HeatmapFocal=4.856
[Epoch 7][Batch 469], Speed: 72.059 samples/sec, LR=0.000125, WHL1=1.069, CenterRegL1=0.246, HeatmapFocal=4.850
[Epoch 7][Batch 479], Speed: 71.686 samples/sec, LR=0.000125, WHL1=1.069, CenterRegL1=0.246, HeatmapFocal=4.843
[Epoch 7][Batch 489], Speed: 71.481 samples/sec, LR=0.000125, WHL1=1.067, CenterRegL1=0.246, HeatmapFocal=4.837
[Epoch 7][Batch 499], Speed: 72.351 samples/sec, LR=0.000125, WHL1=1.065, CenterRegL1=0.246, HeatmapFocal=4.830
[Epoch 7][Batch 509], Speed: 71.869 samples/sec, LR=0.000125, WHL1=1.066, CenterRegL1=0.246, HeatmapFocal=4.824
[Epoch 7] Training cost: 240.647, WHL1=1.066, CenterRegL1=0.246, HeatmapFocal=4.820
[Epoch 8][Batch 9], Speed: 70.450 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.236, HeatmapFocal=4.813
[Epoch 8][Batch 19], Speed: 71.005 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.240, HeatmapFocal=4.807
[Epoch 8][Batch 29], Speed: 70.571 samples/sec, LR=0.000125, WHL1=1.058, CenterRegL1=0.242, HeatmapFocal=4.800
[Epoch 8][Batch 39], Speed: 70.689 samples/sec, LR=0.000125, WHL1=1.046, CenterRegL1=0.242, HeatmapFocal=4.794
[Epoch 8][Batch 49], Speed: 71.332 samples/sec, LR=0.000125, WHL1=1.038, CenterRegL1=0.243, HeatmapFocal=4.788
[Epoch 8][Batch 59], Speed: 71.784 samples/sec, LR=0.000125, WHL1=1.034, CenterRegL1=0.244, HeatmapFocal=4.781
[Epoch 8][Batch 69], Speed: 70.622 samples/sec, LR=0.000125, WHL1=1.026, CenterRegL1=0.245, HeatmapFocal=4.774
[Epoch 8][Batch 79], Speed: 71.585 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.244, HeatmapFocal=4.768
[Epoch 8][Batch 89], Speed: 71.804 samples/sec, LR=0.000125, WHL1=1.025, CenterRegL1=0.245, HeatmapFocal=4.761
[Epoch 8][Batch 99], Speed: 71.899 samples/sec, LR=0.000125, WHL1=1.026, CenterRegL1=0.244, HeatmapFocal=4.755
[Epoch 8][Batch 109], Speed: 72.189 samples/sec, LR=0.000125, WHL1=1.023, CenterRegL1=0.244, HeatmapFocal=4.749
[Epoch 8][Batch 119], Speed: 71.431 samples/sec, LR=0.000125, WHL1=1.025, CenterRegL1=0.245, HeatmapFocal=4.743
[Epoch 8][Batch 129], Speed: 40.840 samples/sec, LR=0.000125, WHL1=1.028, CenterRegL1=0.245, HeatmapFocal=4.736
[Epoch 8][Batch 139], Speed: 70.903 samples/sec, LR=0.000125, WHL1=1.028, CenterRegL1=0.245, HeatmapFocal=4.730
[Epoch 8][Batch 149], Speed: 70.322 samples/sec, LR=0.000125, WHL1=1.019, CenterRegL1=0.244, HeatmapFocal=4.724
[Epoch 8][Batch 159], Speed: 69.644 samples/sec, LR=0.000125, WHL1=1.020, CenterRegL1=0.244, HeatmapFocal=4.718
[Epoch 8][Batch 169], Speed: 70.403 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.245, HeatmapFocal=4.712
[Epoch 8][Batch 179], Speed: 70.388 samples/sec, LR=0.000125, WHL1=1.016, CenterRegL1=0.244, HeatmapFocal=4.706
[Epoch 8][Batch 189], Speed: 70.486 samples/sec, LR=0.000125, WHL1=1.014, CenterRegL1=0.245, HeatmapFocal=4.700
[Epoch 8][Batch 199], Speed: 70.607 samples/sec, LR=0.000125, WHL1=1.010, CenterRegL1=0.245, HeatmapFocal=4.694
[Epoch 8][Batch 209], Speed: 71.125 samples/sec, LR=0.000125, WHL1=1.006, CenterRegL1=0.244, HeatmapFocal=4.688
[Epoch 8][Batch 219], Speed: 69.029 samples/sec, LR=0.000125, WHL1=1.002, CenterRegL1=0.244, HeatmapFocal=4.682
[Epoch 8][Batch 229], Speed: 70.648 samples/sec, LR=0.000125, WHL1=1.001, CenterRegL1=0.244, HeatmapFocal=4.676
[Epoch 8][Batch 239], Speed: 70.420 samples/sec, LR=0.000125, WHL1=0.997, CenterRegL1=0.244, HeatmapFocal=4.670
[Epoch 8][Batch 249], Speed: 69.397 samples/sec, LR=0.000125, WHL1=0.995, CenterRegL1=0.245, HeatmapFocal=4.665
[Epoch 8][Batch 259], Speed: 69.075 samples/sec, LR=0.000125, WHL1=0.993, CenterRegL1=0.245, HeatmapFocal=4.659
[Epoch 8][Batch 269], Speed: 71.465 samples/sec, LR=0.000125, WHL1=0.991, CenterRegL1=0.245, HeatmapFocal=4.653
[Epoch 8][Batch 279], Speed: 70.905 samples/sec, LR=0.000125, WHL1=0.990, CenterRegL1=0.245, HeatmapFocal=4.647
[Epoch 8][Batch 289], Speed: 70.970 samples/sec, LR=0.000125, WHL1=0.987, CenterRegL1=0.245, HeatmapFocal=4.641
[Epoch 8][Batch 299], Speed: 71.602 samples/sec, LR=0.000125, WHL1=0.985, CenterRegL1=0.245, HeatmapFocal=4.635
[Epoch 8][Batch 309], Speed: 69.749 samples/sec, LR=0.000125, WHL1=0.982, CenterRegL1=0.245, HeatmapFocal=4.629
[Epoch 8][Batch 319], Speed: 68.830 samples/sec, LR=0.000125, WHL1=0.982, CenterRegL1=0.245, HeatmapFocal=4.624
[Epoch 8][Batch 329], Speed: 70.556 samples/sec, LR=0.000125, WHL1=0.979, CenterRegL1=0.245, HeatmapFocal=4.618
[Epoch 8][Batch 339], Speed: 70.970 samples/sec, LR=0.000125, WHL1=0.976, CenterRegL1=0.245, HeatmapFocal=4.612
[Epoch 8][Batch 349], Speed: 70.799 samples/sec, LR=0.000125, WHL1=0.974, CenterRegL1=0.245, HeatmapFocal=4.607
[Epoch 8][Batch 359], Speed: 70.835 samples/sec, LR=0.000125, WHL1=0.974, CenterRegL1=0.245, HeatmapFocal=4.602
[Epoch 8][Batch 369], Speed: 68.908 samples/sec, LR=0.000125, WHL1=0.972, CenterRegL1=0.245, HeatmapFocal=4.596
[Epoch 8][Batch 379], Speed: 71.115 samples/sec, LR=0.000125, WHL1=0.970, CenterRegL1=0.246, HeatmapFocal=4.591
[Epoch 8][Batch 389], Speed: 70.697 samples/sec, LR=0.000125, WHL1=0.969, CenterRegL1=0.246, HeatmapFocal=4.585
[Epoch 8][Batch 399], Speed: 70.104 samples/sec, LR=0.000125, WHL1=0.966, CenterRegL1=0.245, HeatmapFocal=4.580
[Epoch 8][Batch 409], Speed: 71.089 samples/sec, LR=0.000125, WHL1=0.964, CenterRegL1=0.245, HeatmapFocal=4.574
[Epoch 8][Batch 419], Speed: 68.538 samples/sec, LR=0.000125, WHL1=0.961, CenterRegL1=0.246, HeatmapFocal=4.569
[Epoch 8][Batch 429], Speed: 70.619 samples/sec, LR=0.000125, WHL1=0.959, CenterRegL1=0.245, HeatmapFocal=4.563
[Epoch 8][Batch 439], Speed: 70.839 samples/sec, LR=0.000125, WHL1=0.956, CenterRegL1=0.245, HeatmapFocal=4.558
[Epoch 8][Batch 449], Speed: 70.070 samples/sec, LR=0.000125, WHL1=0.954, CenterRegL1=0.246, HeatmapFocal=4.553
[Epoch 8][Batch 459], Speed: 69.352 samples/sec, LR=0.000125, WHL1=0.950, CenterRegL1=0.246, HeatmapFocal=4.547
[Epoch 8][Batch 469], Speed: 71.648 samples/sec, LR=0.000125, WHL1=0.946, CenterRegL1=0.246, HeatmapFocal=4.542
[Epoch 8][Batch 479], Speed: 71.151 samples/sec, LR=0.000125, WHL1=0.943, CenterRegL1=0.246, HeatmapFocal=4.536
[Epoch 8][Batch 489], Speed: 71.554 samples/sec, LR=0.000125, WHL1=0.942, CenterRegL1=0.246, HeatmapFocal=4.531
[Epoch 8][Batch 499], Speed: 71.666 samples/sec, LR=0.000125, WHL1=0.939, CenterRegL1=0.245, HeatmapFocal=4.525
[Epoch 8][Batch 509], Speed: 72.071 samples/sec, LR=0.000125, WHL1=0.938, CenterRegL1=0.246, HeatmapFocal=4.520
[Epoch 8] Training cost: 239.954, WHL1=0.937, CenterRegL1=0.246, HeatmapFocal=4.516
[Epoch 9][Batch 9], Speed: 69.829 samples/sec, LR=0.000125, WHL1=0.782, CenterRegL1=0.249, HeatmapFocal=4.511
[Epoch 9][Batch 19], Speed: 70.698 samples/sec, LR=0.000125, WHL1=0.791, CenterRegL1=0.248, HeatmapFocal=4.506
[Epoch 9][Batch 29], Speed: 69.730 samples/sec, LR=0.000125, WHL1=0.796, CenterRegL1=0.249, HeatmapFocal=4.500
[Epoch 9][Batch 39], Speed: 70.545 samples/sec, LR=0.000125, WHL1=0.787, CenterRegL1=0.248, HeatmapFocal=4.495
[Epoch 9][Batch 49], Speed: 68.684 samples/sec, LR=0.000125, WHL1=0.800, CenterRegL1=0.248, HeatmapFocal=4.490
[Epoch 9][Batch 59], Speed: 71.145 samples/sec, LR=0.000125, WHL1=0.800, CenterRegL1=0.248, HeatmapFocal=4.485
[Epoch 9][Batch 69], Speed: 69.464 samples/sec, LR=0.000125, WHL1=0.806, CenterRegL1=0.248, HeatmapFocal=4.479
[Epoch 9][Batch 79], Speed: 70.188 samples/sec, LR=0.000125, WHL1=0.803, CenterRegL1=0.247, HeatmapFocal=4.474
[Epoch 9][Batch 89], Speed: 70.848 samples/sec, LR=0.000125, WHL1=0.806, CenterRegL1=0.246, HeatmapFocal=4.469
[Epoch 9][Batch 99], Speed: 68.917 samples/sec, LR=0.000125, WHL1=0.801, CenterRegL1=0.246, HeatmapFocal=4.464
[Epoch 9][Batch 109], Speed: 69.966 samples/sec, LR=0.000125, WHL1=0.796, CenterRegL1=0.246, HeatmapFocal=4.458
[Epoch 9][Batch 119], Speed: 70.590 samples/sec, LR=0.000125, WHL1=0.796, CenterRegL1=0.246, HeatmapFocal=4.453
[Epoch 9][Batch 129], Speed: 70.968 samples/sec, LR=0.000125, WHL1=0.790, CenterRegL1=0.246, HeatmapFocal=4.448
[Epoch 9][Batch 139], Speed: 70.237 samples/sec, LR=0.000125, WHL1=0.788, CenterRegL1=0.246, HeatmapFocal=4.443
[Epoch 9][Batch 149], Speed: 71.214 samples/sec, LR=0.000125, WHL1=0.787, CenterRegL1=0.246, HeatmapFocal=4.438
[Epoch 9][Batch 159], Speed: 71.016 samples/sec, LR=0.000125, WHL1=0.783, CenterRegL1=0.246, HeatmapFocal=4.433
[Epoch 9][Batch 169], Speed: 71.143 samples/sec, LR=0.000125, WHL1=0.787, CenterRegL1=0.246, HeatmapFocal=4.428
[Epoch 9][Batch 179], Speed: 71.751 samples/sec, LR=0.000125, WHL1=0.787, CenterRegL1=0.246, HeatmapFocal=4.423
[Epoch 9][Batch 189], Speed: 71.152 samples/sec, LR=0.000125, WHL1=0.791, CenterRegL1=0.246, HeatmapFocal=4.418
[Epoch 9][Batch 199], Speed: 70.908 samples/sec, LR=0.000125, WHL1=0.790, CenterRegL1=0.245, HeatmapFocal=4.413
[Epoch 9][Batch 209], Speed: 38.630 samples/sec, LR=0.000125, WHL1=0.786, CenterRegL1=0.245, HeatmapFocal=4.408
[Epoch 9][Batch 219], Speed: 69.684 samples/sec, LR=0.000125, WHL1=0.785, CenterRegL1=0.245, HeatmapFocal=4.403
[Epoch 9][Batch 229], Speed: 70.334 samples/sec, LR=0.000125, WHL1=0.781, CenterRegL1=0.246, HeatmapFocal=4.398
[Epoch 9][Batch 239], Speed: 69.992 samples/sec, LR=0.000125, WHL1=0.781, CenterRegL1=0.246, HeatmapFocal=4.393
[Epoch 9][Batch 249], Speed: 69.733 samples/sec, LR=0.000125, WHL1=0.777, CenterRegL1=0.246, HeatmapFocal=4.389
[Epoch 9][Batch 259], Speed: 70.207 samples/sec, LR=0.000125, WHL1=0.776, CenterRegL1=0.246, HeatmapFocal=4.384
[Epoch 9][Batch 269], Speed: 70.999 samples/sec, LR=0.000125, WHL1=0.774, CenterRegL1=0.246, HeatmapFocal=4.379
[Epoch 9][Batch 279], Speed: 70.650 samples/sec, LR=0.000125, WHL1=0.774, CenterRegL1=0.246, HeatmapFocal=4.374
[Epoch 9][Batch 289], Speed: 69.671 samples/sec, LR=0.000125, WHL1=0.774, CenterRegL1=0.246, HeatmapFocal=4.370
[Epoch 9][Batch 299], Speed: 70.520 samples/sec, LR=0.000125, WHL1=0.774, CenterRegL1=0.246, HeatmapFocal=4.365
[Epoch 9][Batch 309], Speed: 70.959 samples/sec, LR=0.000125, WHL1=0.773, CenterRegL1=0.246, HeatmapFocal=4.361
[Epoch 9][Batch 319], Speed: 68.441 samples/sec, LR=0.000125, WHL1=0.770, CenterRegL1=0.246, HeatmapFocal=4.356
[Epoch 9][Batch 329], Speed: 71.290 samples/sec, LR=0.000125, WHL1=0.769, CenterRegL1=0.246, HeatmapFocal=4.351
[Epoch 9][Batch 339], Speed: 70.627 samples/sec, LR=0.000125, WHL1=0.766, CenterRegL1=0.246, HeatmapFocal=4.346
[Epoch 9][Batch 349], Speed: 70.962 samples/sec, LR=0.000125, WHL1=0.764, CenterRegL1=0.246, HeatmapFocal=4.342
[Epoch 9][Batch 359], Speed: 70.835 samples/sec, LR=0.000125, WHL1=0.762, CenterRegL1=0.246, HeatmapFocal=4.337
[Epoch 9][Batch 369], Speed: 70.698 samples/sec, LR=0.000125, WHL1=0.759, CenterRegL1=0.246, HeatmapFocal=4.332
[Epoch 9][Batch 379], Speed: 70.291 samples/sec, LR=0.000125, WHL1=0.757, CenterRegL1=0.246, HeatmapFocal=4.327
[Epoch 9][Batch 389], Speed: 68.300 samples/sec, LR=0.000125, WHL1=0.755, CenterRegL1=0.246, HeatmapFocal=4.323
[Epoch 9][Batch 399], Speed: 71.185 samples/sec, LR=0.000125, WHL1=0.752, CenterRegL1=0.246, HeatmapFocal=4.318
[Epoch 9][Batch 409], Speed: 71.578 samples/sec, LR=0.000125, WHL1=0.752, CenterRegL1=0.246, HeatmapFocal=4.314
[Epoch 9][Batch 419], Speed: 70.641 samples/sec, LR=0.000125, WHL1=0.750, CenterRegL1=0.246, HeatmapFocal=4.310
[Epoch 9][Batch 429], Speed: 70.236 samples/sec, LR=0.000125, WHL1=0.748, CenterRegL1=0.246, HeatmapFocal=4.305
[Epoch 9][Batch 439], Speed: 69.076 samples/sec, LR=0.000125, WHL1=0.745, CenterRegL1=0.246, HeatmapFocal=4.301
[Epoch 9][Batch 449], Speed: 71.087 samples/sec, LR=0.000125, WHL1=0.744, CenterRegL1=0.246, HeatmapFocal=4.296
[Epoch 9][Batch 459], Speed: 71.703 samples/sec, LR=0.000125, WHL1=0.744, CenterRegL1=0.246, HeatmapFocal=4.292
[Epoch 9][Batch 469], Speed: 71.950 samples/sec, LR=0.000125, WHL1=0.742, CenterRegL1=0.246, HeatmapFocal=4.288
[Epoch 9][Batch 479], Speed: 72.183 samples/sec, LR=0.000125, WHL1=0.741, CenterRegL1=0.246, HeatmapFocal=4.283
[Epoch 9][Batch 489], Speed: 71.931 samples/sec, LR=0.000125, WHL1=0.739, CenterRegL1=0.246, HeatmapFocal=4.279
[Epoch 9][Batch 499], Speed: 71.441 samples/sec, LR=0.000125, WHL1=0.737, CenterRegL1=0.246, HeatmapFocal=4.274
[Epoch 9][Batch 509], Speed: 69.018 samples/sec, LR=0.000125, WHL1=0.736, CenterRegL1=0.246, HeatmapFocal=4.270
[Epoch 9] Training cost: 241.364, WHL1=0.735, CenterRegL1=0.246, HeatmapFocal=4.266
[Epoch 10][Batch 9], Speed: 71.490 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.242, HeatmapFocal=4.262
[Epoch 10][Batch 19], Speed: 71.096 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.244, HeatmapFocal=4.257
[Epoch 10][Batch 29], Speed: 70.841 samples/sec, LR=0.000125, WHL1=0.583, CenterRegL1=0.244, HeatmapFocal=4.253
[Epoch 10][Batch 39], Speed: 71.359 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.244, HeatmapFocal=4.249
[Epoch 10][Batch 49], Speed: 70.729 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.244, HeatmapFocal=4.244
[Epoch 10][Batch 59], Speed: 70.107 samples/sec, LR=0.000125, WHL1=0.603, CenterRegL1=0.245, HeatmapFocal=4.240
[Epoch 10][Batch 69], Speed: 70.350 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.244, HeatmapFocal=4.235
[Epoch 10][Batch 79], Speed: 71.002 samples/sec, LR=0.000125, WHL1=0.603, CenterRegL1=0.245, HeatmapFocal=4.231
[Epoch 10][Batch 89], Speed: 70.399 samples/sec, LR=0.000125, WHL1=0.605, CenterRegL1=0.245, HeatmapFocal=4.227
[Epoch 10][Batch 99], Speed: 69.620 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.245, HeatmapFocal=4.222
[Epoch 10][Batch 109], Speed: 70.741 samples/sec, LR=0.000125, WHL1=0.610, CenterRegL1=0.245, HeatmapFocal=4.218
[Epoch 10][Batch 119], Speed: 69.729 samples/sec, LR=0.000125, WHL1=0.609, CenterRegL1=0.245, HeatmapFocal=4.214
[Epoch 10][Batch 129], Speed: 70.564 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.245, HeatmapFocal=4.209
[Epoch 10][Batch 139], Speed: 70.490 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.245, HeatmapFocal=4.205
[Epoch 10][Batch 149], Speed: 70.581 samples/sec, LR=0.000125, WHL1=0.604, CenterRegL1=0.245, HeatmapFocal=4.201
[Epoch 10][Batch 159], Speed: 71.082 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.245, HeatmapFocal=4.197
[Epoch 10][Batch 169], Speed: 70.383 samples/sec, LR=0.000125, WHL1=0.603, CenterRegL1=0.245, HeatmapFocal=4.193
[Epoch 10][Batch 179], Speed: 70.172 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.245, HeatmapFocal=4.188
[Epoch 10][Batch 189], Speed: 70.496 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.245, HeatmapFocal=4.184
[Epoch 10][Batch 199], Speed: 70.331 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.245, HeatmapFocal=4.180
[Epoch 10][Batch 209], Speed: 69.362 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.245, HeatmapFocal=4.176
[Epoch 10][Batch 219], Speed: 69.216 samples/sec, LR=0.000125, WHL1=0.598, CenterRegL1=0.246, HeatmapFocal=4.171
[Epoch 10][Batch 229], Speed: 71.563 samples/sec, LR=0.000125, WHL1=0.599, CenterRegL1=0.246, HeatmapFocal=4.168
[Epoch 10][Batch 239], Speed: 70.280 samples/sec, LR=0.000125, WHL1=0.598, CenterRegL1=0.246, HeatmapFocal=4.164
[Epoch 10][Batch 249], Speed: 69.347 samples/sec, LR=0.000125, WHL1=0.599, CenterRegL1=0.246, HeatmapFocal=4.159
[Epoch 10][Batch 259], Speed: 71.336 samples/sec, LR=0.000125, WHL1=0.598, CenterRegL1=0.246, HeatmapFocal=4.155
[Epoch 10][Batch 269], Speed: 70.319 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.246, HeatmapFocal=4.151
[Epoch 10][Batch 279], Speed: 70.695 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.245, HeatmapFocal=4.147
[Epoch 10][Batch 289], Speed: 68.153 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.246, HeatmapFocal=4.143
[Epoch 10][Batch 299], Speed: 70.181 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.246, HeatmapFocal=4.139
[Epoch 10][Batch 309], Speed: 70.919 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.246, HeatmapFocal=4.135
[Epoch 10][Batch 319], Speed: 70.050 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.246, HeatmapFocal=4.131
[Epoch 10][Batch 329], Speed: 70.275 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.246, HeatmapFocal=4.127
[Epoch 10][Batch 339], Speed: 69.780 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.123
[Epoch 10][Batch 349], Speed: 70.579 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=4.119
[Epoch 10][Batch 359], Speed: 70.584 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=4.115
[Epoch 10][Batch 369], Speed: 70.165 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.111
[Epoch 10][Batch 379], Speed: 69.571 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.107
[Epoch 10][Batch 389], Speed: 68.910 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=4.103
[Epoch 10][Batch 399], Speed: 71.302 samples/sec, LR=0.000125, WHL1=0.587, CenterRegL1=0.246, HeatmapFocal=4.099
[Epoch 10][Batch 409], Speed: 71.550 samples/sec, LR=0.000125, WHL1=0.587, CenterRegL1=0.246, HeatmapFocal=4.095
[Epoch 10][Batch 419], Speed: 68.914 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.246, HeatmapFocal=4.092
[Epoch 10][Batch 429], Speed: 70.773 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.088
[Epoch 10][Batch 439], Speed: 70.360 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.084
[Epoch 10][Batch 449], Speed: 71.549 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.246, HeatmapFocal=4.080
[Epoch 10][Batch 459], Speed: 71.792 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.245, HeatmapFocal=4.077
[Epoch 10][Batch 469], Speed: 71.841 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.073
[Epoch 10][Batch 479], Speed: 71.295 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.069
[Epoch 10][Batch 489], Speed: 70.586 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.066
[Epoch 10][Batch 499], Speed: 71.372 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.062
[Epoch 10][Batch 509], Speed: 69.735 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.058
[Epoch 10] Training cost: 240.871, WHL1=0.588, CenterRegL1=0.245, HeatmapFocal=4.055
[Epoch 10] Validation: 
aeroplane=0.32194642526091344
bicycle=0.409357450093945
bird=0.40574308485375093
boat=0.30566264438053203
bottle=0.39065136729661126
bus=0.47627996406593065
car=0.6765817456536242
cat=0.43920667686183634
chair=0.37271877575691986
cow=0.5378933234090297
diningtable=0.28881181850535126
dog=0.4098081825781996
horse=0.39277797008221
motorbike=0.4764773282996677
person=0.5886391172362412
pottedplant=0.2781240030123769
sheep=0.5114624553194606
sofa=0.37420176539901473
train=0.34647783767918905
tvmonitor=0.5846346528714117
mAP=0.42937282943081073
[Epoch 11][Batch 9], Speed: 70.809 samples/sec, LR=0.000125, WHL1=0.533, CenterRegL1=0.249, HeatmapFocal=4.052
[Epoch 11][Batch 19], Speed: 70.948 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.250, HeatmapFocal=4.048
[Epoch 11][Batch 29], Speed: 70.477 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.248, HeatmapFocal=4.044
[Epoch 11][Batch 39], Speed: 71.108 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.249, HeatmapFocal=4.040
[Epoch 11][Batch 49], Speed: 70.896 samples/sec, LR=0.000125, WHL1=0.525, CenterRegL1=0.248, HeatmapFocal=4.036
[Epoch 11][Batch 59], Speed: 69.576 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.248, HeatmapFocal=4.032
[Epoch 11][Batch 69], Speed: 71.449 samples/sec, LR=0.000125, WHL1=0.534, CenterRegL1=0.248, HeatmapFocal=4.028
[Epoch 11][Batch 79], Speed: 69.437 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.248, HeatmapFocal=4.025
[Epoch 11][Batch 89], Speed: 70.215 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.249, HeatmapFocal=4.021
[Epoch 11][Batch 99], Speed: 70.940 samples/sec, LR=0.000125, WHL1=0.524, CenterRegL1=0.248, HeatmapFocal=4.017
[Epoch 11][Batch 109], Speed: 69.405 samples/sec, LR=0.000125, WHL1=0.521, CenterRegL1=0.248, HeatmapFocal=4.013
[Epoch 11][Batch 119], Speed: 70.966 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.248, HeatmapFocal=4.009
[Epoch 11][Batch 129], Speed: 70.941 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.248, HeatmapFocal=4.005
[Epoch 11][Batch 139], Speed: 70.651 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.247, HeatmapFocal=4.002
[Epoch 11][Batch 149], Speed: 69.271 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.247, HeatmapFocal=3.998
[Epoch 11][Batch 159], Speed: 70.332 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.247, HeatmapFocal=3.994
[Epoch 11][Batch 169], Speed: 70.213 samples/sec, LR=0.000125, WHL1=0.520, CenterRegL1=0.247, HeatmapFocal=3.990
[Epoch 11][Batch 179], Speed: 71.426 samples/sec, LR=0.000125, WHL1=0.521, CenterRegL1=0.247, HeatmapFocal=3.987
[Epoch 11][Batch 189], Speed: 69.382 samples/sec, LR=0.000125, WHL1=0.522, CenterRegL1=0.247, HeatmapFocal=3.983
[Epoch 11][Batch 199], Speed: 71.366 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.247, HeatmapFocal=3.979
[Epoch 11][Batch 209], Speed: 71.410 samples/sec, LR=0.000125, WHL1=0.524, CenterRegL1=0.247, HeatmapFocal=3.976
[Epoch 11][Batch 219], Speed: 71.080 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.247, HeatmapFocal=3.972
[Epoch 11][Batch 229], Speed: 71.320 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.246, HeatmapFocal=3.969
[Epoch 11][Batch 239], Speed: 71.278 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.246, HeatmapFocal=3.965
[Epoch 11][Batch 249], Speed: 70.757 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.246, HeatmapFocal=3.961
[Epoch 11][Batch 259], Speed: 48.836 samples/sec, LR=0.000125, WHL1=0.525, CenterRegL1=0.246, HeatmapFocal=3.958
[Epoch 11][Batch 269], Speed: 69.356 samples/sec, LR=0.000125, WHL1=0.526, CenterRegL1=0.245, HeatmapFocal=3.955
[Epoch 11][Batch 279], Speed: 69.713 samples/sec, LR=0.000125, WHL1=0.526, CenterRegL1=0.245, HeatmapFocal=3.951
[Epoch 11][Batch 289], Speed: 69.140 samples/sec, LR=0.000125, WHL1=0.527, CenterRegL1=0.245, HeatmapFocal=3.948
[Epoch 11][Batch 299], Speed: 70.650 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.245, HeatmapFocal=3.944
[Epoch 11][Batch 309], Speed: 70.137 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.245, HeatmapFocal=3.941
[Epoch 11][Batch 319], Speed: 70.031 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.245, HeatmapFocal=3.937
[Epoch 11][Batch 329], Speed: 69.962 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.246, HeatmapFocal=3.934
[Epoch 11][Batch 339], Speed: 70.418 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.246, HeatmapFocal=3.931
[Epoch 11][Batch 349], Speed: 70.572 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.246, HeatmapFocal=3.927
[Epoch 11][Batch 359], Speed: 70.110 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.246, HeatmapFocal=3.924
[Epoch 11][Batch 369], Speed: 70.764 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.246, HeatmapFocal=3.920
[Epoch 11][Batch 379], Speed: 69.122 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.246, HeatmapFocal=3.917
[Epoch 11][Batch 389], Speed: 70.426 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.246, HeatmapFocal=3.913
[Epoch 11][Batch 399], Speed: 68.485 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.246, HeatmapFocal=3.910
[Epoch 11][Batch 409], Speed: 69.787 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.246, HeatmapFocal=3.907
[Epoch 11][Batch 419], Speed: 69.631 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.246, HeatmapFocal=3.903
[Epoch 11][Batch 429], Speed: 69.833 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.246, HeatmapFocal=3.900
[Epoch 11][Batch 439], Speed: 69.354 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.246, HeatmapFocal=3.897
[Epoch 11][Batch 449], Speed: 70.001 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.246, HeatmapFocal=3.894
[Epoch 11][Batch 459], Speed: 70.935 samples/sec, LR=0.000125, WHL1=0.533, CenterRegL1=0.246, HeatmapFocal=3.890
[Epoch 11][Batch 469], Speed: 71.830 samples/sec, LR=0.000125, WHL1=0.533, CenterRegL1=0.245, HeatmapFocal=3.887
[Epoch 11][Batch 479], Speed: 71.923 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.884
[Epoch 11][Batch 489], Speed: 71.008 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.880
[Epoch 11][Batch 499], Speed: 71.475 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.877
[Epoch 11][Batch 509], Speed: 71.781 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.874
[Epoch 11] Training cost: 241.167, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.872
[Epoch 12][Batch 9], Speed: 70.603 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.248, HeatmapFocal=3.868
[Epoch 12][Batch 19], Speed: 70.883 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.247, HeatmapFocal=3.865
[Epoch 12][Batch 29], Speed: 70.751 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.248, HeatmapFocal=3.862
[Epoch 12][Batch 39], Speed: 69.771 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.248, HeatmapFocal=3.858
[Epoch 12][Batch 49], Speed: 70.860 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.247, HeatmapFocal=3.855
[Epoch 12][Batch 59], Speed: 71.724 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.247, HeatmapFocal=3.852
[Epoch 12][Batch 69], Speed: 70.910 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.247, HeatmapFocal=3.849
[Epoch 12][Batch 79], Speed: 70.032 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.246, HeatmapFocal=3.845
[Epoch 12][Batch 89], Speed: 70.396 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.246, HeatmapFocal=3.842
[Epoch 12][Batch 99], Speed: 70.365 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.246, HeatmapFocal=3.839
[Epoch 12][Batch 109], Speed: 69.510 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.836
[Epoch 12][Batch 119], Speed: 70.342 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.245, HeatmapFocal=3.832
[Epoch 12][Batch 129], Speed: 70.050 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.829
[Epoch 12][Batch 139], Speed: 70.065 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.826
[Epoch 12][Batch 149], Speed: 70.384 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.823
[Epoch 12][Batch 159], Speed: 70.030 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=3.820
[Epoch 12][Batch 169], Speed: 70.278 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.817
[Epoch 12][Batch 179], Speed: 68.507 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.814
[Epoch 12][Batch 189], Speed: 69.462 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.811
[Epoch 12][Batch 199], Speed: 71.210 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.807
[Epoch 12][Batch 209], Speed: 70.789 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.804
[Epoch 12][Batch 219], Speed: 68.719 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.245, HeatmapFocal=3.801
[Epoch 12][Batch 229], Speed: 69.815 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.245, HeatmapFocal=3.798
[Epoch 12][Batch 239], Speed: 70.767 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.245, HeatmapFocal=3.795
[Epoch 12][Batch 249], Speed: 71.117 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.792
[Epoch 12][Batch 259], Speed: 70.398 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.789
[Epoch 12][Batch 269], Speed: 69.979 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.786
[Epoch 12][Batch 279], Speed: 71.562 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.783
[Epoch 12][Batch 289], Speed: 70.995 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.780
[Epoch 12][Batch 299], Speed: 71.264 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.777
[Epoch 12][Batch 309], Speed: 71.197 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.774
[Epoch 12][Batch 319], Speed: 71.006 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.771
[Epoch 12][Batch 329], Speed: 71.525 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.768
[Epoch 12][Batch 339], Speed: 69.521 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.765
[Epoch 12][Batch 349], Speed: 70.402 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.762
[Epoch 12][Batch 359], Speed: 71.041 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.759
[Epoch 12][Batch 369], Speed: 69.766 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.244, HeatmapFocal=3.756
[Epoch 12][Batch 379], Speed: 70.912 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.753
[Epoch 12][Batch 389], Speed: 71.031 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.750
[Epoch 12][Batch 399], Speed: 70.504 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.244, HeatmapFocal=3.748
[Epoch 12][Batch 409], Speed: 70.538 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.745
[Epoch 12][Batch 419], Speed: 70.644 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.244, HeatmapFocal=3.742
[Epoch 12][Batch 429], Speed: 71.655 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.244, HeatmapFocal=3.739
[Epoch 12][Batch 439], Speed: 70.741 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.244, HeatmapFocal=3.736
[Epoch 12][Batch 449], Speed: 69.485 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.244, HeatmapFocal=3.733
[Epoch 12][Batch 459], Speed: 70.087 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.244, HeatmapFocal=3.730
[Epoch 12][Batch 469], Speed: 70.996 samples/sec, LR=0.000125, WHL1=0.508, CenterRegL1=0.244, HeatmapFocal=3.727
[Epoch 12][Batch 479], Speed: 70.928 samples/sec, LR=0.000125, WHL1=0.507, CenterRegL1=0.244, HeatmapFocal=3.724
[Epoch 12][Batch 489], Speed: 71.063 samples/sec, LR=0.000125, WHL1=0.508, CenterRegL1=0.244, HeatmapFocal=3.721
[Epoch 12][Batch 499], Speed: 70.871 samples/sec, LR=0.000125, WHL1=0.507, CenterRegL1=0.244, HeatmapFocal=3.718
[Epoch 12][Batch 509], Speed: 68.973 samples/sec, LR=0.000125, WHL1=0.507, CenterRegL1=0.245, HeatmapFocal=3.715
[Epoch 12] Training cost: 242.066, WHL1=0.507, CenterRegL1=0.244, HeatmapFocal=3.713
[Epoch 13][Batch 9], Speed: 71.247 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.240, HeatmapFocal=3.710
[Epoch 13][Batch 19], Speed: 70.543 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.242, HeatmapFocal=3.707
[Epoch 13][Batch 29], Speed: 70.529 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.241, HeatmapFocal=3.705
[Epoch 13][Batch 39], Speed: 70.434 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.241, HeatmapFocal=3.702
[Epoch 13][Batch 49], Speed: 71.248 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.699
[Epoch 13][Batch 59], Speed: 71.575 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.243, HeatmapFocal=3.696
[Epoch 13][Batch 69], Speed: 70.201 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.693
[Epoch 13][Batch 79], Speed: 71.311 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.690
[Epoch 13][Batch 89], Speed: 70.801 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.687
[Epoch 13][Batch 99], Speed: 69.993 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.243, HeatmapFocal=3.684
[Epoch 13][Batch 109], Speed: 70.869 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.243, HeatmapFocal=3.681
[Epoch 13][Batch 119], Speed: 70.179 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.678
[Epoch 13][Batch 129], Speed: 71.578 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.243, HeatmapFocal=3.676
[Epoch 13][Batch 139], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.243, HeatmapFocal=3.673
[Epoch 13][Batch 149], Speed: 70.700 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.242, HeatmapFocal=3.670
[Epoch 13][Batch 159], Speed: 71.109 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.243, HeatmapFocal=3.667
[Epoch 13][Batch 169], Speed: 70.536 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.664
[Epoch 13][Batch 179], Speed: 68.336 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.662
[Epoch 13][Batch 189], Speed: 71.061 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.243, HeatmapFocal=3.659
[Epoch 13][Batch 199], Speed: 69.884 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.656
[Epoch 13][Batch 209], Speed: 69.253 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.244, HeatmapFocal=3.653
[Epoch 13][Batch 219], Speed: 70.386 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.651
[Epoch 13][Batch 229], Speed: 69.879 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.244, HeatmapFocal=3.648
[Epoch 13][Batch 239], Speed: 70.334 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.244, HeatmapFocal=3.645
[Epoch 13][Batch 249], Speed: 71.203 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.642
[Epoch 13][Batch 259], Speed: 70.213 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.640
[Epoch 13][Batch 269], Speed: 70.110 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.637
[Epoch 13][Batch 279], Speed: 70.740 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.634
[Epoch 13][Batch 289], Speed: 69.893 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.631
[Epoch 13][Batch 299], Speed: 69.666 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.629
[Epoch 13][Batch 309], Speed: 69.608 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=3.626
[Epoch 13][Batch 319], Speed: 69.980 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.624
[Epoch 13][Batch 329], Speed: 71.173 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.621
[Epoch 13][Batch 339], Speed: 70.643 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.619
[Epoch 13][Batch 349], Speed: 70.360 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.616
[Epoch 13][Batch 359], Speed: 69.891 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.614
[Epoch 13][Batch 369], Speed: 70.278 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.611
[Epoch 13][Batch 379], Speed: 70.630 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.608
[Epoch 13][Batch 389], Speed: 69.735 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.606
[Epoch 13][Batch 399], Speed: 69.148 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.603
[Epoch 13][Batch 409], Speed: 70.454 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.244, HeatmapFocal=3.601
[Epoch 13][Batch 419], Speed: 69.617 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.598
[Epoch 13][Batch 429], Speed: 70.007 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.596
[Epoch 13][Batch 439], Speed: 70.650 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.593
[Epoch 13][Batch 449], Speed: 70.580 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.590
[Epoch 13][Batch 459], Speed: 71.966 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.588
[Epoch 13][Batch 469], Speed: 72.190 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.244, HeatmapFocal=3.585
[Epoch 13][Batch 479], Speed: 72.056 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.244, HeatmapFocal=3.583
[Epoch 13][Batch 489], Speed: 71.850 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.580
[Epoch 13][Batch 499], Speed: 71.944 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.578
[Epoch 13][Batch 509], Speed: 71.323 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.244, HeatmapFocal=3.576
[Epoch 13] Training cost: 238.910, WHL1=0.487, CenterRegL1=0.244, HeatmapFocal=3.574
[Epoch 14][Batch 9], Speed: 38.867 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.248, HeatmapFocal=3.571
[Epoch 14][Batch 19], Speed: 70.126 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.242, HeatmapFocal=3.568
[Epoch 14][Batch 29], Speed: 67.842 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.565
[Epoch 14][Batch 39], Speed: 70.054 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.563
[Epoch 14][Batch 49], Speed: 69.833 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.560
[Epoch 14][Batch 59], Speed: 70.533 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.558
[Epoch 14][Batch 69], Speed: 70.413 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.241, HeatmapFocal=3.555
[Epoch 14][Batch 79], Speed: 70.448 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.552
[Epoch 14][Batch 89], Speed: 70.618 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.550
[Epoch 14][Batch 99], Speed: 70.245 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.547
[Epoch 14][Batch 109], Speed: 69.911 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.545
[Epoch 14][Batch 119], Speed: 68.704 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.542
[Epoch 14][Batch 129], Speed: 70.675 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.540
[Epoch 14][Batch 139], Speed: 71.188 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.537
[Epoch 14][Batch 149], Speed: 69.957 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.534
[Epoch 14][Batch 159], Speed: 70.497 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.242, HeatmapFocal=3.532
[Epoch 14][Batch 169], Speed: 70.856 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.529
[Epoch 14][Batch 179], Speed: 71.413 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.527
[Epoch 14][Batch 189], Speed: 69.815 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.242, HeatmapFocal=3.524
[Epoch 14][Batch 199], Speed: 70.444 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.522
[Epoch 14][Batch 209], Speed: 70.761 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.243, HeatmapFocal=3.520
[Epoch 14][Batch 219], Speed: 70.350 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.243, HeatmapFocal=3.517
[Epoch 14][Batch 229], Speed: 70.960 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.243, HeatmapFocal=3.515
[Epoch 14][Batch 239], Speed: 70.881 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.243, HeatmapFocal=3.512
[Epoch 14][Batch 249], Speed: 70.856 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.243, HeatmapFocal=3.510
[Epoch 14][Batch 259], Speed: 69.353 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.243, HeatmapFocal=3.508
[Epoch 14][Batch 269], Speed: 71.230 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.505
[Epoch 14][Batch 279], Speed: 70.835 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.503
[Epoch 14][Batch 289], Speed: 71.086 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.500
[Epoch 14][Batch 299], Speed: 70.735 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.498
[Epoch 14][Batch 309], Speed: 69.876 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.496
[Epoch 14][Batch 319], Speed: 68.510 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.493
[Epoch 14][Batch 329], Speed: 70.573 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.491
[Epoch 14][Batch 339], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.489
[Epoch 14][Batch 349], Speed: 67.820 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.486
[Epoch 14][Batch 359], Speed: 70.859 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.484
[Epoch 14][Batch 369], Speed: 69.997 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.481
[Epoch 14][Batch 379], Speed: 70.713 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.479
[Epoch 14][Batch 389], Speed: 70.955 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.477
[Epoch 14][Batch 399], Speed: 69.805 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.475
[Epoch 14][Batch 409], Speed: 69.620 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.243, HeatmapFocal=3.472
[Epoch 14][Batch 419], Speed: 71.527 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.470
[Epoch 14][Batch 429], Speed: 69.759 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.468
[Epoch 14][Batch 439], Speed: 70.092 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.466
[Epoch 14][Batch 449], Speed: 70.668 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.463
[Epoch 14][Batch 459], Speed: 72.023 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.461
[Epoch 14][Batch 469], Speed: 71.617 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.459
[Epoch 14][Batch 479], Speed: 71.665 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.457
[Epoch 14][Batch 489], Speed: 71.278 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.454
[Epoch 14][Batch 499], Speed: 71.841 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.452
[Epoch 14][Batch 509], Speed: 71.511 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.450
[Epoch 14] Training cost: 240.535, WHL1=0.469, CenterRegL1=0.243, HeatmapFocal=3.448
[Epoch 15][Batch 9], Speed: 70.798 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.242, HeatmapFocal=3.446
[Epoch 15][Batch 19], Speed: 71.557 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.243, HeatmapFocal=3.444
[Epoch 15][Batch 29], Speed: 71.509 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.441
[Epoch 15][Batch 39], Speed: 71.427 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.439
[Epoch 15][Batch 49], Speed: 69.852 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.437
[Epoch 15][Batch 59], Speed: 70.948 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.243, HeatmapFocal=3.434
[Epoch 15][Batch 69], Speed: 70.830 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.432
[Epoch 15][Batch 79], Speed: 70.899 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.430
[Epoch 15][Batch 89], Speed: 35.806 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.428
[Epoch 15][Batch 99], Speed: 70.312 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.425
[Epoch 15][Batch 109], Speed: 70.365 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.243, HeatmapFocal=3.423
[Epoch 15][Batch 119], Speed: 69.839 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.421
[Epoch 15][Batch 129], Speed: 69.470 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.419
[Epoch 15][Batch 139], Speed: 69.175 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.417
[Epoch 15][Batch 149], Speed: 71.180 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.242, HeatmapFocal=3.414
[Epoch 15][Batch 159], Speed: 70.208 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.242, HeatmapFocal=3.412
[Epoch 15][Batch 169], Speed: 70.839 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.410
[Epoch 15][Batch 179], Speed: 69.728 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.408
[Epoch 15][Batch 189], Speed: 67.545 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.242, HeatmapFocal=3.405
[Epoch 15][Batch 199], Speed: 71.293 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.403
[Epoch 15][Batch 209], Speed: 70.130 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.242, HeatmapFocal=3.401
[Epoch 15][Batch 219], Speed: 70.710 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.399
[Epoch 15][Batch 229], Speed: 71.242 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.396
[Epoch 15][Batch 239], Speed: 70.271 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.394
[Epoch 15][Batch 249], Speed: 70.120 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.392
[Epoch 15][Batch 259], Speed: 69.307 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.390
[Epoch 15][Batch 269], Speed: 70.994 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.387
[Epoch 15][Batch 279], Speed: 71.161 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.385
[Epoch 15][Batch 289], Speed: 71.189 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.383
[Epoch 15][Batch 299], Speed: 71.398 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.381
[Epoch 15][Batch 309], Speed: 69.468 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.379
[Epoch 15][Batch 319], Speed: 70.686 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.377
[Epoch 15][Batch 329], Speed: 70.928 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.375
[Epoch 15][Batch 339], Speed: 69.605 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.373
[Epoch 15][Batch 349], Speed: 69.825 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.370
[Epoch 15][Batch 359], Speed: 70.529 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.368
[Epoch 15][Batch 369], Speed: 70.222 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.366
[Epoch 15][Batch 379], Speed: 68.833 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.242, HeatmapFocal=3.364
[Epoch 15][Batch 389], Speed: 70.996 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.362
[Epoch 15][Batch 399], Speed: 71.234 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.360
[Epoch 15][Batch 409], Speed: 70.197 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.358
[Epoch 15][Batch 419], Speed: 69.518 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.242, HeatmapFocal=3.356
[Epoch 15][Batch 429], Speed: 70.263 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.354
[Epoch 15][Batch 439], Speed: 70.525 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.352
[Epoch 15][Batch 449], Speed: 69.450 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.350
[Epoch 15][Batch 459], Speed: 72.245 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.348
[Epoch 15][Batch 469], Speed: 71.360 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.345
[Epoch 15][Batch 479], Speed: 71.662 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.343
[Epoch 15][Batch 489], Speed: 72.108 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.341
[Epoch 15][Batch 499], Speed: 70.994 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.339
[Epoch 15][Batch 509], Speed: 71.670 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.337
[Epoch 15] Training cost: 240.607, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.336
[Epoch 15] Validation: 
aeroplane=0.3358818967868209
bicycle=0.46316349813061575
bird=0.5071640282967084
boat=0.4408857224829548
bottle=0.45399154043259077
bus=0.5830439234584842
car=0.6466933136005917
cat=0.35204565396087056
chair=0.5326144207472291
cow=0.6580570320161805
diningtable=0.2573656809491583
dog=0.6094071777262496
horse=0.508579997059047
motorbike=0.5926267000699249
person=0.6917314462554739
pottedplant=0.39653269220374743
sheep=0.6747571194891965
sofa=0.3301299172292362
train=0.5298693242218742
tvmonitor=0.6447220022316794
mAP=0.5104631543674316
[Epoch 16][Batch 9], Speed: 70.786 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.238, HeatmapFocal=3.333
[Epoch 16][Batch 19], Speed: 71.946 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.331
[Epoch 16][Batch 29], Speed: 70.499 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.243, HeatmapFocal=3.329
[Epoch 16][Batch 39], Speed: 71.780 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.240, HeatmapFocal=3.327
[Epoch 16][Batch 49], Speed: 71.278 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.325
[Epoch 16][Batch 59], Speed: 37.399 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.241, HeatmapFocal=3.323
[Epoch 16][Batch 69], Speed: 70.270 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.240, HeatmapFocal=3.321
[Epoch 16][Batch 79], Speed: 70.654 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.241, HeatmapFocal=3.319
[Epoch 16][Batch 89], Speed: 69.531 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.240, HeatmapFocal=3.317
[Epoch 16][Batch 99], Speed: 69.634 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.240, HeatmapFocal=3.315
[Epoch 16][Batch 109], Speed: 70.145 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.240, HeatmapFocal=3.313
[Epoch 16][Batch 119], Speed: 70.003 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.241, HeatmapFocal=3.310
[Epoch 16][Batch 129], Speed: 70.234 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.240, HeatmapFocal=3.308
[Epoch 16][Batch 139], Speed: 68.704 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.306
[Epoch 16][Batch 149], Speed: 70.180 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.304
[Epoch 16][Batch 159], Speed: 70.540 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.302
[Epoch 16][Batch 169], Speed: 70.931 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.241, HeatmapFocal=3.300
[Epoch 16][Batch 179], Speed: 70.312 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.298
[Epoch 16][Batch 189], Speed: 70.321 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.296
[Epoch 16][Batch 199], Speed: 70.575 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.294
[Epoch 16][Batch 209], Speed: 70.456 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.292
[Epoch 16][Batch 219], Speed: 70.034 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.290
[Epoch 16][Batch 229], Speed: 69.654 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.288
[Epoch 16][Batch 239], Speed: 70.898 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.286
[Epoch 16][Batch 249], Speed: 70.411 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.284
[Epoch 16][Batch 259], Speed: 70.273 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.242, HeatmapFocal=3.282
[Epoch 16][Batch 269], Speed: 71.310 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.280
[Epoch 16][Batch 279], Speed: 70.033 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.242, HeatmapFocal=3.279
[Epoch 16][Batch 289], Speed: 69.179 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.242, HeatmapFocal=3.277
[Epoch 16][Batch 299], Speed: 71.060 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.242, HeatmapFocal=3.275
[Epoch 16][Batch 309], Speed: 69.353 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.242, HeatmapFocal=3.273
[Epoch 16][Batch 319], Speed: 70.621 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.242, HeatmapFocal=3.271
[Epoch 16][Batch 329], Speed: 70.607 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.269
[Epoch 16][Batch 339], Speed: 70.198 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.267
[Epoch 16][Batch 349], Speed: 69.473 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.265
[Epoch 16][Batch 359], Speed: 70.284 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.263
[Epoch 16][Batch 369], Speed: 70.175 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.261
[Epoch 16][Batch 379], Speed: 70.444 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.260
[Epoch 16][Batch 389], Speed: 70.518 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.258
[Epoch 16][Batch 399], Speed: 69.528 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.256
[Epoch 16][Batch 409], Speed: 69.878 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.254
[Epoch 16][Batch 419], Speed: 70.081 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.252
[Epoch 16][Batch 429], Speed: 69.997 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.250
[Epoch 16][Batch 439], Speed: 71.282 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.248
[Epoch 16][Batch 449], Speed: 69.378 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.247
[Epoch 16][Batch 459], Speed: 71.462 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.245
[Epoch 16][Batch 469], Speed: 71.089 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.243
[Epoch 16][Batch 479], Speed: 69.015 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.241
[Epoch 16][Batch 489], Speed: 71.172 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.239
[Epoch 16][Batch 499], Speed: 71.445 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.237
[Epoch 16][Batch 509], Speed: 71.457 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.235
[Epoch 16] Training cost: 241.263, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.234
[Epoch 17][Batch 9], Speed: 70.934 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.234, HeatmapFocal=3.232
[Epoch 17][Batch 19], Speed: 70.133 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.238, HeatmapFocal=3.230
[Epoch 17][Batch 29], Speed: 71.054 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.237, HeatmapFocal=3.228
[Epoch 17][Batch 39], Speed: 70.565 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.237, HeatmapFocal=3.226
[Epoch 17][Batch 49], Speed: 70.568 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.238, HeatmapFocal=3.224
[Epoch 17][Batch 59], Speed: 71.185 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.239, HeatmapFocal=3.222
[Epoch 17][Batch 69], Speed: 71.344 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.239, HeatmapFocal=3.221
[Epoch 17][Batch 79], Speed: 71.373 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.219
[Epoch 17][Batch 89], Speed: 71.492 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.217
[Epoch 17][Batch 99], Speed: 71.352 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.215
[Epoch 17][Batch 109], Speed: 71.173 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.213
[Epoch 17][Batch 119], Speed: 70.949 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.211
[Epoch 17][Batch 129], Speed: 71.924 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.209
[Epoch 17][Batch 139], Speed: 36.534 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.208
[Epoch 17][Batch 149], Speed: 70.861 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.206
[Epoch 17][Batch 159], Speed: 70.471 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.204
[Epoch 17][Batch 169], Speed: 70.632 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.202
[Epoch 17][Batch 179], Speed: 70.340 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.200
[Epoch 17][Batch 189], Speed: 70.456 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.199
[Epoch 17][Batch 199], Speed: 69.304 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.197
[Epoch 17][Batch 209], Speed: 70.219 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.195
[Epoch 17][Batch 219], Speed: 70.448 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.240, HeatmapFocal=3.193
[Epoch 17][Batch 229], Speed: 71.029 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.191
[Epoch 17][Batch 239], Speed: 70.091 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.241, HeatmapFocal=3.189
[Epoch 17][Batch 249], Speed: 70.485 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.187
[Epoch 17][Batch 259], Speed: 70.702 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.186
[Epoch 17][Batch 269], Speed: 70.711 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.241, HeatmapFocal=3.184
[Epoch 17][Batch 279], Speed: 69.569 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.182
[Epoch 17][Batch 289], Speed: 70.760 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.241, HeatmapFocal=3.180
[Epoch 17][Batch 299], Speed: 69.932 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.178
[Epoch 17][Batch 309], Speed: 70.585 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.177
[Epoch 17][Batch 319], Speed: 70.609 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.175
[Epoch 17][Batch 329], Speed: 70.940 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.173
[Epoch 17][Batch 339], Speed: 70.118 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.171
[Epoch 17][Batch 349], Speed: 70.294 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.169
[Epoch 17][Batch 359], Speed: 71.156 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.168
[Epoch 17][Batch 369], Speed: 71.135 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.240, HeatmapFocal=3.166
[Epoch 17][Batch 379], Speed: 69.776 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.164
[Epoch 17][Batch 389], Speed: 70.211 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.163
[Epoch 17][Batch 399], Speed: 71.112 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.161
[Epoch 17][Batch 409], Speed: 69.023 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.159
[Epoch 17][Batch 419], Speed: 69.198 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.157
[Epoch 17][Batch 429], Speed: 70.256 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.156
[Epoch 17][Batch 439], Speed: 71.101 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.241, HeatmapFocal=3.154
[Epoch 17][Batch 449], Speed: 69.048 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.241, HeatmapFocal=3.152
[Epoch 17][Batch 459], Speed: 71.084 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.241, HeatmapFocal=3.150
[Epoch 17][Batch 469], Speed: 71.183 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.241, HeatmapFocal=3.149
[Epoch 17][Batch 479], Speed: 71.549 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.241, HeatmapFocal=3.147
[Epoch 17][Batch 489], Speed: 71.701 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.241, HeatmapFocal=3.145
[Epoch 17][Batch 499], Speed: 71.573 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.241, HeatmapFocal=3.143
[Epoch 17][Batch 509], Speed: 71.455 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.241, HeatmapFocal=3.142
[Epoch 17] Training cost: 240.572, WHL1=0.421, CenterRegL1=0.241, HeatmapFocal=3.140
[Epoch 18][Batch 9], Speed: 70.774 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.253, HeatmapFocal=3.139
[Epoch 18][Batch 19], Speed: 71.000 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.247, HeatmapFocal=3.137
[Epoch 18][Batch 29], Speed: 71.051 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.242, HeatmapFocal=3.135
[Epoch 18][Batch 39], Speed: 69.662 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.242, HeatmapFocal=3.133
[Epoch 18][Batch 49], Speed: 70.501 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.243, HeatmapFocal=3.132
[Epoch 18][Batch 59], Speed: 71.076 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.243, HeatmapFocal=3.130
[Epoch 18][Batch 69], Speed: 70.088 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.243, HeatmapFocal=3.128
[Epoch 18][Batch 79], Speed: 70.610 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=3.126
[Epoch 18][Batch 89], Speed: 70.412 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=3.125
[Epoch 18][Batch 99], Speed: 69.589 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=3.123
[Epoch 18][Batch 109], Speed: 70.888 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=3.121
[Epoch 18][Batch 119], Speed: 70.249 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=3.119
[Epoch 18][Batch 129], Speed: 70.025 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.243, HeatmapFocal=3.118
[Epoch 18][Batch 139], Speed: 70.424 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=3.116
[Epoch 18][Batch 149], Speed: 71.154 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=3.114
[Epoch 18][Batch 159], Speed: 71.074 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=3.112
[Epoch 18][Batch 169], Speed: 71.239 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.111
[Epoch 18][Batch 179], Speed: 71.564 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.109
[Epoch 18][Batch 189], Speed: 70.555 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.107
[Epoch 18][Batch 199], Speed: 71.498 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.106
[Epoch 18][Batch 209], Speed: 71.485 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.104
[Epoch 18][Batch 219], Speed: 44.634 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.102
[Epoch 18][Batch 229], Speed: 70.618 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.101
[Epoch 18][Batch 239], Speed: 70.776 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.099
[Epoch 18][Batch 249], Speed: 70.074 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.098
[Epoch 18][Batch 259], Speed: 69.623 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.096
[Epoch 18][Batch 269], Speed: 70.434 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=3.094
[Epoch 18][Batch 279], Speed: 69.999 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.093
[Epoch 18][Batch 289], Speed: 71.652 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.091
[Epoch 18][Batch 299], Speed: 70.192 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.089
[Epoch 18][Batch 309], Speed: 71.047 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.088
[Epoch 18][Batch 319], Speed: 70.924 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.086
[Epoch 18][Batch 329], Speed: 71.065 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.085
[Epoch 18][Batch 339], Speed: 59.563 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.083
[Epoch 18][Batch 349], Speed: 69.570 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.081
[Epoch 18][Batch 359], Speed: 70.597 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.079
[Epoch 18][Batch 369], Speed: 69.668 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.078
[Epoch 18][Batch 379], Speed: 69.357 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.076
[Epoch 18][Batch 389], Speed: 70.280 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.075
[Epoch 18][Batch 399], Speed: 69.441 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.073
[Epoch 18][Batch 409], Speed: 70.279 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.072
[Epoch 18][Batch 419], Speed: 69.625 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.070
[Epoch 18][Batch 429], Speed: 68.835 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.068
[Epoch 18][Batch 439], Speed: 70.424 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.067
[Epoch 18][Batch 449], Speed: 70.033 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.065
[Epoch 18][Batch 459], Speed: 71.532 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.064
[Epoch 18][Batch 469], Speed: 71.145 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.062
[Epoch 18][Batch 479], Speed: 71.317 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=3.061
[Epoch 18][Batch 489], Speed: 70.919 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.059
[Epoch 18][Batch 499], Speed: 71.028 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.058
[Epoch 18][Batch 509], Speed: 71.309 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.056
[Epoch 18] Training cost: 242.709, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.055
[Epoch 19][Batch 9], Speed: 70.479 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=3.053
[Epoch 19][Batch 19], Speed: 70.098 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=3.052
[Epoch 19][Batch 29], Speed: 70.055 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.242, HeatmapFocal=3.050
[Epoch 19][Batch 39], Speed: 70.372 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=3.048
[Epoch 19][Batch 49], Speed: 70.915 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=3.047
[Epoch 19][Batch 59], Speed: 71.369 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.242, HeatmapFocal=3.045
[Epoch 19][Batch 69], Speed: 68.880 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.242, HeatmapFocal=3.043
[Epoch 19][Batch 79], Speed: 70.776 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.241, HeatmapFocal=3.042
[Epoch 19][Batch 89], Speed: 70.172 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.241, HeatmapFocal=3.040
[Epoch 19][Batch 99], Speed: 70.124 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=3.039
[Epoch 19][Batch 109], Speed: 69.528 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=3.037
[Epoch 19][Batch 119], Speed: 69.597 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=3.035
[Epoch 19][Batch 129], Speed: 70.134 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=3.034
[Epoch 19][Batch 139], Speed: 71.133 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=3.032
[Epoch 19][Batch 149], Speed: 70.222 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=3.031
[Epoch 19][Batch 159], Speed: 70.290 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=3.029
[Epoch 19][Batch 169], Speed: 70.318 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=3.027
[Epoch 19][Batch 179], Speed: 69.087 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=3.026
[Epoch 19][Batch 189], Speed: 68.502 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.241, HeatmapFocal=3.024
[Epoch 19][Batch 199], Speed: 70.837 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.241, HeatmapFocal=3.023
[Epoch 19][Batch 209], Speed: 69.988 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=3.021
[Epoch 19][Batch 219], Speed: 70.177 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=3.020
[Epoch 19][Batch 229], Speed: 70.874 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=3.018
[Epoch 19][Batch 239], Speed: 69.896 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=3.016
[Epoch 19][Batch 249], Speed: 70.270 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=3.015
[Epoch 19][Batch 259], Speed: 70.478 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=3.013
[Epoch 19][Batch 269], Speed: 70.484 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=3.012
[Epoch 19][Batch 279], Speed: 70.230 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=3.010
[Epoch 19][Batch 289], Speed: 69.446 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=3.009
[Epoch 19][Batch 299], Speed: 70.337 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=3.007
[Epoch 19][Batch 309], Speed: 69.880 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=3.006
[Epoch 19][Batch 319], Speed: 70.811 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=3.004
[Epoch 19][Batch 329], Speed: 69.466 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=3.003
[Epoch 19][Batch 339], Speed: 70.588 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=3.001
[Epoch 19][Batch 349], Speed: 70.717 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.999
[Epoch 19][Batch 359], Speed: 71.582 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.998
[Epoch 19][Batch 369], Speed: 71.403 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.997
[Epoch 19][Batch 379], Speed: 71.017 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.995
[Epoch 19][Batch 389], Speed: 70.307 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.994
[Epoch 19][Batch 399], Speed: 70.454 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.992
[Epoch 19][Batch 409], Speed: 70.862 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.991
[Epoch 19][Batch 419], Speed: 70.305 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.989
[Epoch 19][Batch 429], Speed: 67.925 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.988
[Epoch 19][Batch 439], Speed: 70.374 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.986
[Epoch 19][Batch 449], Speed: 69.441 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.985
[Epoch 19][Batch 459], Speed: 71.538 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.983
[Epoch 19][Batch 469], Speed: 70.735 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.982
[Epoch 19][Batch 479], Speed: 71.658 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.980
[Epoch 19][Batch 489], Speed: 71.613 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.979
[Epoch 19][Batch 499], Speed: 71.661 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.978
[Epoch 19][Batch 509], Speed: 69.700 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.976
[Epoch 19] Training cost: 241.422, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.975
[Epoch 20][Batch 9], Speed: 70.757 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.234, HeatmapFocal=2.974
[Epoch 20][Batch 19], Speed: 70.227 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.237, HeatmapFocal=2.972
[Epoch 20][Batch 29], Speed: 70.806 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.240, HeatmapFocal=2.971
[Epoch 20][Batch 39], Speed: 70.450 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.238, HeatmapFocal=2.969
[Epoch 20][Batch 49], Speed: 70.881 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.237, HeatmapFocal=2.968
[Epoch 20][Batch 59], Speed: 68.316 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.237, HeatmapFocal=2.966
[Epoch 20][Batch 69], Speed: 70.014 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.237, HeatmapFocal=2.965
[Epoch 20][Batch 79], Speed: 70.915 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.238, HeatmapFocal=2.963
[Epoch 20][Batch 89], Speed: 69.775 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.237, HeatmapFocal=2.962
[Epoch 20][Batch 99], Speed: 70.338 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.238, HeatmapFocal=2.960
[Epoch 20][Batch 109], Speed: 70.514 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.238, HeatmapFocal=2.959
[Epoch 20][Batch 119], Speed: 70.327 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.238, HeatmapFocal=2.957
[Epoch 20][Batch 129], Speed: 71.264 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.238, HeatmapFocal=2.956
[Epoch 20][Batch 139], Speed: 70.120 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.238, HeatmapFocal=2.955
[Epoch 20][Batch 149], Speed: 70.341 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.238, HeatmapFocal=2.953
[Epoch 20][Batch 159], Speed: 70.030 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.238, HeatmapFocal=2.952
[Epoch 20][Batch 169], Speed: 68.338 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.238, HeatmapFocal=2.950
[Epoch 20][Batch 179], Speed: 70.987 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.238, HeatmapFocal=2.949
[Epoch 20][Batch 189], Speed: 70.686 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.238, HeatmapFocal=2.947
[Epoch 20][Batch 199], Speed: 69.417 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.238, HeatmapFocal=2.946
[Epoch 20][Batch 209], Speed: 70.174 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.238, HeatmapFocal=2.944
[Epoch 20][Batch 219], Speed: 70.465 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.238, HeatmapFocal=2.943
[Epoch 20][Batch 229], Speed: 69.445 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.941
[Epoch 20][Batch 239], Speed: 69.386 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.940
[Epoch 20][Batch 249], Speed: 68.598 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.938
[Epoch 20][Batch 259], Speed: 70.729 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.937
[Epoch 20][Batch 269], Speed: 70.840 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.936
[Epoch 20][Batch 279], Speed: 68.221 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.934
[Epoch 20][Batch 289], Speed: 70.378 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.933
[Epoch 20][Batch 299], Speed: 70.700 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.931
[Epoch 20][Batch 309], Speed: 70.135 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.930
[Epoch 20][Batch 319], Speed: 69.153 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.929
[Epoch 20][Batch 329], Speed: 68.574 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.238, HeatmapFocal=2.927
[Epoch 20][Batch 339], Speed: 69.853 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.926
[Epoch 20][Batch 349], Speed: 70.547 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.925
[Epoch 20][Batch 359], Speed: 70.576 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.923
[Epoch 20][Batch 369], Speed: 69.569 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.238, HeatmapFocal=2.922
[Epoch 20][Batch 379], Speed: 70.919 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.920
[Epoch 20][Batch 389], Speed: 70.196 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.919
[Epoch 20][Batch 399], Speed: 70.459 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.918
[Epoch 20][Batch 409], Speed: 70.596 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.916
[Epoch 20][Batch 419], Speed: 69.475 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.915
[Epoch 20][Batch 429], Speed: 70.569 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.913
[Epoch 20][Batch 439], Speed: 71.074 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.912
[Epoch 20][Batch 449], Speed: 71.192 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.911
[Epoch 20][Batch 459], Speed: 71.770 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.910
[Epoch 20][Batch 469], Speed: 71.601 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.908
[Epoch 20][Batch 479], Speed: 71.982 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.907
[Epoch 20][Batch 489], Speed: 71.510 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.906
[Epoch 20][Batch 499], Speed: 71.818 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.904
[Epoch 20][Batch 509], Speed: 71.719 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.903
[Epoch 20] Training cost: 240.940, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.902
[Epoch 20] Validation: 
aeroplane=0.4903912129992826
bicycle=0.5873300096866255
bird=0.47761212148713217
boat=0.40401700265527124
bottle=0.5331048463742586
bus=0.6981960495622609
car=0.7387913526365611
cat=0.6434887298929874
chair=0.556125298643564
cow=0.524845025679811
diningtable=0.25742701424233816
dog=0.6714240866366412
horse=0.7258031057441071
motorbike=0.6163862028501619
person=0.720877048291562
pottedplant=0.3824544816172558
sheep=0.7253929697832754
sofa=0.574941817337221
train=0.48250530418142756
tvmonitor=0.7109272826056351
mAP=0.5761020481453689
[Epoch 21][Batch 9], Speed: 70.434 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.901
[Epoch 21][Batch 19], Speed: 71.123 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.239, HeatmapFocal=2.899
[Epoch 21][Batch 29], Speed: 70.969 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.898
[Epoch 21][Batch 39], Speed: 71.072 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.237, HeatmapFocal=2.896
[Epoch 21][Batch 49], Speed: 69.760 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.237, HeatmapFocal=2.895
[Epoch 21][Batch 59], Speed: 71.086 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.238, HeatmapFocal=2.894
[Epoch 21][Batch 69], Speed: 71.600 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.892
[Epoch 21][Batch 79], Speed: 70.581 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.891
[Epoch 21][Batch 89], Speed: 70.598 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.890
[Epoch 21][Batch 99], Speed: 71.536 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.888
[Epoch 21][Batch 109], Speed: 70.901 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.887
[Epoch 21][Batch 119], Speed: 70.004 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.886
[Epoch 21][Batch 129], Speed: 70.393 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.240, HeatmapFocal=2.884
[Epoch 21][Batch 139], Speed: 70.633 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.883
[Epoch 21][Batch 149], Speed: 69.839 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.881
[Epoch 21][Batch 159], Speed: 70.585 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.880
[Epoch 21][Batch 169], Speed: 70.344 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.879
[Epoch 21][Batch 179], Speed: 70.580 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.877
[Epoch 21][Batch 189], Speed: 71.031 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.876
[Epoch 21][Batch 199], Speed: 71.017 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.874
[Epoch 21][Batch 209], Speed: 71.170 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.873
[Epoch 21][Batch 219], Speed: 70.752 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.872
[Epoch 21][Batch 229], Speed: 70.903 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.870
[Epoch 21][Batch 239], Speed: 70.605 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.869
[Epoch 21][Batch 249], Speed: 70.285 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.868
[Epoch 21][Batch 259], Speed: 69.618 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.866
[Epoch 21][Batch 269], Speed: 70.286 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.865
[Epoch 21][Batch 279], Speed: 70.341 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.864
[Epoch 21][Batch 289], Speed: 70.694 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.862
[Epoch 21][Batch 299], Speed: 68.980 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.861
[Epoch 21][Batch 309], Speed: 70.770 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.860
[Epoch 21][Batch 319], Speed: 70.788 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.859
[Epoch 21][Batch 329], Speed: 69.870 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.857
[Epoch 21][Batch 339], Speed: 69.288 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.856
[Epoch 21][Batch 349], Speed: 70.722 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.855
[Epoch 21][Batch 359], Speed: 69.940 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.853
[Epoch 21][Batch 369], Speed: 70.444 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.852
[Epoch 21][Batch 379], Speed: 70.840 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.851
[Epoch 21][Batch 389], Speed: 69.437 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.850
[Epoch 21][Batch 399], Speed: 69.669 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.848
[Epoch 21][Batch 409], Speed: 70.832 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.847
[Epoch 21][Batch 419], Speed: 69.614 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.846
[Epoch 21][Batch 429], Speed: 70.159 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.845
[Epoch 21][Batch 439], Speed: 71.002 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.844
[Epoch 21][Batch 449], Speed: 70.677 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.842
[Epoch 21][Batch 459], Speed: 71.978 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.841
[Epoch 21][Batch 469], Speed: 70.625 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.840
[Epoch 21][Batch 479], Speed: 71.200 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.839
[Epoch 21][Batch 489], Speed: 71.417 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.837
[Epoch 21][Batch 499], Speed: 70.774 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.836
[Epoch 21][Batch 509], Speed: 71.265 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.835
[Epoch 21] Training cost: 240.608, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.834
[Epoch 22][Batch 9], Speed: 69.886 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.833
[Epoch 22][Batch 19], Speed: 70.063 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.831
[Epoch 22][Batch 29], Speed: 71.378 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.830
[Epoch 22][Batch 39], Speed: 71.608 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.829
[Epoch 22][Batch 49], Speed: 71.494 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.828
[Epoch 22][Batch 59], Speed: 70.011 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.826
[Epoch 22][Batch 69], Speed: 69.926 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.825
[Epoch 22][Batch 79], Speed: 70.624 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.824
[Epoch 22][Batch 89], Speed: 69.420 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.822
[Epoch 22][Batch 99], Speed: 70.299 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.239, HeatmapFocal=2.821
[Epoch 22][Batch 109], Speed: 70.788 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.820
[Epoch 22][Batch 119], Speed: 71.328 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.818
[Epoch 22][Batch 129], Speed: 70.469 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.817
[Epoch 22][Batch 139], Speed: 69.832 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.816
[Epoch 22][Batch 149], Speed: 68.446 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.815
[Epoch 22][Batch 159], Speed: 70.408 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.239, HeatmapFocal=2.813
[Epoch 22][Batch 169], Speed: 68.129 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.812
[Epoch 22][Batch 179], Speed: 70.948 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.811
[Epoch 22][Batch 189], Speed: 70.570 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.810
[Epoch 22][Batch 199], Speed: 69.884 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.808
[Epoch 22][Batch 209], Speed: 70.292 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.807
[Epoch 22][Batch 219], Speed: 70.123 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.806
[Epoch 22][Batch 229], Speed: 69.538 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.805
[Epoch 22][Batch 239], Speed: 70.328 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.803
[Epoch 22][Batch 249], Speed: 70.377 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.802
[Epoch 22][Batch 259], Speed: 70.846 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.801
[Epoch 22][Batch 269], Speed: 70.759 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.800
[Epoch 22][Batch 279], Speed: 70.139 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.799
[Epoch 22][Batch 289], Speed: 70.094 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.798
[Epoch 22][Batch 299], Speed: 70.222 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.796
[Epoch 22][Batch 309], Speed: 69.305 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.795
[Epoch 22][Batch 319], Speed: 70.777 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.794
[Epoch 22][Batch 329], Speed: 70.106 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.793
[Epoch 22][Batch 339], Speed: 70.016 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.792
[Epoch 22][Batch 349], Speed: 69.869 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.790
[Epoch 22][Batch 359], Speed: 70.187 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.789
[Epoch 22][Batch 369], Speed: 70.018 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.788
[Epoch 22][Batch 379], Speed: 70.202 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.787
[Epoch 22][Batch 389], Speed: 68.571 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.786
[Epoch 22][Batch 399], Speed: 70.797 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.785
[Epoch 22][Batch 409], Speed: 70.244 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.784
[Epoch 22][Batch 419], Speed: 70.752 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.782
[Epoch 22][Batch 429], Speed: 68.156 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.781
[Epoch 22][Batch 439], Speed: 70.925 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.780
[Epoch 22][Batch 449], Speed: 70.260 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.779
[Epoch 22][Batch 459], Speed: 71.472 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.778
[Epoch 22][Batch 469], Speed: 70.310 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.777
[Epoch 22][Batch 479], Speed: 69.332 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.775
[Epoch 22][Batch 489], Speed: 71.366 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.774
[Epoch 22][Batch 499], Speed: 71.411 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.773
[Epoch 22][Batch 509], Speed: 72.041 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.772
[Epoch 22] Training cost: 239.198, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.771
[Epoch 23][Batch 9], Speed: 71.429 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.241, HeatmapFocal=2.770
[Epoch 23][Batch 19], Speed: 55.388 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.768
[Epoch 23][Batch 29], Speed: 70.016 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.767
[Epoch 23][Batch 39], Speed: 70.039 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.766
[Epoch 23][Batch 49], Speed: 70.451 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.765
[Epoch 23][Batch 59], Speed: 70.604 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.764
[Epoch 23][Batch 69], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.762
[Epoch 23][Batch 79], Speed: 69.665 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.761
[Epoch 23][Batch 89], Speed: 70.437 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.760
[Epoch 23][Batch 99], Speed: 70.204 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.759
[Epoch 23][Batch 109], Speed: 68.990 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.758
[Epoch 23][Batch 119], Speed: 71.225 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.756
[Epoch 23][Batch 129], Speed: 70.616 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.755
[Epoch 23][Batch 139], Speed: 70.691 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.754
[Epoch 23][Batch 149], Speed: 70.014 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.753
[Epoch 23][Batch 159], Speed: 71.291 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.752
[Epoch 23][Batch 169], Speed: 68.380 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.751
[Epoch 23][Batch 179], Speed: 70.826 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.749
[Epoch 23][Batch 189], Speed: 70.605 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.748
[Epoch 23][Batch 199], Speed: 70.337 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.747
[Epoch 23][Batch 209], Speed: 70.697 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.746
[Epoch 23][Batch 219], Speed: 70.658 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.745
[Epoch 23][Batch 229], Speed: 70.751 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.744
[Epoch 23][Batch 239], Speed: 70.818 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.743
[Epoch 23][Batch 249], Speed: 69.386 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.741
[Epoch 23][Batch 259], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.740
[Epoch 23][Batch 269], Speed: 71.087 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.739
[Epoch 23][Batch 279], Speed: 69.667 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.738
[Epoch 23][Batch 289], Speed: 70.276 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.737
[Epoch 23][Batch 299], Speed: 70.729 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.736
[Epoch 23][Batch 309], Speed: 69.531 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.735
[Epoch 23][Batch 319], Speed: 68.842 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.734
[Epoch 23][Batch 329], Speed: 70.585 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.732
[Epoch 23][Batch 339], Speed: 70.751 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.731
[Epoch 23][Batch 349], Speed: 70.232 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.730
[Epoch 23][Batch 359], Speed: 70.537 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.729
[Epoch 23][Batch 369], Speed: 68.372 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.728
[Epoch 23][Batch 379], Speed: 70.965 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.727
[Epoch 23][Batch 389], Speed: 70.551 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.726
[Epoch 23][Batch 399], Speed: 69.959 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.725
[Epoch 23][Batch 409], Speed: 71.186 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.724
[Epoch 23][Batch 419], Speed: 69.155 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.722
[Epoch 23][Batch 429], Speed: 70.753 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.721
[Epoch 23][Batch 439], Speed: 67.336 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.720
[Epoch 23][Batch 449], Speed: 70.308 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.719
[Epoch 23][Batch 459], Speed: 71.579 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.718
[Epoch 23][Batch 469], Speed: 71.446 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.717
[Epoch 23][Batch 479], Speed: 71.377 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.716
[Epoch 23][Batch 489], Speed: 71.899 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.715
[Epoch 23][Batch 499], Speed: 71.905 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.714
[Epoch 23][Batch 509], Speed: 71.109 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.713
[Epoch 23] Training cost: 240.621, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.712
[Epoch 24][Batch 9], Speed: 71.097 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.243, HeatmapFocal=2.711
[Epoch 24][Batch 19], Speed: 70.899 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.239, HeatmapFocal=2.710
[Epoch 24][Batch 29], Speed: 71.763 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.709
[Epoch 24][Batch 39], Speed: 71.697 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.707
[Epoch 24][Batch 49], Speed: 70.249 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.240, HeatmapFocal=2.706
[Epoch 24][Batch 59], Speed: 71.742 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.241, HeatmapFocal=2.705
[Epoch 24][Batch 69], Speed: 70.341 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.241, HeatmapFocal=2.704
[Epoch 24][Batch 79], Speed: 70.262 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.703
[Epoch 24][Batch 89], Speed: 70.688 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.702
[Epoch 24][Batch 99], Speed: 32.218 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.701
[Epoch 24][Batch 109], Speed: 70.589 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.700
[Epoch 24][Batch 119], Speed: 70.985 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.698
[Epoch 24][Batch 129], Speed: 70.813 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.697
[Epoch 24][Batch 139], Speed: 70.094 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.696
[Epoch 24][Batch 149], Speed: 70.063 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.695
[Epoch 24][Batch 159], Speed: 70.866 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.694
[Epoch 24][Batch 169], Speed: 70.668 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.693
[Epoch 24][Batch 179], Speed: 70.436 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.692
[Epoch 24][Batch 189], Speed: 71.851 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.690
[Epoch 24][Batch 199], Speed: 71.624 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.689
[Epoch 24][Batch 209], Speed: 70.534 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.688
[Epoch 24][Batch 219], Speed: 37.138 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.687
[Epoch 24][Batch 229], Speed: 70.014 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.686
[Epoch 24][Batch 239], Speed: 69.266 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.685
[Epoch 24][Batch 249], Speed: 69.459 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.684
[Epoch 24][Batch 259], Speed: 69.175 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.683
[Epoch 24][Batch 269], Speed: 69.680 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.682
[Epoch 24][Batch 279], Speed: 70.326 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.681
[Epoch 24][Batch 289], Speed: 70.733 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.680
[Epoch 24][Batch 299], Speed: 69.913 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.679
[Epoch 24][Batch 309], Speed: 71.101 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.678
[Epoch 24][Batch 319], Speed: 70.444 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.677
[Epoch 24][Batch 329], Speed: 70.227 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.676
[Epoch 24][Batch 339], Speed: 69.699 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.675
[Epoch 24][Batch 349], Speed: 70.579 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.674
[Epoch 24][Batch 359], Speed: 70.306 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.673
[Epoch 24][Batch 369], Speed: 69.717 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.672
[Epoch 24][Batch 379], Speed: 69.599 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.671
[Epoch 24][Batch 389], Speed: 69.498 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.670
[Epoch 24][Batch 399], Speed: 70.503 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.669
[Epoch 24][Batch 409], Speed: 69.555 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.668
[Epoch 24][Batch 419], Speed: 69.949 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.666
[Epoch 24][Batch 429], Speed: 70.791 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.665
[Epoch 24][Batch 439], Speed: 70.547 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.665
[Epoch 24][Batch 449], Speed: 69.596 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.663
[Epoch 24][Batch 459], Speed: 71.082 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.663
[Epoch 24][Batch 469], Speed: 71.591 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.661
[Epoch 24][Batch 479], Speed: 70.683 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.660
[Epoch 24][Batch 489], Speed: 69.293 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.659
[Epoch 24][Batch 499], Speed: 71.152 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.658
[Epoch 24][Batch 509], Speed: 71.569 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.658
[Epoch 24] Training cost: 242.352, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.657
[Epoch 25][Batch 9], Speed: 70.069 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.235, HeatmapFocal=2.656
[Epoch 25][Batch 19], Speed: 70.135 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.235, HeatmapFocal=2.655
[Epoch 25][Batch 29], Speed: 70.846 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.654
[Epoch 25][Batch 39], Speed: 70.060 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.652
[Epoch 25][Batch 49], Speed: 70.696 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.651
[Epoch 25][Batch 59], Speed: 70.384 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.650
[Epoch 25][Batch 69], Speed: 70.369 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.649
[Epoch 25][Batch 79], Speed: 70.076 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.648
[Epoch 25][Batch 89], Speed: 71.033 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.647
[Epoch 25][Batch 99], Speed: 67.913 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.646
[Epoch 25][Batch 109], Speed: 69.574 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.645
[Epoch 25][Batch 119], Speed: 69.295 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.644
[Epoch 25][Batch 129], Speed: 70.643 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.643
[Epoch 25][Batch 139], Speed: 70.365 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.642
[Epoch 25][Batch 149], Speed: 70.171 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.641
[Epoch 25][Batch 159], Speed: 70.910 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.640
[Epoch 25][Batch 169], Speed: 70.434 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.639
[Epoch 25][Batch 179], Speed: 70.961 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.638
[Epoch 25][Batch 189], Speed: 69.878 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.637
[Epoch 25][Batch 199], Speed: 70.132 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.636
[Epoch 25][Batch 209], Speed: 68.550 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.634
[Epoch 25][Batch 219], Speed: 70.517 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.633
[Epoch 25][Batch 229], Speed: 70.154 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.632
[Epoch 25][Batch 239], Speed: 71.771 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.631
[Epoch 25][Batch 249], Speed: 70.260 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.630
[Epoch 25][Batch 259], Speed: 71.800 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.629
[Epoch 25][Batch 269], Speed: 71.597 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.628
[Epoch 25][Batch 279], Speed: 70.324 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.627
[Epoch 25][Batch 289], Speed: 71.263 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.626
[Epoch 25][Batch 299], Speed: 37.256 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.625
[Epoch 25][Batch 309], Speed: 69.823 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.624
[Epoch 25][Batch 319], Speed: 70.534 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.623
[Epoch 25][Batch 329], Speed: 69.045 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.622
[Epoch 25][Batch 339], Speed: 70.077 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.621
[Epoch 25][Batch 349], Speed: 69.380 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.620
[Epoch 25][Batch 359], Speed: 70.261 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.619
[Epoch 25][Batch 369], Speed: 69.621 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.618
[Epoch 25][Batch 379], Speed: 70.002 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.617
[Epoch 25][Batch 389], Speed: 68.290 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.616
[Epoch 25][Batch 399], Speed: 67.825 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.615
[Epoch 25][Batch 409], Speed: 69.735 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.614
[Epoch 25][Batch 419], Speed: 70.016 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.613
[Epoch 25][Batch 429], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.612
[Epoch 25][Batch 439], Speed: 70.126 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.611
[Epoch 25][Batch 449], Speed: 70.212 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.610
[Epoch 25][Batch 459], Speed: 71.622 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.609
[Epoch 25][Batch 469], Speed: 70.467 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.608
[Epoch 25][Batch 479], Speed: 70.180 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.607
[Epoch 25][Batch 489], Speed: 71.708 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.606
[Epoch 25][Batch 499], Speed: 71.799 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.605
[Epoch 25][Batch 509], Speed: 70.127 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.605
[Epoch 25] Training cost: 241.165, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.604
[Epoch 25] Validation: 
aeroplane=0.6516501251939816
bicycle=0.7380117509756848
bird=0.6910820588045609
boat=0.5433807414327754
bottle=0.5468368233074115
bus=0.720997248436892
car=0.7644602984271319
cat=0.7277128125013566
chair=0.5810994653012915
cow=0.6944678062064313
diningtable=0.27797247223048
dog=0.7692137273545738
horse=0.7260187163080652
motorbike=0.6833108257937135
person=0.758328452777741
pottedplant=0.43192032147093334
sheep=0.7295934253798716
sofa=0.5952347839015831
train=0.7135016237607114
tvmonitor=0.7351890914483381
mAP=0.6539991285506764
[Epoch 26][Batch 9], Speed: 71.297 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.603
[Epoch 26][Batch 19], Speed: 70.794 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.243, HeatmapFocal=2.602
[Epoch 26][Batch 29], Speed: 68.661 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.240, HeatmapFocal=2.601
[Epoch 26][Batch 39], Speed: 70.458 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.600
[Epoch 26][Batch 49], Speed: 68.778 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.599
[Epoch 26][Batch 59], Speed: 70.896 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.598
[Epoch 26][Batch 69], Speed: 70.146 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.597
[Epoch 26][Batch 79], Speed: 70.182 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.596
[Epoch 26][Batch 89], Speed: 70.942 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.595
[Epoch 26][Batch 99], Speed: 69.918 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.594
[Epoch 26][Batch 109], Speed: 67.813 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.593
[Epoch 26][Batch 119], Speed: 70.415 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.592
[Epoch 26][Batch 129], Speed: 70.419 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.591
[Epoch 26][Batch 139], Speed: 70.971 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.590
[Epoch 26][Batch 149], Speed: 69.379 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.589
[Epoch 26][Batch 159], Speed: 70.963 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.588
[Epoch 26][Batch 169], Speed: 70.382 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.587
[Epoch 26][Batch 179], Speed: 71.295 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.586
[Epoch 26][Batch 189], Speed: 70.193 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.585
[Epoch 26][Batch 199], Speed: 71.606 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.584
[Epoch 26][Batch 209], Speed: 70.458 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.583
[Epoch 26][Batch 219], Speed: 70.291 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.582
[Epoch 26][Batch 229], Speed: 70.983 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.581
[Epoch 26][Batch 239], Speed: 71.338 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.580
[Epoch 26][Batch 249], Speed: 70.884 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.579
[Epoch 26][Batch 259], Speed: 71.413 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.578
[Epoch 26][Batch 269], Speed: 35.593 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.577
[Epoch 26][Batch 279], Speed: 68.079 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.576
[Epoch 26][Batch 289], Speed: 69.974 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.575
[Epoch 26][Batch 299], Speed: 70.697 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.574
[Epoch 26][Batch 309], Speed: 68.765 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.573
[Epoch 26][Batch 319], Speed: 70.526 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.572
[Epoch 26][Batch 329], Speed: 70.628 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.571
[Epoch 26][Batch 339], Speed: 70.062 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.570
[Epoch 26][Batch 349], Speed: 70.207 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.569
[Epoch 26][Batch 359], Speed: 69.958 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.568
[Epoch 26][Batch 369], Speed: 69.997 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.567
[Epoch 26][Batch 379], Speed: 71.018 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.566
[Epoch 26][Batch 389], Speed: 71.173 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.565
[Epoch 26][Batch 399], Speed: 70.339 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.565
[Epoch 26][Batch 409], Speed: 69.506 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.564
[Epoch 26][Batch 419], Speed: 69.803 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.563
[Epoch 26][Batch 429], Speed: 70.225 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.562
[Epoch 26][Batch 439], Speed: 70.600 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.561
[Epoch 26][Batch 449], Speed: 69.992 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.560
[Epoch 26][Batch 459], Speed: 71.959 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.559
[Epoch 26][Batch 469], Speed: 70.729 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.558
[Epoch 26][Batch 479], Speed: 71.540 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.557
[Epoch 26][Batch 489], Speed: 70.874 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.557
[Epoch 26][Batch 499], Speed: 71.458 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.556
[Epoch 26][Batch 509], Speed: 70.774 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.555
[Epoch 26] Training cost: 241.701, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.554
[Epoch 27][Batch 9], Speed: 69.703 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.553
[Epoch 27][Batch 19], Speed: 71.204 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.242, HeatmapFocal=2.552
[Epoch 27][Batch 29], Speed: 70.661 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.552
[Epoch 27][Batch 39], Speed: 67.803 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.551
[Epoch 27][Batch 49], Speed: 70.514 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.550
[Epoch 27][Batch 59], Speed: 71.531 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.549
[Epoch 27][Batch 69], Speed: 71.299 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.548
[Epoch 27][Batch 79], Speed: 70.108 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.547
[Epoch 27][Batch 89], Speed: 69.527 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.546
[Epoch 27][Batch 99], Speed: 69.923 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.545
[Epoch 27][Batch 109], Speed: 70.712 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.544
[Epoch 27][Batch 119], Speed: 68.476 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.543
[Epoch 27][Batch 129], Speed: 69.804 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.542
[Epoch 27][Batch 139], Speed: 69.273 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.541
[Epoch 27][Batch 149], Speed: 70.666 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.540
[Epoch 27][Batch 159], Speed: 69.292 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.540
[Epoch 27][Batch 169], Speed: 69.031 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.539
[Epoch 27][Batch 179], Speed: 70.312 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.538
[Epoch 27][Batch 189], Speed: 70.198 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.537
[Epoch 27][Batch 199], Speed: 69.885 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.536
[Epoch 27][Batch 209], Speed: 70.448 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.535
[Epoch 27][Batch 219], Speed: 70.480 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.534
[Epoch 27][Batch 229], Speed: 70.402 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.533
[Epoch 27][Batch 239], Speed: 70.809 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.532
[Epoch 27][Batch 249], Speed: 70.067 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.531
[Epoch 27][Batch 259], Speed: 67.459 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.530
[Epoch 27][Batch 269], Speed: 70.001 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.529
[Epoch 27][Batch 279], Speed: 69.854 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.528
[Epoch 27][Batch 289], Speed: 69.849 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.528
[Epoch 27][Batch 299], Speed: 70.793 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.527
[Epoch 27][Batch 309], Speed: 70.138 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.526
[Epoch 27][Batch 319], Speed: 70.871 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.525
[Epoch 27][Batch 329], Speed: 71.249 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.524
[Epoch 27][Batch 339], Speed: 70.613 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.523
[Epoch 27][Batch 349], Speed: 66.191 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.522
[Epoch 27][Batch 359], Speed: 70.217 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.521
[Epoch 27][Batch 369], Speed: 70.212 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.520
[Epoch 27][Batch 379], Speed: 70.559 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.520
[Epoch 27][Batch 389], Speed: 69.676 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.519
[Epoch 27][Batch 399], Speed: 69.803 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.518
[Epoch 27][Batch 409], Speed: 70.482 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.517
[Epoch 27][Batch 419], Speed: 66.754 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.516
[Epoch 27][Batch 429], Speed: 69.879 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.515
[Epoch 27][Batch 439], Speed: 70.308 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.514
[Epoch 27][Batch 449], Speed: 70.286 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.513
[Epoch 27][Batch 459], Speed: 71.383 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.512
[Epoch 27][Batch 469], Speed: 71.120 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.512
[Epoch 27][Batch 479], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.511
[Epoch 27][Batch 489], Speed: 71.220 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.510
[Epoch 27][Batch 499], Speed: 71.078 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.509
[Epoch 27][Batch 509], Speed: 70.433 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.508
[Epoch 27] Training cost: 241.526, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.508
[Epoch 28][Batch 9], Speed: 70.781 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.507
[Epoch 28][Batch 19], Speed: 70.842 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.506
[Epoch 28][Batch 29], Speed: 70.869 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.505
[Epoch 28][Batch 39], Speed: 70.101 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.235, HeatmapFocal=2.504
[Epoch 28][Batch 49], Speed: 70.662 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.503
[Epoch 28][Batch 59], Speed: 70.717 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.502
[Epoch 28][Batch 69], Speed: 68.651 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.501
[Epoch 28][Batch 79], Speed: 70.484 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.501
[Epoch 28][Batch 89], Speed: 70.325 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.500
[Epoch 28][Batch 99], Speed: 69.324 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.499
[Epoch 28][Batch 109], Speed: 70.205 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.498
[Epoch 28][Batch 119], Speed: 69.630 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.497
[Epoch 28][Batch 129], Speed: 70.068 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.496
[Epoch 28][Batch 139], Speed: 69.913 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.495
[Epoch 28][Batch 149], Speed: 70.175 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.494
[Epoch 28][Batch 159], Speed: 69.233 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.493
[Epoch 28][Batch 169], Speed: 69.181 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.493
[Epoch 28][Batch 179], Speed: 69.992 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.492
[Epoch 28][Batch 189], Speed: 69.342 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.491
[Epoch 28][Batch 199], Speed: 68.751 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.490
[Epoch 28][Batch 209], Speed: 69.065 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.489
[Epoch 28][Batch 219], Speed: 68.329 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.488
[Epoch 28][Batch 229], Speed: 70.269 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.487
[Epoch 28][Batch 239], Speed: 69.993 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.487
[Epoch 28][Batch 249], Speed: 70.180 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.486
[Epoch 28][Batch 259], Speed: 69.990 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.485
[Epoch 28][Batch 269], Speed: 69.802 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.484
[Epoch 28][Batch 279], Speed: 70.175 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.483
[Epoch 28][Batch 289], Speed: 69.778 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.482
[Epoch 28][Batch 299], Speed: 69.847 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.481
[Epoch 28][Batch 309], Speed: 70.976 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.481
[Epoch 28][Batch 319], Speed: 69.984 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.480
[Epoch 28][Batch 329], Speed: 70.774 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.479
[Epoch 28][Batch 339], Speed: 70.755 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.478
[Epoch 28][Batch 349], Speed: 70.429 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.477
[Epoch 28][Batch 359], Speed: 70.447 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.477
[Epoch 28][Batch 369], Speed: 70.579 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.476
[Epoch 28][Batch 379], Speed: 71.886 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.475
[Epoch 28][Batch 389], Speed: 70.598 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.474
[Epoch 28][Batch 399], Speed: 71.226 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.473
[Epoch 28][Batch 409], Speed: 69.977 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.472
[Epoch 28][Batch 419], Speed: 43.399 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.472
[Epoch 28][Batch 429], Speed: 69.766 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.471
[Epoch 28][Batch 439], Speed: 70.474 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.470
[Epoch 28][Batch 449], Speed: 68.714 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.469
[Epoch 28][Batch 459], Speed: 70.668 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.468
[Epoch 28][Batch 469], Speed: 71.014 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.467
[Epoch 28][Batch 479], Speed: 71.484 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.466
[Epoch 28][Batch 489], Speed: 70.240 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.466
[Epoch 28][Batch 499], Speed: 71.157 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.465
[Epoch 28][Batch 509], Speed: 71.537 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.464
[Epoch 28] Training cost: 241.712, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.463
[Epoch 29][Batch 9], Speed: 70.651 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.463
[Epoch 29][Batch 19], Speed: 70.835 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.462
[Epoch 29][Batch 29], Speed: 69.851 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.461
[Epoch 29][Batch 39], Speed: 70.996 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.460
[Epoch 29][Batch 49], Speed: 70.668 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.459
[Epoch 29][Batch 59], Speed: 70.448 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.458
[Epoch 29][Batch 69], Speed: 70.656 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.457
[Epoch 29][Batch 79], Speed: 69.786 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.457
[Epoch 29][Batch 89], Speed: 70.942 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.236, HeatmapFocal=2.456
[Epoch 29][Batch 99], Speed: 68.909 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.455
[Epoch 29][Batch 109], Speed: 68.701 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.454
[Epoch 29][Batch 119], Speed: 70.385 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.453
[Epoch 29][Batch 129], Speed: 71.079 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.452
[Epoch 29][Batch 139], Speed: 70.097 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.451
[Epoch 29][Batch 149], Speed: 70.326 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.451
[Epoch 29][Batch 159], Speed: 69.853 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.450
[Epoch 29][Batch 169], Speed: 70.362 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.449
[Epoch 29][Batch 179], Speed: 69.708 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.448
[Epoch 29][Batch 189], Speed: 69.343 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.447
[Epoch 29][Batch 199], Speed: 71.119 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.446
[Epoch 29][Batch 209], Speed: 69.464 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.446
[Epoch 29][Batch 219], Speed: 70.621 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.445
[Epoch 29][Batch 229], Speed: 70.651 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.444
[Epoch 29][Batch 239], Speed: 69.550 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.443
[Epoch 29][Batch 249], Speed: 70.719 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.442
[Epoch 29][Batch 259], Speed: 67.626 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.441
[Epoch 29][Batch 269], Speed: 70.514 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.441
[Epoch 29][Batch 279], Speed: 70.705 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.440
[Epoch 29][Batch 289], Speed: 69.615 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.439
[Epoch 29][Batch 299], Speed: 70.578 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.438
[Epoch 29][Batch 309], Speed: 70.937 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.437
[Epoch 29][Batch 319], Speed: 70.395 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.437
[Epoch 29][Batch 329], Speed: 69.570 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.436
[Epoch 29][Batch 339], Speed: 70.831 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.435
[Epoch 29][Batch 349], Speed: 70.458 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.434
[Epoch 29][Batch 359], Speed: 69.989 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.433
[Epoch 29][Batch 369], Speed: 69.392 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.432
[Epoch 29][Batch 379], Speed: 69.599 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.432
[Epoch 29][Batch 389], Speed: 69.979 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.431
[Epoch 29][Batch 399], Speed: 70.226 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.430
[Epoch 29][Batch 409], Speed: 69.314 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.429
[Epoch 29][Batch 419], Speed: 69.958 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.428
[Epoch 29][Batch 429], Speed: 70.383 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.428
[Epoch 29][Batch 439], Speed: 71.351 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.427
[Epoch 29][Batch 449], Speed: 71.560 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.426
[Epoch 29][Batch 459], Speed: 71.407 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.425
[Epoch 29][Batch 469], Speed: 70.711 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.424
[Epoch 29][Batch 479], Speed: 72.009 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.424
[Epoch 29][Batch 489], Speed: 71.672 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.423
[Epoch 29][Batch 499], Speed: 36.915 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.422
[Epoch 29][Batch 509], Speed: 71.118 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.421
[Epoch 29] Training cost: 240.105, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.421
[Epoch 30][Batch 9], Speed: 70.466 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.420
[Epoch 30][Batch 19], Speed: 70.307 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.240, HeatmapFocal=2.419
[Epoch 30][Batch 29], Speed: 70.419 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.418
[Epoch 30][Batch 39], Speed: 70.146 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.418
[Epoch 30][Batch 49], Speed: 67.760 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.417
[Epoch 30][Batch 59], Speed: 71.278 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.416
[Epoch 30][Batch 69], Speed: 70.679 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.415
[Epoch 30][Batch 79], Speed: 71.241 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.237, HeatmapFocal=2.414
[Epoch 30][Batch 89], Speed: 70.507 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.414
[Epoch 30][Batch 99], Speed: 43.347 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.413
[Epoch 30][Batch 109], Speed: 70.829 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.412
[Epoch 30][Batch 119], Speed: 70.375 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.411
[Epoch 30][Batch 129], Speed: 70.437 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.236, HeatmapFocal=2.411
[Epoch 30][Batch 139], Speed: 69.629 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.410
[Epoch 30][Batch 149], Speed: 70.367 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.409
[Epoch 30][Batch 159], Speed: 69.508 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.408
[Epoch 30][Batch 169], Speed: 70.624 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.407
[Epoch 30][Batch 179], Speed: 70.762 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.407
[Epoch 30][Batch 189], Speed: 68.754 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.406
[Epoch 30][Batch 199], Speed: 71.195 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.405
[Epoch 30][Batch 209], Speed: 70.548 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.404
[Epoch 30][Batch 219], Speed: 68.252 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.403
[Epoch 30][Batch 229], Speed: 71.032 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.403
[Epoch 30][Batch 239], Speed: 70.422 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.402
[Epoch 30][Batch 249], Speed: 69.741 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.401
[Epoch 30][Batch 259], Speed: 69.568 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.400
[Epoch 30][Batch 269], Speed: 70.410 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.400
[Epoch 30][Batch 279], Speed: 70.995 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.399
[Epoch 30][Batch 289], Speed: 70.502 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.398
[Epoch 30][Batch 299], Speed: 70.955 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.397
[Epoch 30][Batch 309], Speed: 70.730 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.397
[Epoch 30][Batch 319], Speed: 67.472 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.396
[Epoch 30][Batch 329], Speed: 69.322 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.395
[Epoch 30][Batch 339], Speed: 70.391 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.394
[Epoch 30][Batch 349], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.393
[Epoch 30][Batch 359], Speed: 69.594 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.393
[Epoch 30][Batch 369], Speed: 70.398 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.392
[Epoch 30][Batch 379], Speed: 70.806 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.391
[Epoch 30][Batch 389], Speed: 70.088 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.390
[Epoch 30][Batch 399], Speed: 70.501 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.390
[Epoch 30][Batch 409], Speed: 71.134 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.389
[Epoch 30][Batch 419], Speed: 70.667 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.388
[Epoch 30][Batch 429], Speed: 69.960 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.387
[Epoch 30][Batch 439], Speed: 70.464 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.387
[Epoch 30][Batch 449], Speed: 68.151 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.386
[Epoch 30][Batch 459], Speed: 71.678 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.385
[Epoch 30][Batch 469], Speed: 70.734 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.384
[Epoch 30][Batch 479], Speed: 71.227 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.384
[Epoch 30][Batch 489], Speed: 71.204 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.383
[Epoch 30][Batch 499], Speed: 69.998 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.382
[Epoch 30][Batch 509], Speed: 72.061 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.381
[Epoch 30] Training cost: 240.743, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.381
[Epoch 30] Validation: 
aeroplane=0.7213285561543684
bicycle=0.7813940600896909
bird=0.7145661827966074
boat=0.5361987405305202
bottle=0.5665290581785016
bus=0.7170910480643184
car=0.7468101962690976
cat=0.7150645095219847
chair=0.5817333201281717
cow=0.7747055477780088
diningtable=0.37054623222935995
dog=0.7359742947127464
horse=0.7118346199967832
motorbike=0.685342500971958
person=0.773946526517552
pottedplant=0.5024160528827877
sheep=0.7553893616089349
sofa=0.6693856093298537
train=0.7186273506411608
tvmonitor=0.7544511726245363
mAP=0.6766667470513472
[Epoch 31][Batch 9], Speed: 71.301 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=2.380
[Epoch 31][Batch 19], Speed: 71.504 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.379
[Epoch 31][Batch 29], Speed: 70.947 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.239, HeatmapFocal=2.378
[Epoch 31][Batch 39], Speed: 70.959 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.239, HeatmapFocal=2.378
[Epoch 31][Batch 49], Speed: 71.865 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.239, HeatmapFocal=2.377
[Epoch 31][Batch 59], Speed: 71.589 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.239, HeatmapFocal=2.376
[Epoch 31][Batch 69], Speed: 33.186 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.239, HeatmapFocal=2.375
[Epoch 31][Batch 79], Speed: 70.994 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.375
[Epoch 31][Batch 89], Speed: 70.072 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.374
[Epoch 31][Batch 99], Speed: 70.988 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.373
[Epoch 31][Batch 109], Speed: 70.388 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.372
[Epoch 31][Batch 119], Speed: 69.773 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.371
[Epoch 31][Batch 129], Speed: 70.779 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.371
[Epoch 31][Batch 139], Speed: 70.828 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.370
[Epoch 31][Batch 149], Speed: 68.638 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.369
[Epoch 31][Batch 159], Speed: 71.169 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.368
[Epoch 31][Batch 169], Speed: 71.260 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.368
[Epoch 31][Batch 179], Speed: 70.286 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.367
[Epoch 31][Batch 189], Speed: 71.452 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.366
[Epoch 31][Batch 199], Speed: 71.321 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.365
[Epoch 31][Batch 209], Speed: 70.011 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.365
[Epoch 31][Batch 219], Speed: 69.100 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.364
[Epoch 31][Batch 229], Speed: 70.940 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.363
[Epoch 31][Batch 239], Speed: 71.082 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.362
[Epoch 31][Batch 249], Speed: 70.307 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.362
[Epoch 31][Batch 259], Speed: 70.451 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.361
[Epoch 31][Batch 269], Speed: 70.770 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.360
[Epoch 31][Batch 279], Speed: 70.607 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.359
[Epoch 31][Batch 289], Speed: 68.489 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.359
[Epoch 31][Batch 299], Speed: 70.492 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.358
[Epoch 31][Batch 309], Speed: 71.041 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.357
[Epoch 31][Batch 319], Speed: 70.999 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.357
[Epoch 31][Batch 329], Speed: 68.091 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.356
[Epoch 31][Batch 339], Speed: 69.952 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.355
[Epoch 31][Batch 349], Speed: 68.201 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.354
[Epoch 31][Batch 359], Speed: 69.998 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.354
[Epoch 31][Batch 369], Speed: 70.214 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.353
[Epoch 31][Batch 379], Speed: 69.455 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.352
[Epoch 31][Batch 389], Speed: 70.108 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.351
[Epoch 31][Batch 399], Speed: 70.436 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.351
[Epoch 31][Batch 409], Speed: 69.581 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.350
[Epoch 31][Batch 419], Speed: 70.558 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.349
[Epoch 31][Batch 429], Speed: 70.372 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.349
[Epoch 31][Batch 439], Speed: 69.330 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.348
[Epoch 31][Batch 449], Speed: 70.618 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.347
[Epoch 31][Batch 459], Speed: 71.888 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.347
[Epoch 31][Batch 469], Speed: 71.004 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.346
[Epoch 31][Batch 479], Speed: 71.032 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.345
[Epoch 31][Batch 489], Speed: 70.055 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.345
[Epoch 31][Batch 499], Speed: 71.421 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.344
[Epoch 31][Batch 509], Speed: 71.433 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.343
[Epoch 31] Training cost: 241.638, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.343
[Epoch 32][Batch 9], Speed: 70.906 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.342
[Epoch 32][Batch 19], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.341
[Epoch 32][Batch 29], Speed: 70.948 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.340
[Epoch 32][Batch 39], Speed: 70.962 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.340
[Epoch 32][Batch 49], Speed: 71.448 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.339
[Epoch 32][Batch 59], Speed: 70.772 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.338
[Epoch 32][Batch 69], Speed: 69.488 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.337
[Epoch 32][Batch 79], Speed: 69.224 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.337
[Epoch 32][Batch 89], Speed: 70.476 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.336
[Epoch 32][Batch 99], Speed: 70.846 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.335
[Epoch 32][Batch 109], Speed: 71.579 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.335
[Epoch 32][Batch 119], Speed: 70.769 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.334
[Epoch 32][Batch 129], Speed: 70.752 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.333
[Epoch 32][Batch 139], Speed: 71.386 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.332
[Epoch 32][Batch 149], Speed: 37.419 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.332
[Epoch 32][Batch 159], Speed: 70.316 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.331
[Epoch 32][Batch 169], Speed: 70.447 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.330
[Epoch 32][Batch 179], Speed: 68.424 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.329
[Epoch 32][Batch 189], Speed: 69.983 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.329
[Epoch 32][Batch 199], Speed: 69.329 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.328
[Epoch 32][Batch 209], Speed: 71.271 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.327
[Epoch 32][Batch 219], Speed: 70.023 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.327
[Epoch 32][Batch 229], Speed: 69.597 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.326
[Epoch 32][Batch 239], Speed: 70.735 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.325
[Epoch 32][Batch 249], Speed: 69.715 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.324
[Epoch 32][Batch 259], Speed: 69.496 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.324
[Epoch 32][Batch 269], Speed: 69.635 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.323
[Epoch 32][Batch 279], Speed: 69.016 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.322
[Epoch 32][Batch 289], Speed: 69.345 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.322
[Epoch 32][Batch 299], Speed: 70.008 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.321
[Epoch 32][Batch 309], Speed: 70.476 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.320
[Epoch 32][Batch 319], Speed: 70.872 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.319
[Epoch 32][Batch 329], Speed: 69.609 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.319
[Epoch 32][Batch 339], Speed: 70.506 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.318
[Epoch 32][Batch 349], Speed: 70.157 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.317
[Epoch 32][Batch 359], Speed: 69.900 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.317
[Epoch 32][Batch 369], Speed: 69.800 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.316
[Epoch 32][Batch 379], Speed: 70.149 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.315
[Epoch 32][Batch 389], Speed: 70.178 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.315
[Epoch 32][Batch 399], Speed: 69.672 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.314
[Epoch 32][Batch 409], Speed: 70.308 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.313
[Epoch 32][Batch 419], Speed: 70.082 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.312
[Epoch 32][Batch 429], Speed: 68.994 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.312
[Epoch 32][Batch 439], Speed: 69.909 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.311
[Epoch 32][Batch 449], Speed: 70.141 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.310
[Epoch 32][Batch 459], Speed: 71.020 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.310
[Epoch 32][Batch 469], Speed: 71.131 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.309
[Epoch 32][Batch 479], Speed: 71.013 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.308
[Epoch 32][Batch 489], Speed: 71.209 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.308
[Epoch 32][Batch 499], Speed: 71.592 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.307
[Epoch 32][Batch 509], Speed: 71.451 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.306
[Epoch 32] Training cost: 241.267, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.306
[Epoch 33][Batch 9], Speed: 70.362 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.305
[Epoch 33][Batch 19], Speed: 69.960 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.304
[Epoch 33][Batch 29], Speed: 70.418 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.236, HeatmapFocal=2.304
[Epoch 33][Batch 39], Speed: 70.773 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.303
[Epoch 33][Batch 49], Speed: 71.031 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.302
[Epoch 33][Batch 59], Speed: 71.222 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.235, HeatmapFocal=2.302
[Epoch 33][Batch 69], Speed: 70.443 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.301
[Epoch 33][Batch 79], Speed: 70.975 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.300
[Epoch 33][Batch 89], Speed: 70.204 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.300
[Epoch 33][Batch 99], Speed: 69.919 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.299
[Epoch 33][Batch 109], Speed: 71.171 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.298
[Epoch 33][Batch 119], Speed: 69.304 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.297
[Epoch 33][Batch 129], Speed: 69.732 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.297
[Epoch 33][Batch 139], Speed: 71.181 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.296
[Epoch 33][Batch 149], Speed: 70.940 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.295
[Epoch 33][Batch 159], Speed: 71.059 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.295
[Epoch 33][Batch 169], Speed: 71.171 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.294
[Epoch 33][Batch 179], Speed: 70.436 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.293
[Epoch 33][Batch 189], Speed: 71.911 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.293
[Epoch 33][Batch 199], Speed: 71.198 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.292
[Epoch 33][Batch 209], Speed: 70.999 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.291
[Epoch 33][Batch 219], Speed: 70.797 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.291
[Epoch 33][Batch 229], Speed: 69.231 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.290
[Epoch 33][Batch 239], Speed: 68.928 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.289
[Epoch 33][Batch 249], Speed: 69.634 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.289
[Epoch 33][Batch 259], Speed: 70.670 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.288
[Epoch 33][Batch 269], Speed: 70.090 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.287
[Epoch 33][Batch 279], Speed: 69.500 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.287
[Epoch 33][Batch 289], Speed: 69.793 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.286
[Epoch 33][Batch 299], Speed: 71.064 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.285
[Epoch 33][Batch 309], Speed: 69.976 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.284
[Epoch 33][Batch 319], Speed: 70.792 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.284
[Epoch 33][Batch 329], Speed: 71.453 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.283
[Epoch 33][Batch 339], Speed: 71.424 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.282
[Epoch 33][Batch 349], Speed: 71.057 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.282
[Epoch 33][Batch 359], Speed: 70.142 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.281
[Epoch 33][Batch 369], Speed: 70.938 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.280
[Epoch 33][Batch 379], Speed: 69.333 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.280
[Epoch 33][Batch 389], Speed: 70.413 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.279
[Epoch 33][Batch 399], Speed: 69.627 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.278
[Epoch 33][Batch 409], Speed: 68.850 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.278
[Epoch 33][Batch 419], Speed: 70.572 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.277
[Epoch 33][Batch 429], Speed: 69.477 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.277
[Epoch 33][Batch 439], Speed: 68.415 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.276
[Epoch 33][Batch 449], Speed: 68.546 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.275
[Epoch 33][Batch 459], Speed: 71.562 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.275
[Epoch 33][Batch 469], Speed: 70.785 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.274
[Epoch 33][Batch 479], Speed: 71.483 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.273
[Epoch 33][Batch 489], Speed: 71.947 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.273
[Epoch 33][Batch 499], Speed: 71.543 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.272
[Epoch 33][Batch 509], Speed: 70.874 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.271
[Epoch 33] Training cost: 241.053, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.271
[Epoch 34][Batch 9], Speed: 70.877 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.270
[Epoch 34][Batch 19], Speed: 69.758 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.270
[Epoch 34][Batch 29], Speed: 70.976 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.269
[Epoch 34][Batch 39], Speed: 71.128 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.268
[Epoch 34][Batch 49], Speed: 70.750 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.268
[Epoch 34][Batch 59], Speed: 71.642 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.235, HeatmapFocal=2.267
[Epoch 34][Batch 69], Speed: 70.376 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.235, HeatmapFocal=2.266
[Epoch 34][Batch 79], Speed: 70.897 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.266
[Epoch 34][Batch 89], Speed: 69.937 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.265
[Epoch 34][Batch 99], Speed: 68.784 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.264
[Epoch 34][Batch 109], Speed: 70.709 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.264
[Epoch 34][Batch 119], Speed: 70.164 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.263
[Epoch 34][Batch 129], Speed: 70.411 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.262
[Epoch 34][Batch 139], Speed: 70.208 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.262
[Epoch 34][Batch 149], Speed: 69.270 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.261
[Epoch 34][Batch 159], Speed: 70.415 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.260
[Epoch 34][Batch 169], Speed: 70.602 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.260
[Epoch 34][Batch 179], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.259
[Epoch 34][Batch 189], Speed: 70.949 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.258
[Epoch 34][Batch 199], Speed: 70.522 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.258
[Epoch 34][Batch 209], Speed: 70.336 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.257
[Epoch 34][Batch 219], Speed: 71.176 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.256
[Epoch 34][Batch 229], Speed: 69.891 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.256
[Epoch 34][Batch 239], Speed: 69.914 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.255
[Epoch 34][Batch 249], Speed: 71.246 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.255
[Epoch 34][Batch 259], Speed: 71.110 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.254
[Epoch 34][Batch 269], Speed: 70.674 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.253
[Epoch 34][Batch 279], Speed: 71.561 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.253
[Epoch 34][Batch 289], Speed: 71.544 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.252
[Epoch 34][Batch 299], Speed: 70.421 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.251
[Epoch 34][Batch 309], Speed: 69.623 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.251
[Epoch 34][Batch 319], Speed: 70.485 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.250
[Epoch 34][Batch 329], Speed: 69.729 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.249
[Epoch 34][Batch 339], Speed: 69.399 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.249
[Epoch 34][Batch 349], Speed: 69.099 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.248
[Epoch 34][Batch 359], Speed: 69.897 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.247
[Epoch 34][Batch 369], Speed: 70.360 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.247
[Epoch 34][Batch 379], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.246
[Epoch 34][Batch 389], Speed: 70.764 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.246
[Epoch 34][Batch 399], Speed: 69.960 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.245
[Epoch 34][Batch 409], Speed: 69.839 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.244
[Epoch 34][Batch 419], Speed: 69.553 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.244
[Epoch 34][Batch 429], Speed: 69.467 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.243
[Epoch 34][Batch 439], Speed: 70.406 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.243
[Epoch 34][Batch 449], Speed: 70.301 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.242
[Epoch 34][Batch 459], Speed: 71.087 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.241
[Epoch 34][Batch 469], Speed: 71.312 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.241
[Epoch 34][Batch 479], Speed: 70.561 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.240
[Epoch 34][Batch 489], Speed: 71.466 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.239
[Epoch 34][Batch 499], Speed: 71.498 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.239
[Epoch 34][Batch 509], Speed: 71.169 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.238
[Epoch 34] Training cost: 241.097, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.238
[Epoch 35][Batch 9], Speed: 70.083 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.240, HeatmapFocal=2.237
[Epoch 35][Batch 19], Speed: 69.283 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.236
[Epoch 35][Batch 29], Speed: 70.541 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.234, HeatmapFocal=2.236
[Epoch 35][Batch 39], Speed: 70.040 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.235
[Epoch 35][Batch 49], Speed: 71.047 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.234
[Epoch 35][Batch 59], Speed: 70.789 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.234
[Epoch 35][Batch 69], Speed: 71.030 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.234, HeatmapFocal=2.233
[Epoch 35][Batch 79], Speed: 70.532 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.232
[Epoch 35][Batch 89], Speed: 69.121 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.232
[Epoch 35][Batch 99], Speed: 70.986 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.234, HeatmapFocal=2.231
[Epoch 35][Batch 109], Speed: 70.428 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.231
[Epoch 35][Batch 119], Speed: 70.511 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.234, HeatmapFocal=2.230
[Epoch 35][Batch 129], Speed: 70.072 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.234, HeatmapFocal=2.229
[Epoch 35][Batch 139], Speed: 70.666 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.234, HeatmapFocal=2.229
[Epoch 35][Batch 149], Speed: 70.069 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.228
[Epoch 35][Batch 159], Speed: 70.179 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.228
[Epoch 35][Batch 169], Speed: 70.113 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.227
[Epoch 35][Batch 179], Speed: 69.831 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.226
[Epoch 35][Batch 189], Speed: 69.904 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.226
[Epoch 35][Batch 199], Speed: 69.753 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.225
[Epoch 35][Batch 209], Speed: 69.831 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.224
[Epoch 35][Batch 219], Speed: 69.091 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.224
[Epoch 35][Batch 229], Speed: 69.618 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.223
[Epoch 35][Batch 239], Speed: 70.880 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.223
[Epoch 35][Batch 249], Speed: 69.456 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.222
[Epoch 35][Batch 259], Speed: 70.328 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.222
[Epoch 35][Batch 269], Speed: 70.557 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.221
[Epoch 35][Batch 279], Speed: 69.468 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.220
[Epoch 35][Batch 289], Speed: 70.482 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.220
[Epoch 35][Batch 299], Speed: 69.457 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.219
[Epoch 35][Batch 309], Speed: 68.181 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.218
[Epoch 35][Batch 319], Speed: 70.057 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.218
[Epoch 35][Batch 329], Speed: 71.127 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.217
[Epoch 35][Batch 339], Speed: 70.647 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.217
[Epoch 35][Batch 349], Speed: 70.893 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.216
[Epoch 35][Batch 359], Speed: 71.079 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.215
[Epoch 35][Batch 369], Speed: 71.633 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.215
[Epoch 35][Batch 379], Speed: 56.358 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.214
[Epoch 35][Batch 389], Speed: 71.429 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.214
[Epoch 35][Batch 399], Speed: 70.698 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.213
[Epoch 35][Batch 409], Speed: 66.758 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.212
[Epoch 35][Batch 419], Speed: 68.103 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.212
[Epoch 35][Batch 429], Speed: 70.147 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.211
[Epoch 35][Batch 439], Speed: 70.085 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.211
[Epoch 35][Batch 449], Speed: 70.258 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.210
[Epoch 35][Batch 459], Speed: 72.373 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.210
[Epoch 35][Batch 469], Speed: 72.431 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.209
[Epoch 35][Batch 479], Speed: 72.505 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.208
[Epoch 35][Batch 489], Speed: 71.925 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.208
[Epoch 35][Batch 499], Speed: 41.770 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.207
[Epoch 35][Batch 509], Speed: 70.761 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.206
[Epoch 35] Training cost: 242.007, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.206
[Epoch 35] Validation: 
aeroplane=0.6502310127676505
bicycle=0.8157769227704728
bird=0.7204507032147767
boat=0.47916695439929563
bottle=0.6007679881421468
bus=0.7751420955545147
car=0.8113271317789087
cat=0.7901436449384032
chair=0.575899098147615
cow=0.8007924592363693
diningtable=0.5524653206437659
dog=0.7801587554885767
horse=0.7275033098441689
motorbike=0.6205069451511318
person=0.7734388057338015
pottedplant=0.4627331863965795
sheep=0.813615477469054
sofa=0.61924426213627
train=0.5481193182467299
tvmonitor=0.7535358205818582
mAP=0.6835509606321044
[Epoch 36][Batch 9], Speed: 69.853 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=2.205
[Epoch 36][Batch 19], Speed: 70.206 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.236, HeatmapFocal=2.205
[Epoch 36][Batch 29], Speed: 70.808 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.204
[Epoch 36][Batch 39], Speed: 69.693 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.234, HeatmapFocal=2.203
[Epoch 36][Batch 49], Speed: 70.311 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.203
[Epoch 36][Batch 59], Speed: 71.148 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.202
[Epoch 36][Batch 69], Speed: 70.388 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.202
[Epoch 36][Batch 79], Speed: 70.070 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 36][Batch 89], Speed: 70.256 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.200
[Epoch 36][Batch 99], Speed: 69.662 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.200
[Epoch 36][Batch 109], Speed: 70.241 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.199
[Epoch 36][Batch 119], Speed: 70.244 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.198
[Epoch 36][Batch 129], Speed: 70.828 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.198
[Epoch 36][Batch 139], Speed: 71.009 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.197
[Epoch 36][Batch 149], Speed: 68.173 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.197
[Epoch 36][Batch 159], Speed: 69.699 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.196
[Epoch 36][Batch 169], Speed: 70.242 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.195
[Epoch 36][Batch 179], Speed: 70.167 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.195
[Epoch 36][Batch 189], Speed: 71.627 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.194
[Epoch 36][Batch 199], Speed: 68.387 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.194
[Epoch 36][Batch 209], Speed: 70.197 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.193
[Epoch 36][Batch 219], Speed: 70.154 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.193
[Epoch 36][Batch 229], Speed: 69.901 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.192
[Epoch 36][Batch 239], Speed: 69.526 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.191
[Epoch 36][Batch 249], Speed: 70.881 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.191
[Epoch 36][Batch 259], Speed: 70.163 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.190
[Epoch 36][Batch 269], Speed: 70.428 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.190
[Epoch 36][Batch 279], Speed: 70.978 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.189
[Epoch 36][Batch 289], Speed: 70.387 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.188
[Epoch 36][Batch 299], Speed: 70.837 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.188
[Epoch 36][Batch 309], Speed: 70.358 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.187
[Epoch 36][Batch 319], Speed: 70.364 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.187
[Epoch 36][Batch 329], Speed: 71.076 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.186
[Epoch 36][Batch 339], Speed: 70.387 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.185
[Epoch 36][Batch 349], Speed: 68.975 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.235, HeatmapFocal=2.185
[Epoch 36][Batch 359], Speed: 70.848 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.184
[Epoch 36][Batch 369], Speed: 70.641 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.184
[Epoch 36][Batch 379], Speed: 70.709 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.183
[Epoch 36][Batch 389], Speed: 69.793 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.234, HeatmapFocal=2.182
[Epoch 36][Batch 399], Speed: 70.951 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.182
[Epoch 36][Batch 409], Speed: 70.499 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.181
[Epoch 36][Batch 419], Speed: 70.467 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.181
[Epoch 36][Batch 429], Speed: 71.122 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.180
[Epoch 36][Batch 439], Speed: 70.470 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.180
[Epoch 36][Batch 449], Speed: 71.368 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.179
[Epoch 36][Batch 459], Speed: 71.124 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.179
[Epoch 36][Batch 469], Speed: 71.358 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.178
[Epoch 36][Batch 479], Speed: 69.859 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.177
[Epoch 36][Batch 489], Speed: 70.523 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.177
[Epoch 36][Batch 499], Speed: 70.464 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.176
[Epoch 36][Batch 509], Speed: 71.001 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.176
[Epoch 36] Training cost: 241.339, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.175
[Epoch 37][Batch 9], Speed: 70.916 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=2.175
[Epoch 37][Batch 19], Speed: 69.399 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.174
[Epoch 37][Batch 29], Speed: 70.026 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.173
[Epoch 37][Batch 39], Speed: 70.154 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.237, HeatmapFocal=2.173
[Epoch 37][Batch 49], Speed: 71.518 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.172
[Epoch 37][Batch 59], Speed: 71.238 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.172
[Epoch 37][Batch 69], Speed: 71.122 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.171
[Epoch 37][Batch 79], Speed: 70.029 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.171
[Epoch 37][Batch 89], Speed: 70.021 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.170
[Epoch 37][Batch 99], Speed: 71.114 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.235, HeatmapFocal=2.169
[Epoch 37][Batch 109], Speed: 70.624 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=2.169
[Epoch 37][Batch 119], Speed: 68.274 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.168
[Epoch 37][Batch 129], Speed: 70.756 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.234, HeatmapFocal=2.167
[Epoch 37][Batch 139], Speed: 70.980 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.167
[Epoch 37][Batch 149], Speed: 69.547 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.234, HeatmapFocal=2.166
[Epoch 37][Batch 159], Speed: 67.918 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.234, HeatmapFocal=2.166
[Epoch 37][Batch 169], Speed: 70.411 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.234, HeatmapFocal=2.165
[Epoch 37][Batch 179], Speed: 69.494 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.234, HeatmapFocal=2.165
[Epoch 37][Batch 189], Speed: 68.072 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.164
[Epoch 37][Batch 199], Speed: 70.780 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.163
[Epoch 37][Batch 209], Speed: 70.495 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.163
[Epoch 37][Batch 219], Speed: 69.657 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.162
[Epoch 37][Batch 229], Speed: 70.975 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.162
[Epoch 37][Batch 239], Speed: 71.244 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.161
[Epoch 37][Batch 249], Speed: 71.043 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.161
[Epoch 37][Batch 259], Speed: 71.084 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.160
[Epoch 37][Batch 269], Speed: 70.637 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.159
[Epoch 37][Batch 279], Speed: 68.329 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.159
[Epoch 37][Batch 289], Speed: 69.843 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.158
[Epoch 37][Batch 299], Speed: 68.965 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.158
[Epoch 37][Batch 309], Speed: 69.283 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.157
[Epoch 37][Batch 319], Speed: 70.504 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=2.157
[Epoch 37][Batch 329], Speed: 68.538 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.156
[Epoch 37][Batch 339], Speed: 70.292 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.156
[Epoch 37][Batch 349], Speed: 70.402 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.155
[Epoch 37][Batch 359], Speed: 70.895 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.154
[Epoch 37][Batch 369], Speed: 70.136 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=2.154
[Epoch 37][Batch 379], Speed: 70.797 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.153
[Epoch 37][Batch 389], Speed: 71.297 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=2.153
[Epoch 37][Batch 399], Speed: 69.966 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=2.153
[Epoch 37][Batch 409], Speed: 70.704 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.152
[Epoch 37][Batch 419], Speed: 70.707 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.151
[Epoch 37][Batch 429], Speed: 70.353 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.151
[Epoch 37][Batch 439], Speed: 70.568 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.236, HeatmapFocal=2.150
[Epoch 37][Batch 449], Speed: 70.073 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.235, HeatmapFocal=2.150
[Epoch 37][Batch 459], Speed: 71.206 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.149
[Epoch 37][Batch 469], Speed: 71.534 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.149
[Epoch 37][Batch 479], Speed: 71.643 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.148
[Epoch 37][Batch 489], Speed: 72.163 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.148
[Epoch 37][Batch 499], Speed: 71.434 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.147
[Epoch 37][Batch 509], Speed: 72.177 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.147
[Epoch 37] Training cost: 238.229, WHL1=0.307, CenterRegL1=0.235, HeatmapFocal=2.146
[Epoch 38][Batch 9], Speed: 70.861 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.239, HeatmapFocal=2.146
[Epoch 38][Batch 19], Speed: 70.756 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 38][Batch 29], Speed: 34.743 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 38][Batch 39], Speed: 70.086 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.144
[Epoch 38][Batch 49], Speed: 70.244 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.144
[Epoch 38][Batch 59], Speed: 70.578 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.143
[Epoch 38][Batch 69], Speed: 70.512 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 38][Batch 79], Speed: 69.749 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=2.142
[Epoch 38][Batch 89], Speed: 67.270 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.238, HeatmapFocal=2.141
[Epoch 38][Batch 99], Speed: 69.100 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.141
[Epoch 38][Batch 109], Speed: 70.026 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.140
[Epoch 38][Batch 119], Speed: 70.044 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 38][Batch 129], Speed: 70.243 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 38][Batch 139], Speed: 68.704 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 38][Batch 149], Speed: 70.699 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 38][Batch 159], Speed: 70.246 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 38][Batch 169], Speed: 69.660 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 38][Batch 179], Speed: 68.232 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.237, HeatmapFocal=2.136
[Epoch 38][Batch 189], Speed: 68.485 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.237, HeatmapFocal=2.136
[Epoch 38][Batch 199], Speed: 70.841 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 38][Batch 209], Speed: 70.511 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 38][Batch 219], Speed: 69.964 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.134
[Epoch 38][Batch 229], Speed: 70.755 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.134
[Epoch 38][Batch 239], Speed: 70.378 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.133
[Epoch 38][Batch 249], Speed: 70.918 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.133
[Epoch 38][Batch 259], Speed: 69.171 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.132
[Epoch 38][Batch 269], Speed: 67.863 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.132
[Epoch 38][Batch 279], Speed: 69.521 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.131
[Epoch 38][Batch 289], Speed: 70.012 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.130
[Epoch 38][Batch 299], Speed: 70.902 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.130
[Epoch 38][Batch 309], Speed: 70.596 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.129
[Epoch 38][Batch 319], Speed: 70.339 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.129
[Epoch 38][Batch 329], Speed: 70.160 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.128
[Epoch 38][Batch 339], Speed: 70.777 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.128
[Epoch 38][Batch 349], Speed: 70.407 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.127
[Epoch 38][Batch 359], Speed: 70.577 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.127
[Epoch 38][Batch 369], Speed: 69.595 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.126
[Epoch 38][Batch 379], Speed: 70.623 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.126
[Epoch 38][Batch 389], Speed: 69.271 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.125
[Epoch 38][Batch 399], Speed: 70.313 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.124
[Epoch 38][Batch 409], Speed: 71.551 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.124
[Epoch 38][Batch 419], Speed: 70.042 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.123
[Epoch 38][Batch 429], Speed: 69.871 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.123
[Epoch 38][Batch 439], Speed: 70.742 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.122
[Epoch 38][Batch 449], Speed: 70.419 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.122
[Epoch 38][Batch 459], Speed: 71.600 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.121
[Epoch 38][Batch 469], Speed: 71.374 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.121
[Epoch 38][Batch 479], Speed: 71.164 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.120
[Epoch 38][Batch 489], Speed: 70.813 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.120
[Epoch 38][Batch 499], Speed: 71.395 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.119
[Epoch 38][Batch 509], Speed: 70.087 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.119
[Epoch 38] Training cost: 241.174, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.118
[Epoch 39][Batch 9], Speed: 68.306 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.238, HeatmapFocal=2.118
[Epoch 39][Batch 19], Speed: 68.010 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=2.117
[Epoch 39][Batch 29], Speed: 70.806 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.116
[Epoch 39][Batch 39], Speed: 71.625 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.239, HeatmapFocal=2.116
[Epoch 39][Batch 49], Speed: 70.963 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=2.115
[Epoch 39][Batch 59], Speed: 69.787 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.115
[Epoch 39][Batch 69], Speed: 71.000 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.114
[Epoch 39][Batch 79], Speed: 71.335 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.238, HeatmapFocal=2.114
[Epoch 39][Batch 89], Speed: 70.618 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=2.113
[Epoch 39][Batch 99], Speed: 71.266 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.113
[Epoch 39][Batch 109], Speed: 37.440 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=2.112
[Epoch 39][Batch 119], Speed: 70.397 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=2.112
[Epoch 39][Batch 129], Speed: 70.553 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 39][Batch 139], Speed: 70.702 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 39][Batch 149], Speed: 69.901 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 39][Batch 159], Speed: 70.465 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 39][Batch 169], Speed: 70.853 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.109
[Epoch 39][Batch 179], Speed: 70.719 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.237, HeatmapFocal=2.108
[Epoch 39][Batch 189], Speed: 69.203 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.237, HeatmapFocal=2.108
[Epoch 39][Batch 199], Speed: 70.737 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=2.107
[Epoch 39][Batch 209], Speed: 70.569 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.107
[Epoch 39][Batch 219], Speed: 70.762 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.106
[Epoch 39][Batch 229], Speed: 70.644 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.106
[Epoch 39][Batch 239], Speed: 70.597 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.105
[Epoch 39][Batch 249], Speed: 69.565 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.105
[Epoch 39][Batch 259], Speed: 70.766 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.104
[Epoch 39][Batch 269], Speed: 69.893 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.104
[Epoch 39][Batch 279], Speed: 70.457 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.103
[Epoch 39][Batch 289], Speed: 70.681 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.103
[Epoch 39][Batch 299], Speed: 70.890 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 39][Batch 309], Speed: 70.570 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 39][Batch 319], Speed: 69.196 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.101
[Epoch 39][Batch 329], Speed: 70.506 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.100
[Epoch 39][Batch 339], Speed: 70.703 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.100
[Epoch 39][Batch 349], Speed: 69.973 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.099
[Epoch 39][Batch 359], Speed: 70.600 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.099
[Epoch 39][Batch 369], Speed: 71.102 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.098
[Epoch 39][Batch 379], Speed: 69.852 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.098
[Epoch 39][Batch 389], Speed: 70.059 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.097
[Epoch 39][Batch 399], Speed: 69.630 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.097
[Epoch 39][Batch 409], Speed: 69.523 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.096
[Epoch 39][Batch 419], Speed: 70.681 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 39][Batch 429], Speed: 71.135 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 39][Batch 439], Speed: 70.214 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 39][Batch 449], Speed: 70.214 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.094
[Epoch 39][Batch 459], Speed: 70.051 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.093
[Epoch 39][Batch 469], Speed: 71.509 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.093
[Epoch 39][Batch 479], Speed: 71.430 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.093
[Epoch 39][Batch 489], Speed: 70.288 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.092
[Epoch 39][Batch 499], Speed: 70.973 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.092
[Epoch 39][Batch 509], Speed: 71.071 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=2.091
[Epoch 39] Training cost: 240.771, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=2.091
[Epoch 40][Batch 9], Speed: 71.492 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.090
[Epoch 40][Batch 19], Speed: 71.275 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.090
[Epoch 40][Batch 29], Speed: 70.382 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.089
[Epoch 40][Batch 39], Speed: 69.271 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.089
[Epoch 40][Batch 49], Speed: 70.035 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.088
[Epoch 40][Batch 59], Speed: 70.720 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.088
[Epoch 40][Batch 69], Speed: 70.304 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=2.087
[Epoch 40][Batch 79], Speed: 69.378 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=2.087
[Epoch 40][Batch 89], Speed: 70.161 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.086
[Epoch 40][Batch 99], Speed: 71.412 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.086
[Epoch 40][Batch 109], Speed: 69.440 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.085
[Epoch 40][Batch 119], Speed: 71.032 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.084
[Epoch 40][Batch 129], Speed: 70.851 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.084
[Epoch 40][Batch 139], Speed: 69.800 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.083
[Epoch 40][Batch 149], Speed: 71.080 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.083
[Epoch 40][Batch 159], Speed: 71.715 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.082
[Epoch 40][Batch 169], Speed: 71.212 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.082
[Epoch 40][Batch 179], Speed: 71.420 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.081
[Epoch 40][Batch 189], Speed: 36.123 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.081
[Epoch 40][Batch 199], Speed: 69.635 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=2.080
[Epoch 40][Batch 209], Speed: 70.661 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=2.080
[Epoch 40][Batch 219], Speed: 69.716 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=2.080
[Epoch 40][Batch 229], Speed: 69.643 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.079
[Epoch 40][Batch 239], Speed: 70.429 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=2.079
[Epoch 40][Batch 249], Speed: 70.652 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.078
[Epoch 40][Batch 259], Speed: 69.399 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.078
[Epoch 40][Batch 269], Speed: 70.118 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.077
[Epoch 40][Batch 279], Speed: 70.703 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.077
[Epoch 40][Batch 289], Speed: 68.907 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.076
[Epoch 40][Batch 299], Speed: 70.389 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.076
[Epoch 40][Batch 309], Speed: 70.633 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.075
[Epoch 40][Batch 319], Speed: 70.367 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.075
[Epoch 40][Batch 329], Speed: 69.807 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.074
[Epoch 40][Batch 339], Speed: 70.521 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.074
[Epoch 40][Batch 349], Speed: 70.515 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.073
[Epoch 40][Batch 359], Speed: 70.203 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.073
[Epoch 40][Batch 369], Speed: 69.147 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.072
[Epoch 40][Batch 379], Speed: 69.832 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.072
[Epoch 40][Batch 389], Speed: 69.846 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.071
[Epoch 40][Batch 399], Speed: 69.624 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.071
[Epoch 40][Batch 409], Speed: 70.968 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.070
[Epoch 40][Batch 419], Speed: 70.617 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.070
[Epoch 40][Batch 429], Speed: 70.590 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.069
[Epoch 40][Batch 439], Speed: 70.395 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.069
[Epoch 40][Batch 449], Speed: 68.489 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.068
[Epoch 40][Batch 459], Speed: 71.348 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.068
[Epoch 40][Batch 469], Speed: 70.954 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.235, HeatmapFocal=2.067
[Epoch 40][Batch 479], Speed: 71.275 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.235, HeatmapFocal=2.067
[Epoch 40][Batch 489], Speed: 71.383 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=2.066
[Epoch 40][Batch 499], Speed: 71.417 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.235, HeatmapFocal=2.066
[Epoch 40][Batch 509], Speed: 72.176 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=2.065
[Epoch 40] Training cost: 240.755, WHL1=0.298, CenterRegL1=0.235, HeatmapFocal=2.065
[Epoch 40] Validation: 
aeroplane=0.6833920215177364
bicycle=0.6922901419124035
bird=0.7332100350539726
boat=0.6084244800955656
bottle=0.5928218828503291
bus=0.8046005716291682
car=0.8282893143263176
cat=0.7629893561609001
chair=0.5980995196461304
cow=0.7237366640719459
diningtable=0.622408502987778
dog=0.7163493243584447
horse=0.790310310168712
motorbike=0.712511506960647
person=0.778947100214016
pottedplant=0.4973012436009333
sheep=0.7233564542259235
sofa=0.7020928944764641
train=0.7550900567928145
tvmonitor=0.720297177767704
mAP=0.7023259279408953
[Epoch 41][Batch 9], Speed: 69.722 samples/sec, LR=0.000125, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=2.064
[Epoch 41][Batch 19], Speed: 70.640 samples/sec, LR=0.000125, WHL1=0.272, CenterRegL1=0.233, HeatmapFocal=2.064
[Epoch 41][Batch 29], Speed: 69.767 samples/sec, LR=0.000125, WHL1=0.271, CenterRegL1=0.234, HeatmapFocal=2.063
[Epoch 41][Batch 39], Speed: 69.933 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=2.063
[Epoch 41][Batch 49], Speed: 70.897 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=2.062
[Epoch 41][Batch 59], Speed: 68.243 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.233, HeatmapFocal=2.062
[Epoch 41][Batch 69], Speed: 70.648 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=2.061
[Epoch 41][Batch 79], Speed: 69.265 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.233, HeatmapFocal=2.061
[Epoch 41][Batch 89], Speed: 71.101 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=2.060
[Epoch 41][Batch 99], Speed: 71.551 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.233, HeatmapFocal=2.060
[Epoch 41][Batch 109], Speed: 71.589 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.059
[Epoch 41][Batch 119], Speed: 71.217 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.234, HeatmapFocal=2.059
[Epoch 41][Batch 129], Speed: 71.407 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.234, HeatmapFocal=2.058
[Epoch 41][Batch 139], Speed: 71.051 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.234, HeatmapFocal=2.058
[Epoch 41][Batch 149], Speed: 71.219 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.234, HeatmapFocal=2.057
[Epoch 41][Batch 159], Speed: 68.279 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.234, HeatmapFocal=2.057
[Epoch 41][Batch 169], Speed: 70.030 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.234, HeatmapFocal=2.056
[Epoch 41][Batch 179], Speed: 69.638 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.234, HeatmapFocal=2.056
[Epoch 41][Batch 189], Speed: 70.784 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.055
[Epoch 41][Batch 199], Speed: 70.689 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.055
[Epoch 41][Batch 209], Speed: 70.662 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.054
[Epoch 41][Batch 219], Speed: 71.207 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.233, HeatmapFocal=2.054
[Epoch 41][Batch 229], Speed: 71.521 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.233, HeatmapFocal=2.053
[Epoch 41][Batch 239], Speed: 71.667 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.233, HeatmapFocal=2.053
[Epoch 41][Batch 249], Speed: 71.303 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.052
[Epoch 41][Batch 259], Speed: 70.742 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.052
[Epoch 41][Batch 269], Speed: 64.008 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.051
[Epoch 41][Batch 279], Speed: 69.346 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.051
[Epoch 41][Batch 289], Speed: 70.411 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.050
[Epoch 41][Batch 299], Speed: 69.772 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.050
[Epoch 41][Batch 309], Speed: 70.148 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.049
[Epoch 41][Batch 319], Speed: 69.277 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.049
[Epoch 41][Batch 329], Speed: 67.899 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.048
[Epoch 41][Batch 339], Speed: 69.356 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.048
[Epoch 41][Batch 349], Speed: 70.611 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.047
[Epoch 41][Batch 359], Speed: 70.310 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.047
[Epoch 41][Batch 369], Speed: 70.483 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.233, HeatmapFocal=2.046
[Epoch 41][Batch 379], Speed: 71.110 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.046
[Epoch 41][Batch 389], Speed: 70.391 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.045
[Epoch 41][Batch 399], Speed: 70.099 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.045
[Epoch 41][Batch 409], Speed: 69.008 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.045
[Epoch 41][Batch 419], Speed: 69.683 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.044
[Epoch 41][Batch 429], Speed: 70.103 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.044
[Epoch 41][Batch 439], Speed: 70.373 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.043
[Epoch 41][Batch 449], Speed: 70.405 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.043
[Epoch 41][Batch 459], Speed: 71.265 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.233, HeatmapFocal=2.042
[Epoch 41][Batch 469], Speed: 71.828 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.233, HeatmapFocal=2.042
[Epoch 41][Batch 479], Speed: 70.630 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.233, HeatmapFocal=2.041
[Epoch 41][Batch 489], Speed: 71.931 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.041
[Epoch 41][Batch 499], Speed: 70.962 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.040
[Epoch 41][Batch 509], Speed: 68.807 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.040
[Epoch 41] Training cost: 242.733, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=2.039
[Epoch 42][Batch 9], Speed: 71.309 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.039
[Epoch 42][Batch 19], Speed: 70.658 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 42][Batch 29], Speed: 69.005 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=2.038
[Epoch 42][Batch 39], Speed: 71.055 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.234, HeatmapFocal=2.037
[Epoch 42][Batch 49], Speed: 70.990 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.037
[Epoch 42][Batch 59], Speed: 68.787 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.036
[Epoch 42][Batch 69], Speed: 70.362 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.036
[Epoch 42][Batch 79], Speed: 70.126 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=2.035
[Epoch 42][Batch 89], Speed: 70.725 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.035
[Epoch 42][Batch 99], Speed: 70.258 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 42][Batch 109], Speed: 70.038 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 42][Batch 119], Speed: 70.526 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 42][Batch 129], Speed: 71.121 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 42][Batch 139], Speed: 68.138 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.234, HeatmapFocal=2.032
[Epoch 42][Batch 149], Speed: 69.721 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.234, HeatmapFocal=2.032
[Epoch 42][Batch 159], Speed: 70.494 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 42][Batch 169], Speed: 69.522 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 42][Batch 179], Speed: 70.534 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 42][Batch 189], Speed: 70.086 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 42][Batch 199], Speed: 67.249 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=2.030
[Epoch 42][Batch 209], Speed: 70.626 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=2.029
[Epoch 42][Batch 219], Speed: 70.558 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.029
[Epoch 42][Batch 229], Speed: 69.642 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 42][Batch 239], Speed: 70.465 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 42][Batch 249], Speed: 70.722 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 42][Batch 259], Speed: 70.024 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 42][Batch 269], Speed: 70.837 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 42][Batch 279], Speed: 69.140 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 42][Batch 289], Speed: 71.392 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 42][Batch 299], Speed: 71.820 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 42][Batch 309], Speed: 70.706 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 42][Batch 319], Speed: 71.755 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 42][Batch 329], Speed: 71.041 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 42][Batch 339], Speed: 70.099 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 42][Batch 349], Speed: 55.780 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.022
[Epoch 42][Batch 359], Speed: 70.035 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.022
[Epoch 42][Batch 369], Speed: 68.049 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 42][Batch 379], Speed: 69.739 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 42][Batch 389], Speed: 70.103 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 42][Batch 399], Speed: 70.222 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.020
[Epoch 42][Batch 409], Speed: 70.302 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.020
[Epoch 42][Batch 419], Speed: 69.947 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.019
[Epoch 42][Batch 429], Speed: 69.580 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.019
[Epoch 42][Batch 439], Speed: 69.654 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.018
[Epoch 42][Batch 449], Speed: 69.859 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.018
[Epoch 42][Batch 459], Speed: 69.231 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 42][Batch 469], Speed: 71.282 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 42][Batch 479], Speed: 71.150 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 42][Batch 489], Speed: 70.121 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 42][Batch 499], Speed: 71.754 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 42][Batch 509], Speed: 69.895 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 42] Training cost: 241.367, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 43][Batch 9], Speed: 71.310 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.014
[Epoch 43][Batch 19], Speed: 70.589 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.236, HeatmapFocal=2.014
[Epoch 43][Batch 29], Speed: 68.676 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 43][Batch 39], Speed: 70.898 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 43][Batch 49], Speed: 70.391 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=2.012
[Epoch 43][Batch 59], Speed: 69.788 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=2.012
[Epoch 43][Batch 69], Speed: 69.867 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=2.011
[Epoch 43][Batch 79], Speed: 70.302 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.011
[Epoch 43][Batch 89], Speed: 70.944 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=2.010
[Epoch 43][Batch 99], Speed: 69.686 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=2.010
[Epoch 43][Batch 109], Speed: 70.993 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 43][Batch 119], Speed: 70.154 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 43][Batch 129], Speed: 69.545 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 43][Batch 139], Speed: 69.232 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=2.008
[Epoch 43][Batch 149], Speed: 70.623 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=2.008
[Epoch 43][Batch 159], Speed: 69.566 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 43][Batch 169], Speed: 69.735 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 43][Batch 179], Speed: 69.977 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 43][Batch 189], Speed: 70.634 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 43][Batch 199], Speed: 69.538 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 43][Batch 209], Speed: 70.329 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 43][Batch 219], Speed: 69.748 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.004
[Epoch 43][Batch 229], Speed: 70.066 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.004
[Epoch 43][Batch 239], Speed: 69.964 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.003
[Epoch 43][Batch 249], Speed: 70.500 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.003
[Epoch 43][Batch 259], Speed: 70.035 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.002
[Epoch 43][Batch 269], Speed: 70.512 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.002
[Epoch 43][Batch 279], Speed: 70.742 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.001
[Epoch 43][Batch 289], Speed: 67.527 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.001
[Epoch 43][Batch 299], Speed: 70.425 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 43][Batch 309], Speed: 71.427 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 43][Batch 319], Speed: 69.973 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 43][Batch 329], Speed: 69.828 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.999
[Epoch 43][Batch 339], Speed: 70.378 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.999
[Epoch 43][Batch 349], Speed: 69.551 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.998
[Epoch 43][Batch 359], Speed: 71.318 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.998
[Epoch 43][Batch 369], Speed: 70.565 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.997
[Epoch 43][Batch 379], Speed: 70.947 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.997
[Epoch 43][Batch 389], Speed: 71.031 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.996
[Epoch 43][Batch 399], Speed: 70.776 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.996
[Epoch 43][Batch 409], Speed: 70.593 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.995
[Epoch 43][Batch 419], Speed: 71.074 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.995
[Epoch 43][Batch 429], Speed: 36.935 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.995
[Epoch 43][Batch 439], Speed: 70.854 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.994
[Epoch 43][Batch 449], Speed: 70.334 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.994
[Epoch 43][Batch 459], Speed: 70.970 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.993
[Epoch 43][Batch 469], Speed: 71.257 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.993
[Epoch 43][Batch 479], Speed: 70.985 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.992
[Epoch 43][Batch 489], Speed: 70.920 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.992
[Epoch 43][Batch 499], Speed: 70.667 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.991
[Epoch 43][Batch 509], Speed: 72.166 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.991
[Epoch 43] Training cost: 241.388, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.991
[Epoch 44][Batch 9], Speed: 68.993 samples/sec, LR=0.000125, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.990
[Epoch 44][Batch 19], Speed: 70.414 samples/sec, LR=0.000125, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.990
[Epoch 44][Batch 29], Speed: 70.724 samples/sec, LR=0.000125, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.989
[Epoch 44][Batch 39], Speed: 71.212 samples/sec, LR=0.000125, WHL1=0.270, CenterRegL1=0.233, HeatmapFocal=1.989
[Epoch 44][Batch 49], Speed: 70.056 samples/sec, LR=0.000125, WHL1=0.274, CenterRegL1=0.233, HeatmapFocal=1.988
[Epoch 44][Batch 59], Speed: 71.217 samples/sec, LR=0.000125, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.988
[Epoch 44][Batch 69], Speed: 67.417 samples/sec, LR=0.000125, WHL1=0.275, CenterRegL1=0.234, HeatmapFocal=1.987
[Epoch 44][Batch 79], Speed: 70.425 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.987
[Epoch 44][Batch 89], Speed: 69.325 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.987
[Epoch 44][Batch 99], Speed: 70.399 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.986
[Epoch 44][Batch 109], Speed: 70.837 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.986
[Epoch 44][Batch 119], Speed: 70.579 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.985
[Epoch 44][Batch 129], Speed: 70.826 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.985
[Epoch 44][Batch 139], Speed: 70.871 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.984
[Epoch 44][Batch 149], Speed: 68.195 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.984
[Epoch 44][Batch 159], Speed: 70.784 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.983
[Epoch 44][Batch 169], Speed: 70.919 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.983
[Epoch 44][Batch 179], Speed: 71.516 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.982
[Epoch 44][Batch 189], Speed: 69.922 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.982
[Epoch 44][Batch 199], Speed: 70.372 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.982
[Epoch 44][Batch 209], Speed: 70.487 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.981
[Epoch 44][Batch 219], Speed: 69.756 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.981
[Epoch 44][Batch 229], Speed: 69.999 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.980
[Epoch 44][Batch 239], Speed: 71.000 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.980
[Epoch 44][Batch 249], Speed: 68.131 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.979
[Epoch 44][Batch 259], Speed: 70.509 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.979
[Epoch 44][Batch 269], Speed: 70.354 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.978
[Epoch 44][Batch 279], Speed: 69.971 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.978
[Epoch 44][Batch 289], Speed: 70.631 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.977
[Epoch 44][Batch 299], Speed: 70.715 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.977
[Epoch 44][Batch 309], Speed: 69.913 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 44][Batch 319], Speed: 70.418 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 44][Batch 329], Speed: 68.633 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 44][Batch 339], Speed: 70.728 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 44][Batch 349], Speed: 69.046 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 44][Batch 359], Speed: 70.734 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 44][Batch 369], Speed: 67.607 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 44][Batch 379], Speed: 70.199 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.973
[Epoch 44][Batch 389], Speed: 70.342 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.973
[Epoch 44][Batch 399], Speed: 70.960 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.972
[Epoch 44][Batch 409], Speed: 70.165 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 44][Batch 419], Speed: 69.842 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.972
[Epoch 44][Batch 429], Speed: 70.473 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.971
[Epoch 44][Batch 439], Speed: 71.247 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.971
[Epoch 44][Batch 449], Speed: 71.426 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.970
[Epoch 44][Batch 459], Speed: 71.265 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.970
[Epoch 44][Batch 469], Speed: 71.589 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 44][Batch 479], Speed: 71.771 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 44][Batch 489], Speed: 71.633 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 44][Batch 499], Speed: 70.759 samples/sec, LR=0.000125, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.968
[Epoch 44][Batch 509], Speed: 42.044 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.968
[Epoch 44] Training cost: 240.904, WHL1=0.283, CenterRegL1=0.234, HeatmapFocal=1.967
[Epoch 45][Batch 9], Speed: 69.953 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.967
[Epoch 45][Batch 19], Speed: 70.436 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.230, HeatmapFocal=1.967
[Epoch 45][Batch 29], Speed: 70.092 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.230, HeatmapFocal=1.966
[Epoch 45][Batch 39], Speed: 70.371 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.230, HeatmapFocal=1.966
[Epoch 45][Batch 49], Speed: 71.257 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.230, HeatmapFocal=1.965
[Epoch 45][Batch 59], Speed: 70.815 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.232, HeatmapFocal=1.965
[Epoch 45][Batch 69], Speed: 70.972 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.964
[Epoch 45][Batch 79], Speed: 68.495 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=1.964
[Epoch 45][Batch 89], Speed: 69.398 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.963
[Epoch 45][Batch 99], Speed: 70.633 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.231, HeatmapFocal=1.963
[Epoch 45][Batch 109], Speed: 70.580 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.231, HeatmapFocal=1.962
[Epoch 45][Batch 119], Speed: 70.009 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.231, HeatmapFocal=1.962
[Epoch 45][Batch 129], Speed: 69.926 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.231, HeatmapFocal=1.961
[Epoch 45][Batch 139], Speed: 70.544 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.231, HeatmapFocal=1.961
[Epoch 45][Batch 149], Speed: 68.693 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.231, HeatmapFocal=1.960
[Epoch 45][Batch 159], Speed: 70.943 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.231, HeatmapFocal=1.960
[Epoch 45][Batch 169], Speed: 70.294 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.231, HeatmapFocal=1.959
[Epoch 45][Batch 179], Speed: 70.688 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.231, HeatmapFocal=1.959
[Epoch 45][Batch 189], Speed: 69.947 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.231, HeatmapFocal=1.958
[Epoch 45][Batch 199], Speed: 70.738 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.231, HeatmapFocal=1.958
[Epoch 45][Batch 209], Speed: 70.565 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.231, HeatmapFocal=1.957
[Epoch 45][Batch 219], Speed: 70.175 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.231, HeatmapFocal=1.957
[Epoch 45][Batch 229], Speed: 70.033 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.231, HeatmapFocal=1.956
[Epoch 45][Batch 239], Speed: 70.373 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.231, HeatmapFocal=1.956
[Epoch 45][Batch 249], Speed: 70.503 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.231, HeatmapFocal=1.955
[Epoch 45][Batch 259], Speed: 70.108 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.231, HeatmapFocal=1.955
[Epoch 45][Batch 269], Speed: 68.891 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.231, HeatmapFocal=1.954
[Epoch 45][Batch 279], Speed: 70.323 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.231, HeatmapFocal=1.954
[Epoch 45][Batch 289], Speed: 69.590 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.231, HeatmapFocal=1.953
[Epoch 45][Batch 299], Speed: 70.548 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.231, HeatmapFocal=1.953
[Epoch 45][Batch 309], Speed: 70.399 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.952
[Epoch 45][Batch 319], Speed: 69.542 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.952
[Epoch 45][Batch 329], Speed: 70.671 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.951
[Epoch 45][Batch 339], Speed: 70.835 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.951
[Epoch 45][Batch 349], Speed: 70.905 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.950
[Epoch 45][Batch 359], Speed: 70.748 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.950
[Epoch 45][Batch 369], Speed: 69.906 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.950
[Epoch 45][Batch 379], Speed: 70.527 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.949
[Epoch 45][Batch 389], Speed: 69.777 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.949
[Epoch 45][Batch 399], Speed: 70.264 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.948
[Epoch 45][Batch 409], Speed: 71.371 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.948
[Epoch 45][Batch 419], Speed: 68.473 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.947
[Epoch 45][Batch 429], Speed: 70.748 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.947
[Epoch 45][Batch 439], Speed: 71.252 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.946
[Epoch 45][Batch 449], Speed: 69.359 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.946
[Epoch 45][Batch 459], Speed: 71.390 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.945
[Epoch 45][Batch 469], Speed: 72.235 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.945
[Epoch 45][Batch 479], Speed: 71.398 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.944
[Epoch 45][Batch 489], Speed: 70.489 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.944
[Epoch 45][Batch 499], Speed: 71.823 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.943
[Epoch 45][Batch 509], Speed: 71.665 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.943
[Epoch 45] Training cost: 239.153, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.942
[Epoch 45] Validation: 
aeroplane=0.7653963869055395
bicycle=0.8160264637111647
bird=0.7659536726856484
boat=0.6602535647551485
bottle=0.6197908347534621
bus=0.8296529517982438
car=0.8534611776074148
cat=0.8404501245911254
chair=0.6366026311951329
cow=0.7734399820355399
diningtable=0.5928972866306774
dog=0.8174391713240761
horse=0.8459852997481822
motorbike=0.8007814678906479
person=0.7891135215944739
pottedplant=0.5072920346021482
sheep=0.8079837636191969
sofa=0.6801601215066992
train=0.7840128359206061
tvmonitor=0.7623037231321527
mAP=0.7474498508003641
[Epoch 46][Batch 9], Speed: 71.196 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.942
[Epoch 46][Batch 19], Speed: 70.777 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.941
[Epoch 46][Batch 29], Speed: 68.940 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.941
[Epoch 46][Batch 39], Speed: 70.789 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.940
[Epoch 46][Batch 49], Speed: 70.528 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.940
[Epoch 46][Batch 59], Speed: 71.040 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.939
[Epoch 46][Batch 69], Speed: 70.507 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.230, HeatmapFocal=1.939
[Epoch 46][Batch 79], Speed: 71.042 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.938
[Epoch 46][Batch 89], Speed: 70.552 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.938
[Epoch 46][Batch 99], Speed: 70.487 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.937
[Epoch 46][Batch 109], Speed: 70.802 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.937
[Epoch 46][Batch 119], Speed: 70.032 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.936
[Epoch 46][Batch 129], Speed: 70.671 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.936
[Epoch 46][Batch 139], Speed: 71.223 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.935
[Epoch 46][Batch 149], Speed: 70.766 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.935
[Epoch 46][Batch 159], Speed: 71.041 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.934
[Epoch 46][Batch 169], Speed: 69.686 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.934
[Epoch 46][Batch 179], Speed: 70.217 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.933
[Epoch 46][Batch 189], Speed: 68.752 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.933
[Epoch 46][Batch 199], Speed: 70.744 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.932
[Epoch 46][Batch 209], Speed: 70.511 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.932
[Epoch 46][Batch 219], Speed: 70.652 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.931
[Epoch 46][Batch 229], Speed: 70.107 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.931
[Epoch 46][Batch 239], Speed: 67.327 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.930
[Epoch 46][Batch 249], Speed: 70.620 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.930
[Epoch 46][Batch 259], Speed: 70.849 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.929
[Epoch 46][Batch 269], Speed: 70.406 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.929
[Epoch 46][Batch 279], Speed: 70.762 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.928
[Epoch 46][Batch 289], Speed: 69.676 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.928
[Epoch 46][Batch 299], Speed: 70.786 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.927
[Epoch 46][Batch 309], Speed: 69.845 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.927
[Epoch 46][Batch 319], Speed: 70.825 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.926
[Epoch 46][Batch 329], Speed: 71.019 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.926
[Epoch 46][Batch 339], Speed: 69.654 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.925
[Epoch 46][Batch 349], Speed: 70.420 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.925
[Epoch 46][Batch 359], Speed: 70.500 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.924
[Epoch 46][Batch 369], Speed: 69.258 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.924
[Epoch 46][Batch 379], Speed: 70.729 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.923
[Epoch 46][Batch 389], Speed: 69.834 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.923
[Epoch 46][Batch 399], Speed: 69.986 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.922
[Epoch 46][Batch 409], Speed: 70.950 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.922
[Epoch 46][Batch 419], Speed: 70.316 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.921
[Epoch 46][Batch 429], Speed: 69.889 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.921
[Epoch 46][Batch 439], Speed: 70.692 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.920
[Epoch 46][Batch 449], Speed: 70.195 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.920
[Epoch 46][Batch 459], Speed: 71.582 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.919
[Epoch 46][Batch 469], Speed: 71.820 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.919
[Epoch 46][Batch 479], Speed: 71.312 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.918
[Epoch 46][Batch 489], Speed: 72.077 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.918
[Epoch 46][Batch 499], Speed: 71.695 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.917
[Epoch 46][Batch 509], Speed: 71.330 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.917
[Epoch 46] Training cost: 239.606, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.917
[Epoch 47][Batch 9], Speed: 70.420 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.916
[Epoch 47][Batch 19], Speed: 70.989 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.227, HeatmapFocal=1.916
[Epoch 47][Batch 29], Speed: 71.734 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.228, HeatmapFocal=1.915
[Epoch 47][Batch 39], Speed: 70.444 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.915
[Epoch 47][Batch 49], Speed: 70.872 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.914
[Epoch 47][Batch 59], Speed: 71.312 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.914
[Epoch 47][Batch 69], Speed: 70.286 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.913
[Epoch 47][Batch 79], Speed: 70.423 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.913
[Epoch 47][Batch 89], Speed: 70.191 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.912
[Epoch 47][Batch 99], Speed: 70.680 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.912
[Epoch 47][Batch 109], Speed: 71.775 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.911
[Epoch 47][Batch 119], Speed: 70.336 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.911
[Epoch 47][Batch 129], Speed: 71.358 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.910
[Epoch 47][Batch 139], Speed: 70.928 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.910
[Epoch 47][Batch 149], Speed: 38.529 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.909
[Epoch 47][Batch 159], Speed: 70.238 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.909
[Epoch 47][Batch 169], Speed: 69.992 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.908
[Epoch 47][Batch 179], Speed: 69.407 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.908
[Epoch 47][Batch 189], Speed: 69.552 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.907
[Epoch 47][Batch 199], Speed: 69.831 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.907
[Epoch 47][Batch 209], Speed: 69.542 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.906
[Epoch 47][Batch 219], Speed: 70.232 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.906
[Epoch 47][Batch 229], Speed: 71.443 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.905
[Epoch 47][Batch 239], Speed: 71.320 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.905
[Epoch 47][Batch 249], Speed: 70.849 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.904
[Epoch 47][Batch 259], Speed: 70.259 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.904
[Epoch 47][Batch 269], Speed: 70.555 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.903
[Epoch 47][Batch 279], Speed: 70.286 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.903
[Epoch 47][Batch 289], Speed: 70.030 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.228, HeatmapFocal=1.902
[Epoch 47][Batch 299], Speed: 70.444 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.902
[Epoch 47][Batch 309], Speed: 70.593 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.901
[Epoch 47][Batch 319], Speed: 70.888 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.901
[Epoch 47][Batch 329], Speed: 70.416 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.900
[Epoch 47][Batch 339], Speed: 69.062 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.900
[Epoch 47][Batch 349], Speed: 70.954 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.900
[Epoch 47][Batch 359], Speed: 68.363 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.899
[Epoch 47][Batch 369], Speed: 69.289 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.899
[Epoch 47][Batch 379], Speed: 68.506 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.898
[Epoch 47][Batch 389], Speed: 70.548 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.898
[Epoch 47][Batch 399], Speed: 71.450 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.897
[Epoch 47][Batch 409], Speed: 71.219 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.897
[Epoch 47][Batch 419], Speed: 69.928 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.896
[Epoch 47][Batch 429], Speed: 70.753 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.896
[Epoch 47][Batch 439], Speed: 70.986 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.895
[Epoch 47][Batch 449], Speed: 70.647 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.895
[Epoch 47][Batch 459], Speed: 71.857 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.894
[Epoch 47][Batch 469], Speed: 71.951 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.894
[Epoch 47][Batch 479], Speed: 71.606 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.893
[Epoch 47][Batch 489], Speed: 71.330 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.893
[Epoch 47][Batch 499], Speed: 72.041 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.892
[Epoch 47][Batch 509], Speed: 71.005 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.892
[Epoch 47] Training cost: 241.534, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.892
[Epoch 48][Batch 9], Speed: 70.869 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.233, HeatmapFocal=1.891
[Epoch 48][Batch 19], Speed: 69.198 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.891
[Epoch 48][Batch 29], Speed: 70.979 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.890
[Epoch 48][Batch 39], Speed: 71.402 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.890
[Epoch 48][Batch 49], Speed: 70.871 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.889
[Epoch 48][Batch 59], Speed: 70.189 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.227, HeatmapFocal=1.889
[Epoch 48][Batch 69], Speed: 69.985 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.227, HeatmapFocal=1.888
[Epoch 48][Batch 79], Speed: 71.037 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.888
[Epoch 48][Batch 89], Speed: 71.158 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.887
[Epoch 48][Batch 99], Speed: 70.611 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.887
[Epoch 48][Batch 109], Speed: 70.673 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.886
[Epoch 48][Batch 119], Speed: 69.479 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.886
[Epoch 48][Batch 129], Speed: 69.329 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.885
[Epoch 48][Batch 139], Speed: 71.128 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.885
[Epoch 48][Batch 149], Speed: 69.405 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.884
[Epoch 48][Batch 159], Speed: 70.491 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.884
[Epoch 48][Batch 169], Speed: 71.856 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.883
[Epoch 48][Batch 179], Speed: 71.471 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.883
[Epoch 48][Batch 189], Speed: 71.828 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.882
[Epoch 48][Batch 199], Speed: 71.412 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.882
[Epoch 48][Batch 209], Speed: 70.899 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.881
[Epoch 48][Batch 219], Speed: 71.102 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.881
[Epoch 48][Batch 229], Speed: 62.976 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.880
[Epoch 48][Batch 239], Speed: 70.052 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.880
[Epoch 48][Batch 249], Speed: 67.744 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.880
[Epoch 48][Batch 259], Speed: 70.187 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.879
[Epoch 48][Batch 269], Speed: 70.310 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.879
[Epoch 48][Batch 279], Speed: 69.883 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.878
[Epoch 48][Batch 289], Speed: 70.724 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.878
[Epoch 48][Batch 299], Speed: 70.360 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.877
[Epoch 48][Batch 309], Speed: 71.232 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.877
[Epoch 48][Batch 319], Speed: 70.619 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.876
[Epoch 48][Batch 329], Speed: 70.596 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.876
[Epoch 48][Batch 339], Speed: 70.863 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.875
[Epoch 48][Batch 349], Speed: 70.841 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.875
[Epoch 48][Batch 359], Speed: 71.470 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.874
[Epoch 48][Batch 369], Speed: 70.156 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.874
[Epoch 48][Batch 379], Speed: 69.948 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.873
[Epoch 48][Batch 389], Speed: 71.142 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.873
[Epoch 48][Batch 399], Speed: 71.027 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.872
[Epoch 48][Batch 409], Speed: 70.828 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.872
[Epoch 48][Batch 419], Speed: 70.905 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.871
[Epoch 48][Batch 429], Speed: 70.461 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.871
[Epoch 48][Batch 439], Speed: 70.017 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.871
[Epoch 48][Batch 449], Speed: 70.257 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.870
[Epoch 48][Batch 459], Speed: 71.298 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.870
[Epoch 48][Batch 469], Speed: 71.297 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.869
[Epoch 48][Batch 479], Speed: 71.502 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.869
[Epoch 48][Batch 489], Speed: 71.871 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.868
[Epoch 48][Batch 499], Speed: 71.581 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.868
[Epoch 48][Batch 509], Speed: 71.498 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.867
[Epoch 48] Training cost: 240.610, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.867
[Epoch 49][Batch 9], Speed: 70.717 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.866
[Epoch 49][Batch 19], Speed: 70.587 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.866
[Epoch 49][Batch 29], Speed: 70.654 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.865
[Epoch 49][Batch 39], Speed: 70.507 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.865
[Epoch 49][Batch 49], Speed: 69.289 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.865
[Epoch 49][Batch 59], Speed: 71.417 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.864
[Epoch 49][Batch 69], Speed: 70.272 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.864
[Epoch 49][Batch 79], Speed: 70.797 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.863
[Epoch 49][Batch 89], Speed: 70.006 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.863
[Epoch 49][Batch 99], Speed: 70.659 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.862
[Epoch 49][Batch 109], Speed: 70.983 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.862
[Epoch 49][Batch 119], Speed: 71.020 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.861
[Epoch 49][Batch 129], Speed: 69.260 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.861
[Epoch 49][Batch 139], Speed: 71.327 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.860
[Epoch 49][Batch 149], Speed: 70.590 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.860
[Epoch 49][Batch 159], Speed: 70.820 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.859
[Epoch 49][Batch 169], Speed: 70.708 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.859
[Epoch 49][Batch 179], Speed: 70.024 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.859
[Epoch 49][Batch 189], Speed: 69.770 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.858
[Epoch 49][Batch 199], Speed: 69.335 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.858
[Epoch 49][Batch 209], Speed: 70.409 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.857
[Epoch 49][Batch 219], Speed: 70.411 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.857
[Epoch 49][Batch 229], Speed: 70.197 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.856
[Epoch 49][Batch 239], Speed: 70.496 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.856
[Epoch 49][Batch 249], Speed: 70.587 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.855
[Epoch 49][Batch 259], Speed: 71.000 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.855
[Epoch 49][Batch 269], Speed: 71.380 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.854
[Epoch 49][Batch 279], Speed: 70.154 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.854
[Epoch 49][Batch 289], Speed: 71.710 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.853
[Epoch 49][Batch 299], Speed: 71.344 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.853
[Epoch 49][Batch 309], Speed: 46.305 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.853
[Epoch 49][Batch 319], Speed: 70.323 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.852
[Epoch 49][Batch 329], Speed: 70.218 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.852
[Epoch 49][Batch 339], Speed: 69.806 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.851
[Epoch 49][Batch 349], Speed: 69.380 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.851
[Epoch 49][Batch 359], Speed: 70.396 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.850
[Epoch 49][Batch 369], Speed: 68.779 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.850
[Epoch 49][Batch 379], Speed: 70.519 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.849
[Epoch 49][Batch 389], Speed: 70.918 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.849
[Epoch 49][Batch 399], Speed: 69.874 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.848
[Epoch 49][Batch 409], Speed: 70.166 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.848
[Epoch 49][Batch 419], Speed: 70.462 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.847
[Epoch 49][Batch 429], Speed: 70.617 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.847
[Epoch 49][Batch 439], Speed: 70.395 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.847
[Epoch 49][Batch 449], Speed: 70.873 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.846
[Epoch 49][Batch 459], Speed: 70.815 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.846
[Epoch 49][Batch 469], Speed: 69.164 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.845
[Epoch 49][Batch 479], Speed: 70.257 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.845
[Epoch 49][Batch 489], Speed: 70.762 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.844
[Epoch 49][Batch 499], Speed: 71.648 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.844
[Epoch 49][Batch 509], Speed: 71.770 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.843
[Epoch 49] Training cost: 240.914, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.843
[Epoch 50][Batch 9], Speed: 70.444 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.223, HeatmapFocal=1.843
[Epoch 50][Batch 19], Speed: 70.466 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.223, HeatmapFocal=1.842
[Epoch 50][Batch 29], Speed: 70.129 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.225, HeatmapFocal=1.842
[Epoch 50][Batch 39], Speed: 70.517 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.841
[Epoch 50][Batch 49], Speed: 70.233 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.841
[Epoch 50][Batch 59], Speed: 69.792 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.227, HeatmapFocal=1.840
[Epoch 50][Batch 69], Speed: 69.878 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.227, HeatmapFocal=1.840
[Epoch 50][Batch 79], Speed: 69.945 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.227, HeatmapFocal=1.839
[Epoch 50][Batch 89], Speed: 70.790 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.839
[Epoch 50][Batch 99], Speed: 68.110 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.838
[Epoch 50][Batch 109], Speed: 68.123 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.838
[Epoch 50][Batch 119], Speed: 70.585 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.838
[Epoch 50][Batch 129], Speed: 70.936 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.837
[Epoch 50][Batch 139], Speed: 69.038 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.837
[Epoch 50][Batch 149], Speed: 69.625 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.836
[Epoch 50][Batch 159], Speed: 69.923 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.836
[Epoch 50][Batch 169], Speed: 69.708 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.835
[Epoch 50][Batch 179], Speed: 71.204 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.835
[Epoch 50][Batch 189], Speed: 69.436 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.834
[Epoch 50][Batch 199], Speed: 71.071 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.834
[Epoch 50][Batch 209], Speed: 70.577 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.833
[Epoch 50][Batch 219], Speed: 68.680 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.833
[Epoch 50][Batch 229], Speed: 70.700 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.833
[Epoch 50][Batch 239], Speed: 69.825 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.832
[Epoch 50][Batch 249], Speed: 69.978 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.832
[Epoch 50][Batch 259], Speed: 70.487 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.831
[Epoch 50][Batch 269], Speed: 68.944 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.831
[Epoch 50][Batch 279], Speed: 70.374 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.830
[Epoch 50][Batch 289], Speed: 69.472 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.830
[Epoch 50][Batch 299], Speed: 70.208 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.829
[Epoch 50][Batch 309], Speed: 69.479 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.829
[Epoch 50][Batch 319], Speed: 71.632 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.829
[Epoch 50][Batch 329], Speed: 70.928 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.828
[Epoch 50][Batch 339], Speed: 70.681 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.828
[Epoch 50][Batch 349], Speed: 70.823 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.827
[Epoch 50][Batch 359], Speed: 70.471 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.827
[Epoch 50][Batch 369], Speed: 69.817 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.826
[Epoch 50][Batch 379], Speed: 71.129 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.826
[Epoch 50][Batch 389], Speed: 36.104 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.825
[Epoch 50][Batch 399], Speed: 70.295 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.825
[Epoch 50][Batch 409], Speed: 70.053 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.825
[Epoch 50][Batch 419], Speed: 69.101 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.824
[Epoch 50][Batch 429], Speed: 70.116 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.824
[Epoch 50][Batch 439], Speed: 70.688 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.823
[Epoch 50][Batch 449], Speed: 70.008 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.823
[Epoch 50][Batch 459], Speed: 71.031 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.822
[Epoch 50][Batch 469], Speed: 71.471 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.822
[Epoch 50][Batch 479], Speed: 71.872 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.822
[Epoch 50][Batch 489], Speed: 70.968 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.821
[Epoch 50][Batch 499], Speed: 71.815 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.821
[Epoch 50][Batch 509], Speed: 71.729 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.820
[Epoch 50] Training cost: 241.909, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.820
[Epoch 50] Validation: 
aeroplane=0.7736003076339211
bicycle=0.860782252467671
bird=0.7827620157175448
boat=0.682019035724589
bottle=0.617116429607397
bus=0.8448418418144636
car=0.8727057697280716
cat=0.8578710527433966
chair=0.6517904898899936
cow=0.8412295751387956
diningtable=0.6489495395390955
dog=0.8539306349636413
horse=0.8590080345165627
motorbike=0.822254343558174
person=0.7911551531877523
pottedplant=0.5182152071112712
sheep=0.82692386524879
sofa=0.6963898103409144
train=0.8219926040709766
tvmonitor=0.7633827370431999
mAP=0.7693460350023111
[Epoch 51][Batch 9], Speed: 70.266 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.233, HeatmapFocal=1.819
[Epoch 51][Batch 19], Speed: 69.821 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.819
[Epoch 51][Batch 29], Speed: 70.662 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.819
[Epoch 51][Batch 39], Speed: 70.614 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.818
[Epoch 51][Batch 49], Speed: 70.794 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.818
[Epoch 51][Batch 59], Speed: 71.043 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.817
[Epoch 51][Batch 69], Speed: 70.135 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.817
[Epoch 51][Batch 79], Speed: 70.323 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.816
[Epoch 51][Batch 89], Speed: 70.174 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.816
[Epoch 51][Batch 99], Speed: 70.405 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.815
[Epoch 51][Batch 109], Speed: 69.577 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.815
[Epoch 51][Batch 119], Speed: 71.121 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.815
[Epoch 51][Batch 129], Speed: 70.821 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.814
[Epoch 51][Batch 139], Speed: 68.542 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.814
[Epoch 51][Batch 149], Speed: 70.303 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.813
[Epoch 51][Batch 159], Speed: 70.424 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.813
[Epoch 51][Batch 169], Speed: 70.530 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.812
[Epoch 51][Batch 179], Speed: 70.812 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.812
[Epoch 51][Batch 189], Speed: 70.687 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.811
[Epoch 51][Batch 199], Speed: 70.689 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.811
[Epoch 51][Batch 209], Speed: 70.955 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.811
[Epoch 51][Batch 219], Speed: 69.770 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.810
[Epoch 51][Batch 229], Speed: 69.990 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.810
[Epoch 51][Batch 239], Speed: 68.872 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.809
[Epoch 51][Batch 249], Speed: 71.050 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.809
[Epoch 51][Batch 259], Speed: 70.455 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.808
[Epoch 51][Batch 269], Speed: 70.313 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.808
[Epoch 51][Batch 279], Speed: 70.120 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.808
[Epoch 51][Batch 289], Speed: 71.980 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.807
[Epoch 51][Batch 299], Speed: 70.696 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.807
[Epoch 51][Batch 309], Speed: 70.903 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.806
[Epoch 51][Batch 319], Speed: 71.826 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.806
[Epoch 51][Batch 329], Speed: 69.390 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.805
[Epoch 51][Batch 339], Speed: 70.369 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.805
[Epoch 51][Batch 349], Speed: 70.152 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.805
[Epoch 51][Batch 359], Speed: 70.146 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.804
[Epoch 51][Batch 369], Speed: 67.768 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.804
[Epoch 51][Batch 379], Speed: 70.307 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.803
[Epoch 51][Batch 389], Speed: 71.073 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.803
[Epoch 51][Batch 399], Speed: 69.411 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.802
[Epoch 51][Batch 409], Speed: 70.029 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.802
[Epoch 51][Batch 419], Speed: 70.595 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.802
[Epoch 51][Batch 429], Speed: 69.270 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.801
[Epoch 51][Batch 439], Speed: 69.478 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.801
[Epoch 51][Batch 449], Speed: 69.625 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.800
[Epoch 51][Batch 459], Speed: 71.210 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.800
[Epoch 51][Batch 469], Speed: 71.289 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.799
[Epoch 51][Batch 479], Speed: 70.924 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.799
[Epoch 51][Batch 489], Speed: 71.276 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.799
[Epoch 51][Batch 499], Speed: 70.706 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.798
[Epoch 51][Batch 509], Speed: 71.166 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.798
[Epoch 51] Training cost: 241.915, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.797
[Epoch 52][Batch 9], Speed: 71.188 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.797
[Epoch 52][Batch 19], Speed: 70.404 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.225, HeatmapFocal=1.797
[Epoch 52][Batch 29], Speed: 70.610 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.796
[Epoch 52][Batch 39], Speed: 71.308 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.226, HeatmapFocal=1.796
[Epoch 52][Batch 49], Speed: 70.372 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.795
[Epoch 52][Batch 59], Speed: 70.804 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.795
[Epoch 52][Batch 69], Speed: 70.044 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.794
[Epoch 52][Batch 79], Speed: 69.285 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.794
[Epoch 52][Batch 89], Speed: 70.941 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.794
[Epoch 52][Batch 99], Speed: 69.823 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.225, HeatmapFocal=1.793
[Epoch 52][Batch 109], Speed: 71.218 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.225, HeatmapFocal=1.793
[Epoch 52][Batch 119], Speed: 69.988 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.792
[Epoch 52][Batch 129], Speed: 71.370 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.792
[Epoch 52][Batch 139], Speed: 69.220 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.791
[Epoch 52][Batch 149], Speed: 69.674 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.791
[Epoch 52][Batch 159], Speed: 69.827 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.791
[Epoch 52][Batch 169], Speed: 69.927 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.790
[Epoch 52][Batch 179], Speed: 69.802 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.790
[Epoch 52][Batch 189], Speed: 70.885 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.789
[Epoch 52][Batch 199], Speed: 70.674 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.789
[Epoch 52][Batch 209], Speed: 70.376 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.788
[Epoch 52][Batch 219], Speed: 69.372 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.788
[Epoch 52][Batch 229], Speed: 70.238 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.226, HeatmapFocal=1.788
[Epoch 52][Batch 239], Speed: 70.498 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.787
[Epoch 52][Batch 249], Speed: 70.217 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.787
[Epoch 52][Batch 259], Speed: 69.984 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.786
[Epoch 52][Batch 269], Speed: 70.453 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.786
[Epoch 52][Batch 279], Speed: 69.999 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.226, HeatmapFocal=1.785
[Epoch 52][Batch 289], Speed: 69.463 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.785
[Epoch 52][Batch 299], Speed: 70.793 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.785
[Epoch 52][Batch 309], Speed: 68.348 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.784
[Epoch 52][Batch 319], Speed: 69.602 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.784
[Epoch 52][Batch 329], Speed: 70.107 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.783
[Epoch 52][Batch 339], Speed: 70.542 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.783
[Epoch 52][Batch 349], Speed: 70.148 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.783
[Epoch 52][Batch 359], Speed: 70.819 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.782
[Epoch 52][Batch 369], Speed: 71.411 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.782
[Epoch 52][Batch 379], Speed: 69.991 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.226, HeatmapFocal=1.781
[Epoch 52][Batch 389], Speed: 70.745 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.781
[Epoch 52][Batch 399], Speed: 71.946 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.780
[Epoch 52][Batch 409], Speed: 70.759 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.780
[Epoch 52][Batch 419], Speed: 70.375 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.780
[Epoch 52][Batch 429], Speed: 71.547 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.779
[Epoch 52][Batch 439], Speed: 69.129 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.779
[Epoch 52][Batch 449], Speed: 69.122 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.778
[Epoch 52][Batch 459], Speed: 68.409 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.778
[Epoch 52][Batch 469], Speed: 71.564 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.778
[Epoch 52][Batch 479], Speed: 71.303 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.777
[Epoch 52][Batch 489], Speed: 70.823 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.777
[Epoch 52][Batch 499], Speed: 71.186 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.776
[Epoch 52][Batch 509], Speed: 71.724 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.776
[Epoch 52] Training cost: 240.096, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.776
[Epoch 53][Batch 9], Speed: 71.303 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.226, HeatmapFocal=1.775
[Epoch 53][Batch 19], Speed: 70.958 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.775
[Epoch 53][Batch 29], Speed: 68.877 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.774
[Epoch 53][Batch 39], Speed: 68.479 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.774
[Epoch 53][Batch 49], Speed: 71.035 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.773
[Epoch 53][Batch 59], Speed: 71.006 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.773
[Epoch 53][Batch 69], Speed: 69.044 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.773
[Epoch 53][Batch 79], Speed: 70.617 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.772
[Epoch 53][Batch 89], Speed: 70.883 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.772
[Epoch 53][Batch 99], Speed: 70.671 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.771
[Epoch 53][Batch 109], Speed: 70.809 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.771
[Epoch 53][Batch 119], Speed: 70.889 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.771
[Epoch 53][Batch 129], Speed: 70.773 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.770
[Epoch 53][Batch 139], Speed: 70.387 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.770
[Epoch 53][Batch 149], Speed: 70.391 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.769
[Epoch 53][Batch 159], Speed: 71.035 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.769
[Epoch 53][Batch 169], Speed: 70.471 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.226, HeatmapFocal=1.768
[Epoch 53][Batch 179], Speed: 71.002 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.768
[Epoch 53][Batch 189], Speed: 70.545 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.768
[Epoch 53][Batch 199], Speed: 70.429 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.226, HeatmapFocal=1.767
[Epoch 53][Batch 209], Speed: 71.371 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.767
[Epoch 53][Batch 219], Speed: 69.937 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.766
[Epoch 53][Batch 229], Speed: 70.323 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.766
[Epoch 53][Batch 239], Speed: 70.797 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.766
[Epoch 53][Batch 249], Speed: 69.677 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.765
[Epoch 53][Batch 259], Speed: 70.769 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.765
[Epoch 53][Batch 269], Speed: 70.140 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.764
[Epoch 53][Batch 279], Speed: 70.848 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.227, HeatmapFocal=1.764
[Epoch 53][Batch 289], Speed: 70.695 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.763
[Epoch 53][Batch 299], Speed: 67.310 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.763
[Epoch 53][Batch 309], Speed: 70.023 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.763
[Epoch 53][Batch 319], Speed: 70.295 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.762
[Epoch 53][Batch 329], Speed: 69.911 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.762
[Epoch 53][Batch 339], Speed: 70.080 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.761
[Epoch 53][Batch 349], Speed: 69.976 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.761
[Epoch 53][Batch 359], Speed: 71.501 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.761
[Epoch 53][Batch 369], Speed: 70.540 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.760
[Epoch 53][Batch 379], Speed: 67.945 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.760
[Epoch 53][Batch 389], Speed: 71.015 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.227, HeatmapFocal=1.759
[Epoch 53][Batch 399], Speed: 70.328 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.759
[Epoch 53][Batch 409], Speed: 70.345 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.759
[Epoch 53][Batch 419], Speed: 70.063 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.758
[Epoch 53][Batch 429], Speed: 69.770 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.758
[Epoch 53][Batch 439], Speed: 70.553 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.757
[Epoch 53][Batch 449], Speed: 69.850 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.757
[Epoch 53][Batch 459], Speed: 71.538 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.757
[Epoch 53][Batch 469], Speed: 71.015 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.756
[Epoch 53][Batch 479], Speed: 70.921 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.756
[Epoch 53][Batch 489], Speed: 71.424 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.755
[Epoch 53][Batch 499], Speed: 71.654 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.755
[Epoch 53][Batch 509], Speed: 70.473 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.755
[Epoch 53] Training cost: 240.684, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.754
[Epoch 54][Batch 9], Speed: 70.651 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.225, HeatmapFocal=1.754
[Epoch 54][Batch 19], Speed: 70.003 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.224, HeatmapFocal=1.753
[Epoch 54][Batch 29], Speed: 70.970 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.224, HeatmapFocal=1.753
[Epoch 54][Batch 39], Speed: 70.752 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.224, HeatmapFocal=1.753
[Epoch 54][Batch 49], Speed: 72.010 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.224, HeatmapFocal=1.752
[Epoch 54][Batch 59], Speed: 70.874 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.224, HeatmapFocal=1.752
[Epoch 54][Batch 69], Speed: 70.365 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.224, HeatmapFocal=1.751
[Epoch 54][Batch 79], Speed: 68.427 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.225, HeatmapFocal=1.751
[Epoch 54][Batch 89], Speed: 70.146 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.225, HeatmapFocal=1.751
[Epoch 54][Batch 99], Speed: 70.451 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.225, HeatmapFocal=1.750
[Epoch 54][Batch 109], Speed: 63.210 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.225, HeatmapFocal=1.750
[Epoch 54][Batch 119], Speed: 69.525 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.749
[Epoch 54][Batch 129], Speed: 70.329 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.749
[Epoch 54][Batch 139], Speed: 69.542 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.749
[Epoch 54][Batch 149], Speed: 70.343 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.748
[Epoch 54][Batch 159], Speed: 69.616 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.748
[Epoch 54][Batch 169], Speed: 68.734 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.747
[Epoch 54][Batch 179], Speed: 70.741 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.747
[Epoch 54][Batch 189], Speed: 70.794 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.747
[Epoch 54][Batch 199], Speed: 70.776 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.746
[Epoch 54][Batch 209], Speed: 69.705 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.746
[Epoch 54][Batch 219], Speed: 68.182 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.745
[Epoch 54][Batch 229], Speed: 69.150 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.745
[Epoch 54][Batch 239], Speed: 70.326 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.745
[Epoch 54][Batch 249], Speed: 70.422 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.744
[Epoch 54][Batch 259], Speed: 70.668 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.744
[Epoch 54][Batch 269], Speed: 71.298 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.743
[Epoch 54][Batch 279], Speed: 70.365 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.743
[Epoch 54][Batch 289], Speed: 71.007 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.743
[Epoch 54][Batch 299], Speed: 71.335 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.742
[Epoch 54][Batch 309], Speed: 70.886 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.742
[Epoch 54][Batch 319], Speed: 69.851 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.741
[Epoch 54][Batch 329], Speed: 70.934 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.741
[Epoch 54][Batch 339], Speed: 69.640 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.741
[Epoch 54][Batch 349], Speed: 70.565 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.740
[Epoch 54][Batch 359], Speed: 69.775 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.740
[Epoch 54][Batch 369], Speed: 70.414 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.739
[Epoch 54][Batch 379], Speed: 70.237 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.739
[Epoch 54][Batch 389], Speed: 71.007 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.739
[Epoch 54][Batch 399], Speed: 69.555 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.738
[Epoch 54][Batch 409], Speed: 70.627 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.738
[Epoch 54][Batch 419], Speed: 71.031 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.737
[Epoch 54][Batch 429], Speed: 70.984 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.737
[Epoch 54][Batch 439], Speed: 71.349 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.737
[Epoch 54][Batch 449], Speed: 70.329 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.736
[Epoch 54][Batch 459], Speed: 70.853 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.736
[Epoch 54][Batch 469], Speed: 71.100 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.736
[Epoch 54][Batch 479], Speed: 71.121 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.735
[Epoch 54][Batch 489], Speed: 70.554 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.735
[Epoch 54][Batch 499], Speed: 71.122 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.734
[Epoch 54][Batch 509], Speed: 71.773 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.734
[Epoch 54] Training cost: 241.459, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.734
[Epoch 55][Batch 9], Speed: 71.063 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.733
[Epoch 55][Batch 19], Speed: 70.099 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.232, HeatmapFocal=1.733
[Epoch 55][Batch 29], Speed: 70.464 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.732
[Epoch 55][Batch 39], Speed: 71.068 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.230, HeatmapFocal=1.732
[Epoch 55][Batch 49], Speed: 70.234 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.732
[Epoch 55][Batch 59], Speed: 70.491 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.731
[Epoch 55][Batch 69], Speed: 70.231 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.731
[Epoch 55][Batch 79], Speed: 69.423 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.730
[Epoch 55][Batch 89], Speed: 69.916 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.730
[Epoch 55][Batch 99], Speed: 70.677 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.730
[Epoch 55][Batch 109], Speed: 70.649 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.729
[Epoch 55][Batch 119], Speed: 71.201 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.729
[Epoch 55][Batch 129], Speed: 71.439 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.728
[Epoch 55][Batch 139], Speed: 71.782 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.728
[Epoch 55][Batch 149], Speed: 71.133 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.728
[Epoch 55][Batch 159], Speed: 71.142 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.727
[Epoch 55][Batch 169], Speed: 70.439 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.727
[Epoch 55][Batch 179], Speed: 71.144 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.727
[Epoch 55][Batch 189], Speed: 35.550 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.726
[Epoch 55][Batch 199], Speed: 70.338 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.726
[Epoch 55][Batch 209], Speed: 69.177 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.725
[Epoch 55][Batch 219], Speed: 69.768 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.725
[Epoch 55][Batch 229], Speed: 70.551 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.725
[Epoch 55][Batch 239], Speed: 70.096 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.724
[Epoch 55][Batch 249], Speed: 70.155 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.724
[Epoch 55][Batch 259], Speed: 67.702 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.723
[Epoch 55][Batch 269], Speed: 69.289 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.723
[Epoch 55][Batch 279], Speed: 69.349 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.723
[Epoch 55][Batch 289], Speed: 69.568 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.722
[Epoch 55][Batch 299], Speed: 71.071 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.722
[Epoch 55][Batch 309], Speed: 70.195 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.722
[Epoch 55][Batch 319], Speed: 69.581 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.721
[Epoch 55][Batch 329], Speed: 67.328 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.721
[Epoch 55][Batch 339], Speed: 70.988 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.720
[Epoch 55][Batch 349], Speed: 70.861 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.720
[Epoch 55][Batch 359], Speed: 71.110 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.720
[Epoch 55][Batch 369], Speed: 68.636 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.719
[Epoch 55][Batch 379], Speed: 69.879 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.719
[Epoch 55][Batch 389], Speed: 69.763 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.719
[Epoch 55][Batch 399], Speed: 69.689 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.718
[Epoch 55][Batch 409], Speed: 70.576 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.718
[Epoch 55][Batch 419], Speed: 70.919 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.717
[Epoch 55][Batch 429], Speed: 70.178 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.717
[Epoch 55][Batch 439], Speed: 71.076 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.717
[Epoch 55][Batch 449], Speed: 70.831 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.716
[Epoch 55][Batch 459], Speed: 70.004 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.716
[Epoch 55][Batch 469], Speed: 70.684 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.715
[Epoch 55][Batch 479], Speed: 71.168 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.715
[Epoch 55][Batch 489], Speed: 71.630 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.715
[Epoch 55][Batch 499], Speed: 71.225 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.714
[Epoch 55][Batch 509], Speed: 71.737 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.714
[Epoch 55] Training cost: 240.855, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.714
[Epoch 55] Validation: 
aeroplane=0.7824927457008845
bicycle=0.8507397408437941
bird=0.784125458294198
boat=0.6809041307316249
bottle=0.6246462719175804
bus=0.8469980385111964
car=0.8705828082590422
cat=0.8631673991370845
chair=0.6460544086966595
cow=0.8433580630495165
diningtable=0.6941139108157286
dog=0.859296254685877
horse=0.8682605489653895
motorbike=0.8231333825966768
person=0.7920121595789675
pottedplant=0.5096456648298401
sheep=0.8211231602140047
sofa=0.7484657247908513
train=0.8296275325845063
tvmonitor=0.7704697987583121
mAP=0.7754608601480867
[Epoch 56][Batch 9], Speed: 70.727 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.231, HeatmapFocal=1.713
[Epoch 56][Batch 19], Speed: 70.697 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.713
[Epoch 56][Batch 29], Speed: 71.117 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.231, HeatmapFocal=1.712
[Epoch 56][Batch 39], Speed: 70.830 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.712
[Epoch 56][Batch 49], Speed: 69.788 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.712
[Epoch 56][Batch 59], Speed: 70.803 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 56][Batch 69], Speed: 69.323 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 56][Batch 79], Speed: 69.663 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 56][Batch 89], Speed: 70.654 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.710
[Epoch 56][Batch 99], Speed: 70.672 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.710
[Epoch 56][Batch 109], Speed: 70.656 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.709
[Epoch 56][Batch 119], Speed: 71.737 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.709
[Epoch 56][Batch 129], Speed: 71.203 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.709
[Epoch 56][Batch 139], Speed: 71.253 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.708
[Epoch 56][Batch 149], Speed: 71.399 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.708
[Epoch 56][Batch 159], Speed: 48.917 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.707
[Epoch 56][Batch 169], Speed: 69.927 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.707
[Epoch 56][Batch 179], Speed: 69.872 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.707
[Epoch 56][Batch 189], Speed: 70.639 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.706
[Epoch 56][Batch 199], Speed: 69.719 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.706
[Epoch 56][Batch 209], Speed: 69.879 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.706
[Epoch 56][Batch 219], Speed: 69.645 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.705
[Epoch 56][Batch 229], Speed: 69.989 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.705
[Epoch 56][Batch 239], Speed: 67.889 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.704
[Epoch 56][Batch 249], Speed: 70.062 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.704
[Epoch 56][Batch 259], Speed: 70.414 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.704
[Epoch 56][Batch 269], Speed: 69.769 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.703
[Epoch 56][Batch 279], Speed: 70.493 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.703
[Epoch 56][Batch 289], Speed: 70.371 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.703
[Epoch 56][Batch 299], Speed: 68.896 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.702
[Epoch 56][Batch 309], Speed: 69.663 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.702
[Epoch 56][Batch 319], Speed: 70.274 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.701
[Epoch 56][Batch 329], Speed: 70.574 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.701
[Epoch 56][Batch 339], Speed: 70.922 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.701
[Epoch 56][Batch 349], Speed: 70.101 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.700
[Epoch 56][Batch 359], Speed: 65.540 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.700
[Epoch 56][Batch 369], Speed: 70.084 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.700
[Epoch 56][Batch 379], Speed: 69.467 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.699
[Epoch 56][Batch 389], Speed: 69.696 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.699
[Epoch 56][Batch 399], Speed: 69.691 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.698
[Epoch 56][Batch 409], Speed: 70.907 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.698
[Epoch 56][Batch 419], Speed: 70.294 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.698
[Epoch 56][Batch 429], Speed: 69.985 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.697
[Epoch 56][Batch 439], Speed: 70.336 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.697
[Epoch 56][Batch 449], Speed: 70.175 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.697
[Epoch 56][Batch 459], Speed: 70.473 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.696
[Epoch 56][Batch 469], Speed: 71.361 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.696
[Epoch 56][Batch 479], Speed: 71.544 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.696
[Epoch 56][Batch 489], Speed: 71.082 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.695
[Epoch 56][Batch 499], Speed: 70.532 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.695
[Epoch 56][Batch 509], Speed: 72.016 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.694
[Epoch 56] Training cost: 241.432, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.694
[Epoch 57][Batch 9], Speed: 70.756 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.694
[Epoch 57][Batch 19], Speed: 69.911 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.693
[Epoch 57][Batch 29], Speed: 71.212 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.693
[Epoch 57][Batch 39], Speed: 70.105 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.226, HeatmapFocal=1.693
[Epoch 57][Batch 49], Speed: 70.217 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.225, HeatmapFocal=1.692
[Epoch 57][Batch 59], Speed: 70.590 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.225, HeatmapFocal=1.692
[Epoch 57][Batch 69], Speed: 69.909 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.692
[Epoch 57][Batch 79], Speed: 70.004 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.691
[Epoch 57][Batch 89], Speed: 70.760 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.691
[Epoch 57][Batch 99], Speed: 70.303 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.690
[Epoch 57][Batch 109], Speed: 68.929 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.690
[Epoch 57][Batch 119], Speed: 69.864 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.690
[Epoch 57][Batch 129], Speed: 70.824 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.689
[Epoch 57][Batch 139], Speed: 69.922 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.689
[Epoch 57][Batch 149], Speed: 69.671 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.689
[Epoch 57][Batch 159], Speed: 69.958 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.688
[Epoch 57][Batch 169], Speed: 70.701 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.688
[Epoch 57][Batch 179], Speed: 70.510 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.687
[Epoch 57][Batch 189], Speed: 70.945 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.225, HeatmapFocal=1.687
[Epoch 57][Batch 199], Speed: 71.481 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.687
[Epoch 57][Batch 209], Speed: 70.783 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.686
[Epoch 57][Batch 219], Speed: 71.019 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.686
[Epoch 57][Batch 229], Speed: 70.756 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.686
[Epoch 57][Batch 239], Speed: 68.493 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.226, HeatmapFocal=1.685
[Epoch 57][Batch 249], Speed: 69.828 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.685
[Epoch 57][Batch 259], Speed: 70.207 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.685
[Epoch 57][Batch 269], Speed: 69.020 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.226, HeatmapFocal=1.684
[Epoch 57][Batch 279], Speed: 69.911 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.684
[Epoch 57][Batch 289], Speed: 69.819 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.683
[Epoch 57][Batch 299], Speed: 70.461 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.683
[Epoch 57][Batch 309], Speed: 70.403 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.683
[Epoch 57][Batch 319], Speed: 69.020 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.682
[Epoch 57][Batch 329], Speed: 70.553 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.682
[Epoch 57][Batch 339], Speed: 70.398 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.682
[Epoch 57][Batch 349], Speed: 70.814 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.681
[Epoch 57][Batch 359], Speed: 71.310 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.681
[Epoch 57][Batch 369], Speed: 71.252 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.681
[Epoch 57][Batch 379], Speed: 70.588 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.680
[Epoch 57][Batch 389], Speed: 70.269 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.680
[Epoch 57][Batch 399], Speed: 70.623 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.679
[Epoch 57][Batch 409], Speed: 70.760 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.226, HeatmapFocal=1.679
[Epoch 57][Batch 419], Speed: 70.539 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.679
[Epoch 57][Batch 429], Speed: 68.540 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.678
[Epoch 57][Batch 439], Speed: 68.850 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.678
[Epoch 57][Batch 449], Speed: 69.966 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.678
[Epoch 57][Batch 459], Speed: 71.000 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.677
[Epoch 57][Batch 469], Speed: 71.437 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.677
[Epoch 57][Batch 479], Speed: 72.024 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.677
[Epoch 57][Batch 489], Speed: 71.031 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.676
[Epoch 57][Batch 499], Speed: 71.001 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.225, HeatmapFocal=1.676
[Epoch 57][Batch 509], Speed: 71.804 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.675
[Epoch 57] Training cost: 241.372, WHL1=0.217, CenterRegL1=0.226, HeatmapFocal=1.675
[Epoch 58][Batch 9], Speed: 70.795 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.221, HeatmapFocal=1.675
[Epoch 58][Batch 19], Speed: 70.901 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.224, HeatmapFocal=1.675
[Epoch 58][Batch 29], Speed: 68.742 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.674
[Epoch 58][Batch 39], Speed: 70.900 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.674
[Epoch 58][Batch 49], Speed: 70.957 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.228, HeatmapFocal=1.673
[Epoch 58][Batch 59], Speed: 70.069 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.673
[Epoch 58][Batch 69], Speed: 70.054 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.673
[Epoch 58][Batch 79], Speed: 70.486 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.672
[Epoch 58][Batch 89], Speed: 70.240 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.672
[Epoch 58][Batch 99], Speed: 70.445 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.672
[Epoch 58][Batch 109], Speed: 69.295 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.671
[Epoch 58][Batch 119], Speed: 70.719 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.671
[Epoch 58][Batch 129], Speed: 70.778 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.671
[Epoch 58][Batch 139], Speed: 70.845 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.670
[Epoch 58][Batch 149], Speed: 69.838 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.670
[Epoch 58][Batch 159], Speed: 70.374 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.669
[Epoch 58][Batch 169], Speed: 70.725 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.669
[Epoch 58][Batch 179], Speed: 70.469 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.669
[Epoch 58][Batch 189], Speed: 68.783 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.668
[Epoch 58][Batch 199], Speed: 69.890 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.668
[Epoch 58][Batch 209], Speed: 70.556 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.668
[Epoch 58][Batch 219], Speed: 71.112 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.227, HeatmapFocal=1.667
[Epoch 58][Batch 229], Speed: 70.637 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.667
[Epoch 58][Batch 239], Speed: 70.010 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.666
[Epoch 58][Batch 249], Speed: 71.557 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.666
[Epoch 58][Batch 259], Speed: 70.854 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.666
[Epoch 58][Batch 269], Speed: 69.523 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.665
[Epoch 58][Batch 279], Speed: 71.561 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.665
[Epoch 58][Batch 289], Speed: 71.092 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.665
[Epoch 58][Batch 299], Speed: 70.642 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.664
[Epoch 58][Batch 309], Speed: 71.163 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.664
[Epoch 58][Batch 319], Speed: 69.912 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.664
[Epoch 58][Batch 329], Speed: 70.949 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.663
[Epoch 58][Batch 339], Speed: 70.508 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.663
[Epoch 58][Batch 349], Speed: 69.938 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.663
[Epoch 58][Batch 359], Speed: 70.478 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.662
[Epoch 58][Batch 369], Speed: 68.966 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.662
[Epoch 58][Batch 379], Speed: 70.199 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.661
[Epoch 58][Batch 389], Speed: 71.318 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.661
[Epoch 58][Batch 399], Speed: 70.730 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.661
[Epoch 58][Batch 409], Speed: 70.525 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.660
[Epoch 58][Batch 419], Speed: 71.263 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.660
[Epoch 58][Batch 429], Speed: 70.784 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.660
[Epoch 58][Batch 439], Speed: 70.391 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.659
[Epoch 58][Batch 449], Speed: 70.204 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.659
[Epoch 58][Batch 459], Speed: 71.032 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.659
[Epoch 58][Batch 469], Speed: 71.215 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.658
[Epoch 58][Batch 479], Speed: 69.396 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.658
[Epoch 58][Batch 489], Speed: 70.866 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.658
[Epoch 58][Batch 499], Speed: 71.378 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.657
[Epoch 58][Batch 509], Speed: 70.422 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.657
[Epoch 58] Training cost: 241.786, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.657
[Epoch 59][Batch 9], Speed: 70.790 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.222, HeatmapFocal=1.656
[Epoch 59][Batch 19], Speed: 70.627 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.656
[Epoch 59][Batch 29], Speed: 70.030 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.656
[Epoch 59][Batch 39], Speed: 69.346 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.655
[Epoch 59][Batch 49], Speed: 70.403 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.655
[Epoch 59][Batch 59], Speed: 70.404 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.655
[Epoch 59][Batch 69], Speed: 69.504 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.654
[Epoch 59][Batch 79], Speed: 70.149 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.654
[Epoch 59][Batch 89], Speed: 71.320 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.225, HeatmapFocal=1.654
[Epoch 59][Batch 99], Speed: 69.450 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.225, HeatmapFocal=1.653
[Epoch 59][Batch 109], Speed: 70.072 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.225, HeatmapFocal=1.653
[Epoch 59][Batch 119], Speed: 70.869 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.652
[Epoch 59][Batch 129], Speed: 69.351 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.652
[Epoch 59][Batch 139], Speed: 70.385 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.652
[Epoch 59][Batch 149], Speed: 67.961 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.651
[Epoch 59][Batch 159], Speed: 70.212 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.651
[Epoch 59][Batch 169], Speed: 70.847 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.651
[Epoch 59][Batch 179], Speed: 70.099 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.650
[Epoch 59][Batch 189], Speed: 69.484 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.650
[Epoch 59][Batch 199], Speed: 69.771 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.650
[Epoch 59][Batch 209], Speed: 70.424 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.649
[Epoch 59][Batch 219], Speed: 69.940 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.649
[Epoch 59][Batch 229], Speed: 70.716 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.649
[Epoch 59][Batch 239], Speed: 70.475 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.648
[Epoch 59][Batch 249], Speed: 70.850 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.648
[Epoch 59][Batch 259], Speed: 69.595 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.648
[Epoch 59][Batch 269], Speed: 70.165 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.647
[Epoch 59][Batch 279], Speed: 70.870 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.647
[Epoch 59][Batch 289], Speed: 70.804 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.647
[Epoch 59][Batch 299], Speed: 68.608 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.646
[Epoch 59][Batch 309], Speed: 70.272 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.646
[Epoch 59][Batch 319], Speed: 69.052 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.646
[Epoch 59][Batch 329], Speed: 70.394 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.645
[Epoch 59][Batch 339], Speed: 70.376 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.645
[Epoch 59][Batch 349], Speed: 70.433 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.645
[Epoch 59][Batch 359], Speed: 70.793 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.644
[Epoch 59][Batch 369], Speed: 69.873 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.644
[Epoch 59][Batch 379], Speed: 69.439 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.644
[Epoch 59][Batch 389], Speed: 67.220 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.643
[Epoch 59][Batch 399], Speed: 70.665 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.643
[Epoch 59][Batch 409], Speed: 70.872 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.643
[Epoch 59][Batch 419], Speed: 70.495 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.642
[Epoch 59][Batch 429], Speed: 70.350 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.642
[Epoch 59][Batch 439], Speed: 70.457 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.642
[Epoch 59][Batch 449], Speed: 72.202 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.641
[Epoch 59][Batch 459], Speed: 72.351 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.641
[Epoch 59][Batch 469], Speed: 71.846 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.640
[Epoch 59][Batch 479], Speed: 72.070 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.640
[Epoch 59][Batch 489], Speed: 71.865 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.640
[Epoch 59][Batch 499], Speed: 71.363 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.639
[Epoch 59][Batch 509], Speed: 63.117 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.639
[Epoch 59] Training cost: 240.973, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.639
[Epoch 60][Batch 9], Speed: 70.303 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.639
[Epoch 60][Batch 19], Speed: 70.451 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.638
[Epoch 60][Batch 29], Speed: 69.788 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.638
[Epoch 60][Batch 39], Speed: 70.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.638
[Epoch 60][Batch 49], Speed: 71.112 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.637
[Epoch 60][Batch 59], Speed: 71.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.637
[Epoch 60][Batch 69], Speed: 69.081 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.636
[Epoch 60][Batch 79], Speed: 68.520 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.636
[Epoch 60][Batch 89], Speed: 70.945 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.636
[Epoch 60][Batch 99], Speed: 70.266 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.635
[Epoch 60][Batch 109], Speed: 70.525 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.635
[Epoch 60][Batch 119], Speed: 70.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.635
[Epoch 60][Batch 129], Speed: 70.845 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.634
[Epoch 60][Batch 139], Speed: 70.279 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.634
[Epoch 60][Batch 149], Speed: 70.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.634
[Epoch 60][Batch 159], Speed: 70.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.633
[Epoch 60][Batch 169], Speed: 70.666 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.633
[Epoch 60][Batch 179], Speed: 70.876 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.633
[Epoch 60][Batch 189], Speed: 68.761 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.632
[Epoch 60][Batch 199], Speed: 70.391 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.632
[Epoch 60][Batch 209], Speed: 70.331 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.632
[Epoch 60][Batch 219], Speed: 69.922 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.631
[Epoch 60][Batch 229], Speed: 68.108 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.631
[Epoch 60][Batch 239], Speed: 71.083 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.631
[Epoch 60][Batch 249], Speed: 69.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.630
[Epoch 60][Batch 259], Speed: 70.406 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.630
[Epoch 60][Batch 269], Speed: 70.551 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.630
[Epoch 60][Batch 279], Speed: 70.219 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.629
[Epoch 60][Batch 289], Speed: 70.503 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.629
[Epoch 60][Batch 299], Speed: 70.118 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.629
[Epoch 60][Batch 309], Speed: 70.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.628
[Epoch 60][Batch 319], Speed: 70.383 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.628
[Epoch 60][Batch 329], Speed: 69.697 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.628
[Epoch 60][Batch 339], Speed: 68.596 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.627
[Epoch 60][Batch 349], Speed: 68.929 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.627
[Epoch 60][Batch 359], Speed: 69.263 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.627
[Epoch 60][Batch 369], Speed: 70.695 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.626
[Epoch 60][Batch 379], Speed: 70.426 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.626
[Epoch 60][Batch 389], Speed: 70.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.626
[Epoch 60][Batch 399], Speed: 70.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.625
[Epoch 60][Batch 409], Speed: 70.389 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.625
[Epoch 60][Batch 419], Speed: 70.241 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.625
[Epoch 60][Batch 429], Speed: 69.988 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.624
[Epoch 60][Batch 439], Speed: 70.589 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.624
[Epoch 60][Batch 449], Speed: 70.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.624
[Epoch 60][Batch 459], Speed: 71.928 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.623
[Epoch 60][Batch 469], Speed: 71.365 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.623
[Epoch 60][Batch 479], Speed: 70.581 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.623
[Epoch 60][Batch 489], Speed: 71.150 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.622
[Epoch 60][Batch 499], Speed: 71.792 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.622
[Epoch 60][Batch 509], Speed: 72.121 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.622
[Epoch 60] Training cost: 238.959, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.621
[Epoch 60] Validation: 
aeroplane=0.7871921627878612
bicycle=0.8621955921589033
bird=0.7799259272488955
boat=0.6709245650423769
bottle=0.6282670296081587
bus=0.8541615677052876
car=0.876111284266385
cat=0.8707078050516415
chair=0.6375664816195445
cow=0.8572087415864763
diningtable=0.673681711036043
dog=0.859414341399928
horse=0.8670196961700891
motorbike=0.8365625465471511
person=0.7939886279336039
pottedplant=0.5268770655368026
sheep=0.8253483409938769
sofa=0.7387068472633288
train=0.8401933951375948
tvmonitor=0.7681368965646496
mAP=0.77770953128293
[Epoch 61][Batch 9], Speed: 70.485 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.621
[Epoch 61][Batch 19], Speed: 68.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.224, HeatmapFocal=1.621
[Epoch 61][Batch 29], Speed: 70.837 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.620
[Epoch 61][Batch 39], Speed: 70.405 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.223, HeatmapFocal=1.620
[Epoch 61][Batch 49], Speed: 70.429 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.223, HeatmapFocal=1.620
[Epoch 61][Batch 59], Speed: 71.031 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.619
[Epoch 61][Batch 69], Speed: 70.169 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.619
[Epoch 61][Batch 79], Speed: 69.842 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.619
[Epoch 61][Batch 89], Speed: 68.967 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.618
[Epoch 61][Batch 99], Speed: 70.091 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.223, HeatmapFocal=1.618
[Epoch 61][Batch 109], Speed: 70.058 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.618
[Epoch 61][Batch 119], Speed: 69.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.617
[Epoch 61][Batch 129], Speed: 70.667 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.617
[Epoch 61][Batch 139], Speed: 70.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.617
[Epoch 61][Batch 149], Speed: 69.851 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.616
[Epoch 61][Batch 159], Speed: 70.352 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.616
[Epoch 61][Batch 169], Speed: 70.241 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.616
[Epoch 61][Batch 179], Speed: 68.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.615
[Epoch 61][Batch 189], Speed: 68.734 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.615
[Epoch 61][Batch 199], Speed: 69.745 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.615
[Epoch 61][Batch 209], Speed: 70.529 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.614
[Epoch 61][Batch 219], Speed: 70.430 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.614
[Epoch 61][Batch 229], Speed: 69.407 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.224, HeatmapFocal=1.614
[Epoch 61][Batch 239], Speed: 70.150 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.224, HeatmapFocal=1.613
[Epoch 61][Batch 249], Speed: 70.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.613
[Epoch 61][Batch 259], Speed: 70.602 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.613
[Epoch 61][Batch 269], Speed: 70.456 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.612
[Epoch 61][Batch 279], Speed: 70.573 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.612
[Epoch 61][Batch 289], Speed: 70.420 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.612
[Epoch 61][Batch 299], Speed: 69.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.612
[Epoch 61][Batch 309], Speed: 68.682 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.611
[Epoch 61][Batch 319], Speed: 70.403 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.611
[Epoch 61][Batch 329], Speed: 70.781 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.610
[Epoch 61][Batch 339], Speed: 70.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.610
[Epoch 61][Batch 349], Speed: 70.002 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.610
[Epoch 61][Batch 359], Speed: 69.314 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.610
[Epoch 61][Batch 369], Speed: 70.608 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.609
[Epoch 61][Batch 379], Speed: 70.937 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.224, HeatmapFocal=1.609
[Epoch 61][Batch 389], Speed: 69.597 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.225, HeatmapFocal=1.609
[Epoch 61][Batch 399], Speed: 70.645 samples/sec, LR=1.2500000000000003e-06, WHL1=0.213, CenterRegL1=0.225, HeatmapFocal=1.608
[Epoch 61][Batch 409], Speed: 70.887 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.608
[Epoch 61][Batch 419], Speed: 70.231 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.608
[Epoch 61][Batch 429], Speed: 70.386 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.607
[Epoch 61][Batch 439], Speed: 71.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.607
[Epoch 61][Batch 449], Speed: 68.764 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.607
[Epoch 61][Batch 459], Speed: 71.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.606
[Epoch 61][Batch 469], Speed: 71.331 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.606
[Epoch 61][Batch 479], Speed: 70.862 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.606
[Epoch 61][Batch 489], Speed: 71.676 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.605
[Epoch 61][Batch 499], Speed: 70.935 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.605
[Epoch 61][Batch 509], Speed: 70.995 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.605
[Epoch 61] Training cost: 239.191, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.604
[Epoch 62][Batch 9], Speed: 71.685 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.604
[Epoch 62][Batch 19], Speed: 69.708 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.604
[Epoch 62][Batch 29], Speed: 70.744 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.603
[Epoch 62][Batch 39], Speed: 37.069 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.603
[Epoch 62][Batch 49], Speed: 70.126 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.603
[Epoch 62][Batch 59], Speed: 69.506 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.603
[Epoch 62][Batch 69], Speed: 68.129 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.602
[Epoch 62][Batch 79], Speed: 69.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.602
[Epoch 62][Batch 89], Speed: 70.293 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.602
[Epoch 62][Batch 99], Speed: 70.748 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.601
[Epoch 62][Batch 109], Speed: 70.666 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.601
[Epoch 62][Batch 119], Speed: 70.677 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.601
[Epoch 62][Batch 129], Speed: 70.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.600
[Epoch 62][Batch 139], Speed: 70.271 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.600
[Epoch 62][Batch 149], Speed: 70.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.600
[Epoch 62][Batch 159], Speed: 70.579 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.599
[Epoch 62][Batch 169], Speed: 70.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.599
[Epoch 62][Batch 179], Speed: 70.501 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.599
[Epoch 62][Batch 189], Speed: 69.386 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.598
[Epoch 62][Batch 199], Speed: 70.422 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.598
[Epoch 62][Batch 209], Speed: 70.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.598
[Epoch 62][Batch 219], Speed: 69.350 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.597
[Epoch 62][Batch 229], Speed: 70.888 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.597
[Epoch 62][Batch 239], Speed: 70.414 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.597
[Epoch 62][Batch 249], Speed: 70.764 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.596
[Epoch 62][Batch 259], Speed: 70.636 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.596
[Epoch 62][Batch 269], Speed: 69.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.596
[Epoch 62][Batch 279], Speed: 70.023 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.595
[Epoch 62][Batch 289], Speed: 70.450 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.595
[Epoch 62][Batch 299], Speed: 70.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.595
[Epoch 62][Batch 309], Speed: 69.833 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.595
[Epoch 62][Batch 319], Speed: 71.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.594
[Epoch 62][Batch 329], Speed: 69.374 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.594
[Epoch 62][Batch 339], Speed: 69.383 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.594
[Epoch 62][Batch 349], Speed: 70.090 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.593
[Epoch 62][Batch 359], Speed: 70.448 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.593
[Epoch 62][Batch 369], Speed: 70.890 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.593
[Epoch 62][Batch 379], Speed: 70.860 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.592
[Epoch 62][Batch 389], Speed: 70.819 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.592
[Epoch 62][Batch 399], Speed: 70.443 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.592
[Epoch 62][Batch 409], Speed: 69.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.591
[Epoch 62][Batch 419], Speed: 71.141 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.591
[Epoch 62][Batch 429], Speed: 71.130 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.591
[Epoch 62][Batch 439], Speed: 69.635 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.590
[Epoch 62][Batch 449], Speed: 70.979 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.590
[Epoch 62][Batch 459], Speed: 70.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.590
[Epoch 62][Batch 469], Speed: 71.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.589
[Epoch 62][Batch 479], Speed: 72.109 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.589
[Epoch 62][Batch 489], Speed: 71.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.589
[Epoch 62][Batch 499], Speed: 70.677 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.588
[Epoch 62][Batch 509], Speed: 71.378 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.588
[Epoch 62] Training cost: 240.614, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.588
[Epoch 63][Batch 9], Speed: 69.296 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.228, HeatmapFocal=1.588
[Epoch 63][Batch 19], Speed: 69.875 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.229, HeatmapFocal=1.587
[Epoch 63][Batch 29], Speed: 70.352 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.228, HeatmapFocal=1.587
[Epoch 63][Batch 39], Speed: 68.902 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.228, HeatmapFocal=1.587
[Epoch 63][Batch 49], Speed: 71.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.228, HeatmapFocal=1.586
[Epoch 63][Batch 59], Speed: 70.449 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.227, HeatmapFocal=1.586
[Epoch 63][Batch 69], Speed: 71.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.586
[Epoch 63][Batch 79], Speed: 71.021 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.585
[Epoch 63][Batch 89], Speed: 71.087 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.585
[Epoch 63][Batch 99], Speed: 71.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.585
[Epoch 63][Batch 109], Speed: 70.122 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.585
[Epoch 63][Batch 119], Speed: 35.594 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.584
[Epoch 63][Batch 129], Speed: 69.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.584
[Epoch 63][Batch 139], Speed: 69.173 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.584
[Epoch 63][Batch 149], Speed: 70.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 63][Batch 159], Speed: 70.495 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 63][Batch 169], Speed: 70.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 63][Batch 179], Speed: 71.209 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 63][Batch 189], Speed: 70.625 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 63][Batch 199], Speed: 71.294 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 63][Batch 209], Speed: 69.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 63][Batch 219], Speed: 70.979 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 63][Batch 229], Speed: 70.540 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 63][Batch 239], Speed: 70.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 63][Batch 249], Speed: 71.433 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 63][Batch 259], Speed: 69.884 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 63][Batch 269], Speed: 70.538 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 63][Batch 279], Speed: 70.070 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 63][Batch 289], Speed: 70.189 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 63][Batch 299], Speed: 70.295 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 63][Batch 309], Speed: 70.410 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.578
[Epoch 63][Batch 319], Speed: 70.559 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.578
[Epoch 63][Batch 329], Speed: 69.252 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.578
[Epoch 63][Batch 339], Speed: 70.463 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.577
[Epoch 63][Batch 349], Speed: 69.877 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.577
[Epoch 63][Batch 359], Speed: 69.567 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.577
[Epoch 63][Batch 369], Speed: 69.958 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.576
[Epoch 63][Batch 379], Speed: 70.672 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.576
[Epoch 63][Batch 389], Speed: 68.280 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.576
[Epoch 63][Batch 399], Speed: 70.307 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.575
[Epoch 63][Batch 409], Speed: 70.104 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.575
[Epoch 63][Batch 419], Speed: 70.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.575
[Epoch 63][Batch 429], Speed: 70.854 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.574
[Epoch 63][Batch 439], Speed: 69.938 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.574
[Epoch 63][Batch 449], Speed: 70.839 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.574
[Epoch 63][Batch 459], Speed: 71.182 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.574
[Epoch 63][Batch 469], Speed: 71.274 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.573
[Epoch 63][Batch 479], Speed: 71.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.573
[Epoch 63][Batch 489], Speed: 71.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.573
[Epoch 63][Batch 499], Speed: 71.300 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.572
[Epoch 63][Batch 509], Speed: 71.821 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.572
[Epoch 63] Training cost: 241.760, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.572
[Epoch 64][Batch 9], Speed: 70.618 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.218, HeatmapFocal=1.571
[Epoch 64][Batch 19], Speed: 69.314 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.221, HeatmapFocal=1.571
[Epoch 64][Batch 29], Speed: 70.154 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.571
[Epoch 64][Batch 39], Speed: 70.594 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.571
[Epoch 64][Batch 49], Speed: 71.081 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.570
[Epoch 64][Batch 59], Speed: 71.707 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.570
[Epoch 64][Batch 69], Speed: 70.310 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.570
[Epoch 64][Batch 79], Speed: 70.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.569
[Epoch 64][Batch 89], Speed: 70.181 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.569
[Epoch 64][Batch 99], Speed: 68.948 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.569
[Epoch 64][Batch 109], Speed: 70.770 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.568
[Epoch 64][Batch 119], Speed: 70.658 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.568
[Epoch 64][Batch 129], Speed: 71.714 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.568
[Epoch 64][Batch 139], Speed: 69.017 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.568
[Epoch 64][Batch 149], Speed: 71.343 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.567
[Epoch 64][Batch 159], Speed: 71.893 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.567
[Epoch 64][Batch 169], Speed: 71.496 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.567
[Epoch 64][Batch 179], Speed: 71.861 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.566
[Epoch 64][Batch 189], Speed: 70.392 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.566
[Epoch 64][Batch 199], Speed: 69.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.566
[Epoch 64][Batch 209], Speed: 70.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.565
[Epoch 64][Batch 219], Speed: 70.130 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.565
[Epoch 64][Batch 229], Speed: 70.964 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.565
[Epoch 64][Batch 239], Speed: 70.883 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.564
[Epoch 64][Batch 249], Speed: 69.751 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.564
[Epoch 64][Batch 259], Speed: 71.209 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.564
[Epoch 64][Batch 269], Speed: 71.496 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.564
[Epoch 64][Batch 279], Speed: 70.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.563
[Epoch 64][Batch 289], Speed: 71.502 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.563
[Epoch 64][Batch 299], Speed: 70.837 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.563
[Epoch 64][Batch 309], Speed: 70.654 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.562
[Epoch 64][Batch 319], Speed: 70.482 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.562
[Epoch 64][Batch 329], Speed: 70.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.562
[Epoch 64][Batch 339], Speed: 69.527 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.561
[Epoch 64][Batch 349], Speed: 69.341 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.561
[Epoch 64][Batch 359], Speed: 68.894 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.561
[Epoch 64][Batch 369], Speed: 70.543 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.560
[Epoch 64][Batch 379], Speed: 71.026 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.560
[Epoch 64][Batch 389], Speed: 69.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.560
[Epoch 64][Batch 399], Speed: 71.110 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.560
[Epoch 64][Batch 409], Speed: 70.574 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.559
[Epoch 64][Batch 419], Speed: 70.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.559
[Epoch 64][Batch 429], Speed: 70.539 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.559
[Epoch 64][Batch 439], Speed: 70.185 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.558
[Epoch 64][Batch 449], Speed: 68.056 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.558
[Epoch 64][Batch 459], Speed: 71.622 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.558
[Epoch 64][Batch 469], Speed: 70.692 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 64][Batch 479], Speed: 71.271 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 64][Batch 489], Speed: 71.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 64][Batch 499], Speed: 70.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 64][Batch 509], Speed: 69.776 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.556
[Epoch 64] Training cost: 241.221, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.556
[Epoch 65][Batch 9], Speed: 70.630 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.221, HeatmapFocal=1.556
[Epoch 65][Batch 19], Speed: 70.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.223, HeatmapFocal=1.555
[Epoch 65][Batch 29], Speed: 70.603 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.222, HeatmapFocal=1.555
[Epoch 65][Batch 39], Speed: 70.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.555
[Epoch 65][Batch 49], Speed: 71.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.555
[Epoch 65][Batch 59], Speed: 70.753 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.554
[Epoch 65][Batch 69], Speed: 70.578 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.224, HeatmapFocal=1.554
[Epoch 65][Batch 79], Speed: 70.192 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.554
[Epoch 65][Batch 89], Speed: 70.594 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.553
[Epoch 65][Batch 99], Speed: 69.883 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.553
[Epoch 65][Batch 109], Speed: 70.886 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.553
[Epoch 65][Batch 119], Speed: 70.630 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.552
[Epoch 65][Batch 129], Speed: 70.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.552
[Epoch 65][Batch 139], Speed: 70.901 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.552
[Epoch 65][Batch 149], Speed: 70.890 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.552
[Epoch 65][Batch 159], Speed: 70.190 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.551
[Epoch 65][Batch 169], Speed: 70.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.551
[Epoch 65][Batch 179], Speed: 70.084 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.551
[Epoch 65][Batch 189], Speed: 71.328 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.225, HeatmapFocal=1.550
[Epoch 65][Batch 199], Speed: 70.742 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.550
[Epoch 65][Batch 209], Speed: 70.328 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.550
[Epoch 65][Batch 219], Speed: 70.566 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.550
[Epoch 65][Batch 229], Speed: 69.560 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.549
[Epoch 65][Batch 239], Speed: 70.302 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.549
[Epoch 65][Batch 249], Speed: 70.880 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.549
[Epoch 65][Batch 259], Speed: 70.543 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.548
[Epoch 65][Batch 269], Speed: 70.606 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.548
[Epoch 65][Batch 279], Speed: 69.946 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.548
[Epoch 65][Batch 289], Speed: 70.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.548
[Epoch 65][Batch 299], Speed: 70.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.547
[Epoch 65][Batch 309], Speed: 69.652 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.547
[Epoch 65][Batch 319], Speed: 70.991 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.547
[Epoch 65][Batch 329], Speed: 70.963 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.546
[Epoch 65][Batch 339], Speed: 69.929 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.546
[Epoch 65][Batch 349], Speed: 70.763 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.546
[Epoch 65][Batch 359], Speed: 71.220 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.545
[Epoch 65][Batch 369], Speed: 71.161 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.545
[Epoch 65][Batch 379], Speed: 71.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.545
[Epoch 65][Batch 389], Speed: 56.436 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.545
[Epoch 65][Batch 399], Speed: 70.482 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.544
[Epoch 65][Batch 409], Speed: 69.511 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.544
[Epoch 65][Batch 419], Speed: 70.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.544
[Epoch 65][Batch 429], Speed: 69.784 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.543
[Epoch 65][Batch 439], Speed: 69.588 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.543
[Epoch 65][Batch 449], Speed: 70.271 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.543
[Epoch 65][Batch 459], Speed: 71.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.543
[Epoch 65][Batch 469], Speed: 71.199 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.542
[Epoch 65][Batch 479], Speed: 71.433 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.542
[Epoch 65][Batch 489], Speed: 70.486 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.542
[Epoch 65][Batch 499], Speed: 71.981 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.541
[Epoch 65][Batch 509], Speed: 69.469 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.541
[Epoch 65] Training cost: 241.016, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.541
[Epoch 65] Validation: 
aeroplane=0.7936616967326386
bicycle=0.865825314243557
bird=0.782646988568318
boat=0.6741027877031969
bottle=0.6259640008479441
bus=0.8564392128438305
car=0.8750721450085843
cat=0.8719840278979786
chair=0.6442128456043875
cow=0.8586942026861523
diningtable=0.6673705796976772
dog=0.8649044493939309
horse=0.8654453628016932
motorbike=0.8410052546307366
person=0.7936551756569064
pottedplant=0.5218781308989076
sheep=0.8273577968203805
sofa=0.7524733584593951
train=0.8362587093262703
tvmonitor=0.7713130815570216
mAP=0.7795132560689754
[Epoch 66][Batch 9], Speed: 69.720 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.222, HeatmapFocal=1.541
[Epoch 66][Batch 19], Speed: 70.391 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.540
[Epoch 66][Batch 29], Speed: 69.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.540
[Epoch 66][Batch 39], Speed: 69.921 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.540
[Epoch 66][Batch 49], Speed: 69.226 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.225, HeatmapFocal=1.539
[Epoch 66][Batch 59], Speed: 71.354 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.539
[Epoch 66][Batch 69], Speed: 69.590 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.539
[Epoch 66][Batch 79], Speed: 71.003 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.539
[Epoch 66][Batch 89], Speed: 69.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.538
[Epoch 66][Batch 99], Speed: 71.278 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.538
[Epoch 66][Batch 109], Speed: 71.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.538
[Epoch 66][Batch 119], Speed: 70.191 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.537
[Epoch 66][Batch 129], Speed: 70.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.537
[Epoch 66][Batch 139], Speed: 71.016 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.537
[Epoch 66][Batch 149], Speed: 70.017 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.537
[Epoch 66][Batch 159], Speed: 71.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.536
[Epoch 66][Batch 169], Speed: 70.938 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.536
[Epoch 66][Batch 179], Speed: 70.245 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.536
[Epoch 66][Batch 189], Speed: 71.204 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.535
[Epoch 66][Batch 199], Speed: 70.400 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.535
[Epoch 66][Batch 209], Speed: 69.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.535
[Epoch 66][Batch 219], Speed: 69.753 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.535
[Epoch 66][Batch 229], Speed: 70.645 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.534
[Epoch 66][Batch 239], Speed: 70.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.534
[Epoch 66][Batch 249], Speed: 70.505 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.534
[Epoch 66][Batch 259], Speed: 71.644 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.533
[Epoch 66][Batch 269], Speed: 70.861 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.533
[Epoch 66][Batch 279], Speed: 69.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.533
[Epoch 66][Batch 289], Speed: 70.683 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.533
[Epoch 66][Batch 299], Speed: 70.077 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.532
[Epoch 66][Batch 309], Speed: 71.369 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.532
[Epoch 66][Batch 319], Speed: 70.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.532
[Epoch 66][Batch 329], Speed: 70.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.531
[Epoch 66][Batch 339], Speed: 70.608 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.531
[Epoch 66][Batch 349], Speed: 71.029 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.531
[Epoch 66][Batch 359], Speed: 62.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.531
[Epoch 66][Batch 369], Speed: 67.938 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.530
[Epoch 66][Batch 379], Speed: 70.544 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.530
[Epoch 66][Batch 389], Speed: 69.501 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.530
[Epoch 66][Batch 399], Speed: 70.046 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.529
[Epoch 66][Batch 409], Speed: 69.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.529
[Epoch 66][Batch 419], Speed: 69.561 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.529
[Epoch 66][Batch 429], Speed: 70.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.529
[Epoch 66][Batch 439], Speed: 70.012 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.528
[Epoch 66][Batch 449], Speed: 70.342 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.528
[Epoch 66][Batch 459], Speed: 71.556 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.528
[Epoch 66][Batch 469], Speed: 71.473 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.527
[Epoch 66][Batch 479], Speed: 71.818 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.527
[Epoch 66][Batch 489], Speed: 71.575 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.527
[Epoch 66][Batch 499], Speed: 71.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.527
[Epoch 66][Batch 509], Speed: 69.975 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.526
[Epoch 66] Training cost: 241.224, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.526
[Epoch 67][Batch 9], Speed: 70.463 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.526
[Epoch 67][Batch 19], Speed: 70.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.222, HeatmapFocal=1.526
[Epoch 67][Batch 29], Speed: 70.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.525
[Epoch 67][Batch 39], Speed: 70.750 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.224, HeatmapFocal=1.525
[Epoch 67][Batch 49], Speed: 70.168 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.525
[Epoch 67][Batch 59], Speed: 70.643 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.524
[Epoch 67][Batch 69], Speed: 69.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.223, HeatmapFocal=1.524
[Epoch 67][Batch 79], Speed: 70.914 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.524
[Epoch 67][Batch 89], Speed: 69.811 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.223, HeatmapFocal=1.524
[Epoch 67][Batch 99], Speed: 69.642 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.223, HeatmapFocal=1.523
[Epoch 67][Batch 109], Speed: 70.371 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.523
[Epoch 67][Batch 119], Speed: 69.344 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.523
[Epoch 67][Batch 129], Speed: 69.721 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.522
[Epoch 67][Batch 139], Speed: 70.443 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.522
[Epoch 67][Batch 149], Speed: 70.412 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.522
[Epoch 67][Batch 159], Speed: 70.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.522
[Epoch 67][Batch 169], Speed: 70.375 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.521
[Epoch 67][Batch 179], Speed: 70.204 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.521
[Epoch 67][Batch 189], Speed: 70.329 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.521
[Epoch 67][Batch 199], Speed: 69.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.521
[Epoch 67][Batch 209], Speed: 70.306 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.520
[Epoch 67][Batch 219], Speed: 70.238 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.520
[Epoch 67][Batch 229], Speed: 69.962 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.520
[Epoch 67][Batch 239], Speed: 68.817 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.519
[Epoch 67][Batch 249], Speed: 70.176 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.519
[Epoch 67][Batch 259], Speed: 69.927 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.519
[Epoch 67][Batch 269], Speed: 69.501 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.519
[Epoch 67][Batch 279], Speed: 70.615 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.518
[Epoch 67][Batch 289], Speed: 69.458 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.518
[Epoch 67][Batch 299], Speed: 69.525 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.518
[Epoch 67][Batch 309], Speed: 69.771 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.517
[Epoch 67][Batch 319], Speed: 70.572 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.517
[Epoch 67][Batch 329], Speed: 69.387 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.517
[Epoch 67][Batch 339], Speed: 70.618 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.517
[Epoch 67][Batch 349], Speed: 70.049 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.516
[Epoch 67][Batch 359], Speed: 70.228 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.516
[Epoch 67][Batch 369], Speed: 71.269 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.516
[Epoch 67][Batch 379], Speed: 70.121 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.516
[Epoch 67][Batch 389], Speed: 70.881 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.515
[Epoch 67][Batch 399], Speed: 70.795 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.515
[Epoch 67][Batch 409], Speed: 70.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.515
[Epoch 67][Batch 419], Speed: 71.078 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.514
[Epoch 67][Batch 429], Speed: 71.466 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.514
[Epoch 67][Batch 439], Speed: 39.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.514
[Epoch 67][Batch 449], Speed: 70.547 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.514
[Epoch 67][Batch 459], Speed: 71.536 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.513
[Epoch 67][Batch 469], Speed: 71.329 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.513
[Epoch 67][Batch 479], Speed: 71.126 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.513
[Epoch 67][Batch 489], Speed: 71.024 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.513
[Epoch 67][Batch 499], Speed: 71.295 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.512
[Epoch 67][Batch 509], Speed: 71.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.512
[Epoch 67] Training cost: 241.419, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.512
[Epoch 68][Batch 9], Speed: 68.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.228, HeatmapFocal=1.512
[Epoch 68][Batch 19], Speed: 69.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.511
[Epoch 68][Batch 29], Speed: 71.161 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.511
[Epoch 68][Batch 39], Speed: 70.236 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.511
[Epoch 68][Batch 49], Speed: 70.213 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.227, HeatmapFocal=1.510
[Epoch 68][Batch 59], Speed: 70.568 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.510
[Epoch 68][Batch 69], Speed: 70.248 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.510
[Epoch 68][Batch 79], Speed: 70.054 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.510
[Epoch 68][Batch 89], Speed: 70.073 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.509
[Epoch 68][Batch 99], Speed: 71.233 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.509
[Epoch 68][Batch 109], Speed: 70.502 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.509
[Epoch 68][Batch 119], Speed: 71.015 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.509
[Epoch 68][Batch 129], Speed: 71.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.508
[Epoch 68][Batch 139], Speed: 69.097 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.508
[Epoch 68][Batch 149], Speed: 70.649 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.508
[Epoch 68][Batch 159], Speed: 70.999 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.507
[Epoch 68][Batch 169], Speed: 70.015 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.507
[Epoch 68][Batch 179], Speed: 70.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.507
[Epoch 68][Batch 189], Speed: 70.877 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.507
[Epoch 68][Batch 199], Speed: 70.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.506
[Epoch 68][Batch 209], Speed: 71.139 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.506
[Epoch 68][Batch 219], Speed: 70.741 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.506
[Epoch 68][Batch 229], Speed: 68.244 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.506
[Epoch 68][Batch 239], Speed: 70.514 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.505
[Epoch 68][Batch 249], Speed: 70.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.505
[Epoch 68][Batch 259], Speed: 70.417 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.505
[Epoch 68][Batch 269], Speed: 70.953 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.504
[Epoch 68][Batch 279], Speed: 69.513 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.504
[Epoch 68][Batch 289], Speed: 69.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.504
[Epoch 68][Batch 299], Speed: 70.956 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.504
[Epoch 68][Batch 309], Speed: 70.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.503
[Epoch 68][Batch 319], Speed: 69.473 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.503
[Epoch 68][Batch 329], Speed: 70.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.503
[Epoch 68][Batch 339], Speed: 69.884 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.224, HeatmapFocal=1.503
[Epoch 68][Batch 349], Speed: 70.329 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.502
[Epoch 68][Batch 359], Speed: 70.976 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.502
[Epoch 68][Batch 369], Speed: 69.842 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.502
[Epoch 68][Batch 379], Speed: 69.567 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.502
[Epoch 68][Batch 389], Speed: 69.325 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.501
[Epoch 68][Batch 399], Speed: 70.734 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.501
[Epoch 68][Batch 409], Speed: 69.456 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.501
[Epoch 68][Batch 419], Speed: 70.514 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.500
[Epoch 68][Batch 429], Speed: 69.690 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.500
[Epoch 68][Batch 439], Speed: 70.778 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.500
[Epoch 68][Batch 449], Speed: 70.651 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.500
[Epoch 68][Batch 459], Speed: 71.006 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.499
[Epoch 68][Batch 469], Speed: 71.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.499
[Epoch 68][Batch 479], Speed: 71.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.499
[Epoch 68][Batch 489], Speed: 71.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.224, HeatmapFocal=1.499
[Epoch 68][Batch 499], Speed: 71.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.498
[Epoch 68][Batch 509], Speed: 71.753 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.498
[Epoch 68] Training cost: 239.432, WHL1=0.207, CenterRegL1=0.224, HeatmapFocal=1.498
[Epoch 69][Batch 9], Speed: 70.752 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.220, HeatmapFocal=1.498
[Epoch 69][Batch 19], Speed: 70.077 samples/sec, LR=1.2500000000000003e-06, WHL1=0.215, CenterRegL1=0.221, HeatmapFocal=1.497
[Epoch 69][Batch 29], Speed: 69.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.222, HeatmapFocal=1.497
[Epoch 69][Batch 39], Speed: 69.025 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.222, HeatmapFocal=1.497
[Epoch 69][Batch 49], Speed: 71.047 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.223, HeatmapFocal=1.497
[Epoch 69][Batch 59], Speed: 70.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.496
[Epoch 69][Batch 69], Speed: 69.886 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.496
[Epoch 69][Batch 79], Speed: 68.282 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.223, HeatmapFocal=1.496
[Epoch 69][Batch 89], Speed: 71.065 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.223, HeatmapFocal=1.496
[Epoch 69][Batch 99], Speed: 69.654 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.224, HeatmapFocal=1.495
[Epoch 69][Batch 109], Speed: 70.794 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.224, HeatmapFocal=1.495
[Epoch 69][Batch 119], Speed: 71.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.495
[Epoch 69][Batch 129], Speed: 71.024 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.494
[Epoch 69][Batch 139], Speed: 71.001 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.494
[Epoch 69][Batch 149], Speed: 70.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.223, HeatmapFocal=1.494
[Epoch 69][Batch 159], Speed: 70.651 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.223, HeatmapFocal=1.494
[Epoch 69][Batch 169], Speed: 69.899 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.493
[Epoch 69][Batch 179], Speed: 70.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.493
[Epoch 69][Batch 189], Speed: 70.985 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.493
[Epoch 69][Batch 199], Speed: 69.544 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.493
[Epoch 69][Batch 209], Speed: 70.886 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.492
[Epoch 69][Batch 219], Speed: 70.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.492
[Epoch 69][Batch 229], Speed: 70.502 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.492
[Epoch 69][Batch 239], Speed: 70.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.492
[Epoch 69][Batch 249], Speed: 70.383 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.491
[Epoch 69][Batch 259], Speed: 69.903 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.223, HeatmapFocal=1.491
[Epoch 69][Batch 269], Speed: 70.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.223, HeatmapFocal=1.491
[Epoch 69][Batch 279], Speed: 70.145 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.223, HeatmapFocal=1.491
[Epoch 69][Batch 289], Speed: 70.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.223, HeatmapFocal=1.490
[Epoch 69][Batch 299], Speed: 71.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.211, CenterRegL1=0.223, HeatmapFocal=1.490
[Epoch 69][Batch 309], Speed: 70.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.490
[Epoch 69][Batch 319], Speed: 70.063 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.490
[Epoch 69][Batch 329], Speed: 69.684 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.489
[Epoch 69][Batch 339], Speed: 68.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.489
[Epoch 69][Batch 349], Speed: 70.311 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.489
[Epoch 69][Batch 359], Speed: 69.548 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.489
[Epoch 69][Batch 369], Speed: 70.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.488
[Epoch 69][Batch 379], Speed: 68.185 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.488
[Epoch 69][Batch 389], Speed: 70.828 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.488
[Epoch 69][Batch 399], Speed: 69.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.488
[Epoch 69][Batch 409], Speed: 70.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.487
[Epoch 69][Batch 419], Speed: 69.948 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.487
[Epoch 69][Batch 429], Speed: 69.940 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.487
[Epoch 69][Batch 439], Speed: 71.250 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.487
[Epoch 69][Batch 449], Speed: 70.623 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.486
[Epoch 69][Batch 459], Speed: 71.680 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.486
[Epoch 69][Batch 469], Speed: 70.617 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.486
[Epoch 69][Batch 479], Speed: 71.785 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.486
[Epoch 69][Batch 489], Speed: 71.348 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.485
[Epoch 69][Batch 499], Speed: 71.374 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.485
[Epoch 69][Batch 509], Speed: 68.714 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.485
[Epoch 69] Training cost: 242.738, WHL1=0.210, CenterRegL1=0.224, HeatmapFocal=1.485
[Epoch 69] Validation: 
aeroplane=0.7860736103040651
bicycle=0.8677132341009144
bird=0.7855799093220982
boat=0.6862164833559121
bottle=0.6322801826031528
bus=0.8539424579985843
car=0.8755328201690316
cat=0.8680228668876171
chair=0.6422194244814106
cow=0.85973619278035
diningtable=0.7001747944872591
dog=0.8627805989447925
horse=0.8714125950593967
motorbike=0.8465162798241913
person=0.792273854986994
pottedplant=0.5345139155551084
sheep=0.8248783649419756
sofa=0.7506685997679299
train=0.839217746723394
tvmonitor=0.7687567264406379
mAP=0.7824255329367408