Namespace(batch_size=32, center_reg_weight=1.0, data_shape=512, dataset='voc', dataset_root='~/.mxnet/datasets/', epochs=70, flip_validation=True, gpus='0,1', log_interval=10, lr=0.000125, lr_decay=0.1, lr_decay_epoch='45,60', lr_mode='step', momentum=0.9, network='resnet18_v1b_dcnv2', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet18_v1b_dcnv2_voc', seed=233, start_epoch=0, val_interval=5, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1)
Start training from [Epoch 0]
[Epoch 0][Batch 9], Speed: 144.463 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.486, HeatmapFocal=313.678
[Epoch 0][Batch 19], Speed: 143.902 samples/sec, LR=0.000125, WHL1=4.171, CenterRegL1=0.477, HeatmapFocal=209.276
[Epoch 0][Batch 29], Speed: 155.192 samples/sec, LR=0.000125, WHL1=4.110, CenterRegL1=0.456, HeatmapFocal=162.212
[Epoch 0][Batch 39], Speed: 138.703 samples/sec, LR=0.000125, WHL1=4.161, CenterRegL1=0.427, HeatmapFocal=135.491
[Epoch 0][Batch 49], Speed: 147.725 samples/sec, LR=0.000125, WHL1=4.214, CenterRegL1=0.398, HeatmapFocal=117.377
[Epoch 0][Batch 59], Speed: 151.809 samples/sec, LR=0.000125, WHL1=4.234, CenterRegL1=0.373, HeatmapFocal=103.729
[Epoch 0][Batch 69], Speed: 147.793 samples/sec, LR=0.000125, WHL1=4.182, CenterRegL1=0.356, HeatmapFocal=92.616
[Epoch 0][Batch 79], Speed: 147.390 samples/sec, LR=0.000125, WHL1=4.157, CenterRegL1=0.343, HeatmapFocal=83.886
[Epoch 0][Batch 89], Speed: 144.996 samples/sec, LR=0.000125, WHL1=4.186, CenterRegL1=0.331, HeatmapFocal=76.763
[Epoch 0][Batch 99], Speed: 143.032 samples/sec, LR=0.000125, WHL1=4.168, CenterRegL1=0.322, HeatmapFocal=70.662
[Epoch 0][Batch 109], Speed: 142.878 samples/sec, LR=0.000125, WHL1=4.118, CenterRegL1=0.315, HeatmapFocal=65.332
[Epoch 0][Batch 119], Speed: 141.522 samples/sec, LR=0.000125, WHL1=4.071, CenterRegL1=0.310, HeatmapFocal=60.772
[Epoch 0][Batch 129], Speed: 143.557 samples/sec, LR=0.000125, WHL1=4.044, CenterRegL1=0.305, HeatmapFocal=56.896
[Epoch 0][Batch 139], Speed: 150.911 samples/sec, LR=0.000125, WHL1=4.002, CenterRegL1=0.300, HeatmapFocal=53.449
[Epoch 0][Batch 149], Speed: 144.311 samples/sec, LR=0.000125, WHL1=3.993, CenterRegL1=0.297, HeatmapFocal=50.464
[Epoch 0][Batch 159], Speed: 149.754 samples/sec, LR=0.000125, WHL1=3.963, CenterRegL1=0.294, HeatmapFocal=47.791
[Epoch 0][Batch 169], Speed: 140.960 samples/sec, LR=0.000125, WHL1=3.943, CenterRegL1=0.291, HeatmapFocal=45.415
[Epoch 0][Batch 179], Speed: 143.062 samples/sec, LR=0.000125, WHL1=3.921, CenterRegL1=0.289, HeatmapFocal=43.268
[Epoch 0][Batch 189], Speed: 147.712 samples/sec, LR=0.000125, WHL1=3.898, CenterRegL1=0.286, HeatmapFocal=41.338
[Epoch 0][Batch 199], Speed: 147.291 samples/sec, LR=0.000125, WHL1=3.870, CenterRegL1=0.284, HeatmapFocal=39.590
[Epoch 0][Batch 209], Speed: 146.264 samples/sec, LR=0.000125, WHL1=3.844, CenterRegL1=0.282, HeatmapFocal=37.987
[Epoch 0][Batch 219], Speed: 142.895 samples/sec, LR=0.000125, WHL1=3.822, CenterRegL1=0.280, HeatmapFocal=36.528
[Epoch 0][Batch 229], Speed: 148.509 samples/sec, LR=0.000125, WHL1=3.799, CenterRegL1=0.278, HeatmapFocal=35.189
[Epoch 0][Batch 239], Speed: 145.611 samples/sec, LR=0.000125, WHL1=3.780, CenterRegL1=0.277, HeatmapFocal=33.956
[Epoch 0][Batch 249], Speed: 141.879 samples/sec, LR=0.000125, WHL1=3.752, CenterRegL1=0.276, HeatmapFocal=32.810
[Epoch 0][Batch 259], Speed: 136.616 samples/sec, LR=0.000125, WHL1=3.732, CenterRegL1=0.275, HeatmapFocal=31.756
[Epoch 0][Batch 269], Speed: 150.705 samples/sec, LR=0.000125, WHL1=3.702, CenterRegL1=0.274, HeatmapFocal=30.769
[Epoch 0][Batch 279], Speed: 137.308 samples/sec, LR=0.000125, WHL1=3.685, CenterRegL1=0.272, HeatmapFocal=29.857
[Epoch 0][Batch 289], Speed: 148.118 samples/sec, LR=0.000125, WHL1=3.655, CenterRegL1=0.271, HeatmapFocal=28.998
[Epoch 0][Batch 299], Speed: 140.793 samples/sec, LR=0.000125, WHL1=3.626, CenterRegL1=0.271, HeatmapFocal=28.194
[Epoch 0][Batch 309], Speed: 142.601 samples/sec, LR=0.000125, WHL1=3.601, CenterRegL1=0.270, HeatmapFocal=27.441
[Epoch 0][Batch 319], Speed: 155.876 samples/sec, LR=0.000125, WHL1=3.577, CenterRegL1=0.269, HeatmapFocal=26.734
[Epoch 0][Batch 329], Speed: 160.741 samples/sec, LR=0.000125, WHL1=3.556, CenterRegL1=0.269, HeatmapFocal=26.072
[Epoch 0][Batch 339], Speed: 161.043 samples/sec, LR=0.000125, WHL1=3.526, CenterRegL1=0.268, HeatmapFocal=25.441
[Epoch 0][Batch 349], Speed: 161.475 samples/sec, LR=0.000125, WHL1=3.497, CenterRegL1=0.268, HeatmapFocal=24.847
[Epoch 0][Batch 359], Speed: 157.067 samples/sec, LR=0.000125, WHL1=3.469, CenterRegL1=0.267, HeatmapFocal=24.284
[Epoch 0][Batch 369], Speed: 129.234 samples/sec, LR=0.000125, WHL1=3.437, CenterRegL1=0.267, HeatmapFocal=23.748
[Epoch 0][Batch 379], Speed: 150.285 samples/sec, LR=0.000125, WHL1=3.411, CenterRegL1=0.266, HeatmapFocal=23.243
[Epoch 0][Batch 389], Speed: 148.517 samples/sec, LR=0.000125, WHL1=3.384, CenterRegL1=0.266, HeatmapFocal=22.761
[Epoch 0][Batch 399], Speed: 143.758 samples/sec, LR=0.000125, WHL1=3.357, CenterRegL1=0.266, HeatmapFocal=22.302
[Epoch 0][Batch 409], Speed: 148.333 samples/sec, LR=0.000125, WHL1=3.334, CenterRegL1=0.266, HeatmapFocal=21.868
[Epoch 0][Batch 419], Speed: 161.878 samples/sec, LR=0.000125, WHL1=3.313, CenterRegL1=0.265, HeatmapFocal=21.453
[Epoch 0][Batch 429], Speed: 158.746 samples/sec, LR=0.000125, WHL1=3.293, CenterRegL1=0.265, HeatmapFocal=21.060
[Epoch 0][Batch 439], Speed: 161.371 samples/sec, LR=0.000125, WHL1=3.270, CenterRegL1=0.265, HeatmapFocal=20.681
[Epoch 0][Batch 449], Speed: 159.597 samples/sec, LR=0.000125, WHL1=3.250, CenterRegL1=0.265, HeatmapFocal=20.320
[Epoch 0][Batch 459], Speed: 102.864 samples/sec, LR=0.000125, WHL1=3.226, CenterRegL1=0.265, HeatmapFocal=19.972
[Epoch 0][Batch 469], Speed: 87.217 samples/sec, LR=0.000125, WHL1=3.202, CenterRegL1=0.265, HeatmapFocal=19.639
[Epoch 0][Batch 479], Speed: 155.938 samples/sec, LR=0.000125, WHL1=3.180, CenterRegL1=0.265, HeatmapFocal=19.320
[Epoch 0][Batch 489], Speed: 150.783 samples/sec, LR=0.000125, WHL1=3.161, CenterRegL1=0.265, HeatmapFocal=19.012
[Epoch 0][Batch 499], Speed: 157.430 samples/sec, LR=0.000125, WHL1=3.142, CenterRegL1=0.265, HeatmapFocal=18.718
[Epoch 0][Batch 509], Speed: 161.754 samples/sec, LR=0.000125, WHL1=3.124, CenterRegL1=0.264, HeatmapFocal=18.436
[Epoch 0] Training cost: 120.328, WHL1=3.109, CenterRegL1=0.264, HeatmapFocal=18.243
[Epoch 0] Validation: 
aeroplane=0.0
bicycle=0.0
bird=0.0
boat=0.0
bottle=0.0
bus=0.0
car=1.0019738885604641e-05
cat=7.509424327531051e-06
chair=0.0
cow=0.0
diningtable=0.0
dog=0.0
horse=0.0
motorbike=0.0
person=0.0035283717769839466
pottedplant=0.0
sheep=0.0
sofa=0.0
train=0.0
tvmonitor=0.0
mAP=0.00017729504700985413
[Epoch 1][Batch 9], Speed: 128.646 samples/sec, LR=0.000125, WHL1=2.123, CenterRegL1=0.270, HeatmapFocal=17.978
[Epoch 1][Batch 19], Speed: 149.117 samples/sec, LR=0.000125, WHL1=2.117, CenterRegL1=0.262, HeatmapFocal=17.723
[Epoch 1][Batch 29], Speed: 148.027 samples/sec, LR=0.000125, WHL1=2.104, CenterRegL1=0.263, HeatmapFocal=17.477
[Epoch 1][Batch 39], Speed: 145.569 samples/sec, LR=0.000125, WHL1=2.077, CenterRegL1=0.264, HeatmapFocal=17.238
[Epoch 1][Batch 49], Speed: 150.801 samples/sec, LR=0.000125, WHL1=2.050, CenterRegL1=0.265, HeatmapFocal=17.007
[Epoch 1][Batch 59], Speed: 138.485 samples/sec, LR=0.000125, WHL1=2.040, CenterRegL1=0.263, HeatmapFocal=16.785
[Epoch 1][Batch 69], Speed: 144.837 samples/sec, LR=0.000125, WHL1=2.026, CenterRegL1=0.262, HeatmapFocal=16.571
[Epoch 1][Batch 79], Speed: 148.964 samples/sec, LR=0.000125, WHL1=2.018, CenterRegL1=0.263, HeatmapFocal=16.364
[Epoch 1][Batch 89], Speed: 146.490 samples/sec, LR=0.000125, WHL1=2.017, CenterRegL1=0.262, HeatmapFocal=16.165
[Epoch 1][Batch 99], Speed: 146.430 samples/sec, LR=0.000125, WHL1=2.010, CenterRegL1=0.262, HeatmapFocal=15.969
[Epoch 1][Batch 109], Speed: 148.904 samples/sec, LR=0.000125, WHL1=2.000, CenterRegL1=0.262, HeatmapFocal=15.780
[Epoch 1][Batch 119], Speed: 140.164 samples/sec, LR=0.000125, WHL1=1.996, CenterRegL1=0.262, HeatmapFocal=15.596
[Epoch 1][Batch 129], Speed: 142.266 samples/sec, LR=0.000125, WHL1=1.986, CenterRegL1=0.261, HeatmapFocal=15.419
[Epoch 1][Batch 139], Speed: 138.893 samples/sec, LR=0.000125, WHL1=1.979, CenterRegL1=0.261, HeatmapFocal=15.248
[Epoch 1][Batch 149], Speed: 139.299 samples/sec, LR=0.000125, WHL1=1.966, CenterRegL1=0.261, HeatmapFocal=15.081
[Epoch 1][Batch 159], Speed: 142.589 samples/sec, LR=0.000125, WHL1=1.964, CenterRegL1=0.260, HeatmapFocal=14.920
[Epoch 1][Batch 169], Speed: 146.146 samples/sec, LR=0.000125, WHL1=1.950, CenterRegL1=0.261, HeatmapFocal=14.763
[Epoch 1][Batch 179], Speed: 141.460 samples/sec, LR=0.000125, WHL1=1.944, CenterRegL1=0.260, HeatmapFocal=14.610
[Epoch 1][Batch 189], Speed: 147.400 samples/sec, LR=0.000125, WHL1=1.929, CenterRegL1=0.260, HeatmapFocal=14.462
[Epoch 1][Batch 199], Speed: 158.191 samples/sec, LR=0.000125, WHL1=1.920, CenterRegL1=0.259, HeatmapFocal=14.319
[Epoch 1][Batch 209], Speed: 158.347 samples/sec, LR=0.000125, WHL1=1.907, CenterRegL1=0.259, HeatmapFocal=14.176
[Epoch 1][Batch 219], Speed: 157.219 samples/sec, LR=0.000125, WHL1=1.901, CenterRegL1=0.259, HeatmapFocal=14.039
[Epoch 1][Batch 229], Speed: 155.293 samples/sec, LR=0.000125, WHL1=1.897, CenterRegL1=0.259, HeatmapFocal=13.905
[Epoch 1][Batch 239], Speed: 67.209 samples/sec, LR=0.000125, WHL1=1.890, CenterRegL1=0.258, HeatmapFocal=13.776
[Epoch 1][Batch 249], Speed: 131.681 samples/sec, LR=0.000125, WHL1=1.880, CenterRegL1=0.258, HeatmapFocal=13.648
[Epoch 1][Batch 259], Speed: 136.393 samples/sec, LR=0.000125, WHL1=1.870, CenterRegL1=0.258, HeatmapFocal=13.523
[Epoch 1][Batch 269], Speed: 152.244 samples/sec, LR=0.000125, WHL1=1.859, CenterRegL1=0.258, HeatmapFocal=13.401
[Epoch 1][Batch 279], Speed: 142.197 samples/sec, LR=0.000125, WHL1=1.846, CenterRegL1=0.258, HeatmapFocal=13.282
[Epoch 1][Batch 289], Speed: 145.438 samples/sec, LR=0.000125, WHL1=1.834, CenterRegL1=0.258, HeatmapFocal=13.165
[Epoch 1][Batch 299], Speed: 150.113 samples/sec, LR=0.000125, WHL1=1.821, CenterRegL1=0.258, HeatmapFocal=13.051
[Epoch 1][Batch 309], Speed: 145.804 samples/sec, LR=0.000125, WHL1=1.811, CenterRegL1=0.258, HeatmapFocal=12.941
[Epoch 1][Batch 319], Speed: 130.475 samples/sec, LR=0.000125, WHL1=1.799, CenterRegL1=0.258, HeatmapFocal=12.832
[Epoch 1][Batch 329], Speed: 148.091 samples/sec, LR=0.000125, WHL1=1.791, CenterRegL1=0.258, HeatmapFocal=12.726
[Epoch 1][Batch 339], Speed: 141.541 samples/sec, LR=0.000125, WHL1=1.781, CenterRegL1=0.257, HeatmapFocal=12.622
[Epoch 1][Batch 349], Speed: 146.862 samples/sec, LR=0.000125, WHL1=1.772, CenterRegL1=0.257, HeatmapFocal=12.522
[Epoch 1][Batch 359], Speed: 138.789 samples/sec, LR=0.000125, WHL1=1.765, CenterRegL1=0.257, HeatmapFocal=12.423
[Epoch 1][Batch 369], Speed: 144.242 samples/sec, LR=0.000125, WHL1=1.759, CenterRegL1=0.257, HeatmapFocal=12.327
[Epoch 1][Batch 379], Speed: 145.316 samples/sec, LR=0.000125, WHL1=1.755, CenterRegL1=0.256, HeatmapFocal=12.233
[Epoch 1][Batch 389], Speed: 142.524 samples/sec, LR=0.000125, WHL1=1.748, CenterRegL1=0.256, HeatmapFocal=12.140
[Epoch 1][Batch 399], Speed: 142.976 samples/sec, LR=0.000125, WHL1=1.741, CenterRegL1=0.256, HeatmapFocal=12.050
[Epoch 1][Batch 409], Speed: 140.767 samples/sec, LR=0.000125, WHL1=1.734, CenterRegL1=0.256, HeatmapFocal=11.961
[Epoch 1][Batch 419], Speed: 139.116 samples/sec, LR=0.000125, WHL1=1.727, CenterRegL1=0.256, HeatmapFocal=11.873
[Epoch 1][Batch 429], Speed: 144.147 samples/sec, LR=0.000125, WHL1=1.721, CenterRegL1=0.256, HeatmapFocal=11.788
[Epoch 1][Batch 439], Speed: 142.134 samples/sec, LR=0.000125, WHL1=1.717, CenterRegL1=0.255, HeatmapFocal=11.704
[Epoch 1][Batch 449], Speed: 137.765 samples/sec, LR=0.000125, WHL1=1.709, CenterRegL1=0.255, HeatmapFocal=11.621
[Epoch 1][Batch 459], Speed: 157.485 samples/sec, LR=0.000125, WHL1=1.703, CenterRegL1=0.255, HeatmapFocal=11.540
[Epoch 1][Batch 469], Speed: 161.561 samples/sec, LR=0.000125, WHL1=1.698, CenterRegL1=0.255, HeatmapFocal=11.463
[Epoch 1][Batch 479], Speed: 154.334 samples/sec, LR=0.000125, WHL1=1.693, CenterRegL1=0.255, HeatmapFocal=11.385
[Epoch 1][Batch 489], Speed: 153.304 samples/sec, LR=0.000125, WHL1=1.686, CenterRegL1=0.254, HeatmapFocal=11.308
[Epoch 1][Batch 499], Speed: 156.663 samples/sec, LR=0.000125, WHL1=1.681, CenterRegL1=0.254, HeatmapFocal=11.234
[Epoch 1][Batch 509], Speed: 155.723 samples/sec, LR=0.000125, WHL1=1.675, CenterRegL1=0.254, HeatmapFocal=11.161
[Epoch 1] Training cost: 121.118, WHL1=1.672, CenterRegL1=0.254, HeatmapFocal=11.111
[Epoch 2][Batch 9], Speed: 132.513 samples/sec, LR=0.000125, WHL1=1.540, CenterRegL1=0.240, HeatmapFocal=11.040
[Epoch 2][Batch 19], Speed: 150.253 samples/sec, LR=0.000125, WHL1=1.454, CenterRegL1=0.244, HeatmapFocal=10.970
[Epoch 2][Batch 29], Speed: 140.590 samples/sec, LR=0.000125, WHL1=1.431, CenterRegL1=0.247, HeatmapFocal=10.902
[Epoch 2][Batch 39], Speed: 144.323 samples/sec, LR=0.000125, WHL1=1.398, CenterRegL1=0.247, HeatmapFocal=10.834
[Epoch 2][Batch 49], Speed: 144.689 samples/sec, LR=0.000125, WHL1=1.401, CenterRegL1=0.247, HeatmapFocal=10.768
[Epoch 2][Batch 59], Speed: 147.142 samples/sec, LR=0.000125, WHL1=1.398, CenterRegL1=0.246, HeatmapFocal=10.704
[Epoch 2][Batch 69], Speed: 143.458 samples/sec, LR=0.000125, WHL1=1.397, CenterRegL1=0.247, HeatmapFocal=10.639
[Epoch 2][Batch 79], Speed: 160.369 samples/sec, LR=0.000125, WHL1=1.384, CenterRegL1=0.248, HeatmapFocal=10.576
[Epoch 2][Batch 89], Speed: 154.512 samples/sec, LR=0.000125, WHL1=1.377, CenterRegL1=0.248, HeatmapFocal=10.513
[Epoch 2][Batch 99], Speed: 151.541 samples/sec, LR=0.000125, WHL1=1.377, CenterRegL1=0.248, HeatmapFocal=10.452
[Epoch 2][Batch 109], Speed: 160.958 samples/sec, LR=0.000125, WHL1=1.376, CenterRegL1=0.248, HeatmapFocal=10.391
[Epoch 2][Batch 119], Speed: 55.103 samples/sec, LR=0.000125, WHL1=1.377, CenterRegL1=0.248, HeatmapFocal=10.333
[Epoch 2][Batch 129], Speed: 93.444 samples/sec, LR=0.000125, WHL1=1.369, CenterRegL1=0.248, HeatmapFocal=10.275
[Epoch 2][Batch 139], Speed: 139.604 samples/sec, LR=0.000125, WHL1=1.365, CenterRegL1=0.249, HeatmapFocal=10.218
[Epoch 2][Batch 149], Speed: 139.127 samples/sec, LR=0.000125, WHL1=1.355, CenterRegL1=0.249, HeatmapFocal=10.162
[Epoch 2][Batch 159], Speed: 142.844 samples/sec, LR=0.000125, WHL1=1.358, CenterRegL1=0.249, HeatmapFocal=10.106
[Epoch 2][Batch 169], Speed: 136.049 samples/sec, LR=0.000125, WHL1=1.361, CenterRegL1=0.249, HeatmapFocal=10.052
[Epoch 2][Batch 179], Speed: 147.920 samples/sec, LR=0.000125, WHL1=1.354, CenterRegL1=0.249, HeatmapFocal=9.998
[Epoch 2][Batch 189], Speed: 140.703 samples/sec, LR=0.000125, WHL1=1.350, CenterRegL1=0.249, HeatmapFocal=9.944
[Epoch 2][Batch 199], Speed: 147.642 samples/sec, LR=0.000125, WHL1=1.349, CenterRegL1=0.249, HeatmapFocal=9.892
[Epoch 2][Batch 209], Speed: 147.363 samples/sec, LR=0.000125, WHL1=1.347, CenterRegL1=0.250, HeatmapFocal=9.841
[Epoch 2][Batch 219], Speed: 150.344 samples/sec, LR=0.000125, WHL1=1.345, CenterRegL1=0.250, HeatmapFocal=9.789
[Epoch 2][Batch 229], Speed: 147.031 samples/sec, LR=0.000125, WHL1=1.340, CenterRegL1=0.250, HeatmapFocal=9.739
[Epoch 2][Batch 239], Speed: 143.682 samples/sec, LR=0.000125, WHL1=1.339, CenterRegL1=0.250, HeatmapFocal=9.690
[Epoch 2][Batch 249], Speed: 139.139 samples/sec, LR=0.000125, WHL1=1.334, CenterRegL1=0.250, HeatmapFocal=9.641
[Epoch 2][Batch 259], Speed: 138.612 samples/sec, LR=0.000125, WHL1=1.335, CenterRegL1=0.250, HeatmapFocal=9.594
[Epoch 2][Batch 269], Speed: 141.492 samples/sec, LR=0.000125, WHL1=1.335, CenterRegL1=0.250, HeatmapFocal=9.548
[Epoch 2][Batch 279], Speed: 148.390 samples/sec, LR=0.000125, WHL1=1.333, CenterRegL1=0.250, HeatmapFocal=9.501
[Epoch 2][Batch 289], Speed: 139.381 samples/sec, LR=0.000125, WHL1=1.330, CenterRegL1=0.250, HeatmapFocal=9.455
[Epoch 2][Batch 299], Speed: 141.389 samples/sec, LR=0.000125, WHL1=1.326, CenterRegL1=0.250, HeatmapFocal=9.410
[Epoch 2][Batch 309], Speed: 149.685 samples/sec, LR=0.000125, WHL1=1.325, CenterRegL1=0.250, HeatmapFocal=9.366
[Epoch 2][Batch 319], Speed: 148.768 samples/sec, LR=0.000125, WHL1=1.324, CenterRegL1=0.250, HeatmapFocal=9.321
[Epoch 2][Batch 329], Speed: 139.504 samples/sec, LR=0.000125, WHL1=1.321, CenterRegL1=0.250, HeatmapFocal=9.278
[Epoch 2][Batch 339], Speed: 138.644 samples/sec, LR=0.000125, WHL1=1.322, CenterRegL1=0.250, HeatmapFocal=9.235
[Epoch 2][Batch 349], Speed: 136.464 samples/sec, LR=0.000125, WHL1=1.319, CenterRegL1=0.250, HeatmapFocal=9.193
[Epoch 2][Batch 359], Speed: 135.946 samples/sec, LR=0.000125, WHL1=1.319, CenterRegL1=0.250, HeatmapFocal=9.151
[Epoch 2][Batch 369], Speed: 144.314 samples/sec, LR=0.000125, WHL1=1.316, CenterRegL1=0.250, HeatmapFocal=9.110
[Epoch 2][Batch 379], Speed: 152.152 samples/sec, LR=0.000125, WHL1=1.313, CenterRegL1=0.250, HeatmapFocal=9.069
[Epoch 2][Batch 389], Speed: 138.803 samples/sec, LR=0.000125, WHL1=1.311, CenterRegL1=0.250, HeatmapFocal=9.029
[Epoch 2][Batch 399], Speed: 140.084 samples/sec, LR=0.000125, WHL1=1.311, CenterRegL1=0.250, HeatmapFocal=8.990
[Epoch 2][Batch 409], Speed: 136.955 samples/sec, LR=0.000125, WHL1=1.310, CenterRegL1=0.250, HeatmapFocal=8.951
[Epoch 2][Batch 419], Speed: 140.574 samples/sec, LR=0.000125, WHL1=1.307, CenterRegL1=0.250, HeatmapFocal=8.912
[Epoch 2][Batch 429], Speed: 144.729 samples/sec, LR=0.000125, WHL1=1.305, CenterRegL1=0.251, HeatmapFocal=8.873
[Epoch 2][Batch 439], Speed: 138.773 samples/sec, LR=0.000125, WHL1=1.305, CenterRegL1=0.250, HeatmapFocal=8.835
[Epoch 2][Batch 449], Speed: 142.738 samples/sec, LR=0.000125, WHL1=1.303, CenterRegL1=0.250, HeatmapFocal=8.798
[Epoch 2][Batch 459], Speed: 149.472 samples/sec, LR=0.000125, WHL1=1.302, CenterRegL1=0.250, HeatmapFocal=8.762
[Epoch 2][Batch 469], Speed: 160.086 samples/sec, LR=0.000125, WHL1=1.300, CenterRegL1=0.250, HeatmapFocal=8.725
[Epoch 2][Batch 479], Speed: 160.521 samples/sec, LR=0.000125, WHL1=1.300, CenterRegL1=0.250, HeatmapFocal=8.690
[Epoch 2][Batch 489], Speed: 166.841 samples/sec, LR=0.000125, WHL1=1.300, CenterRegL1=0.250, HeatmapFocal=8.655
[Epoch 2][Batch 499], Speed: 162.600 samples/sec, LR=0.000125, WHL1=1.298, CenterRegL1=0.250, HeatmapFocal=8.620
[Epoch 2][Batch 509], Speed: 164.726 samples/sec, LR=0.000125, WHL1=1.294, CenterRegL1=0.250, HeatmapFocal=8.585
[Epoch 2] Training cost: 121.103, WHL1=1.294, CenterRegL1=0.250, HeatmapFocal=8.561
[Epoch 3][Batch 9], Speed: 65.465 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.250, HeatmapFocal=8.527
[Epoch 3][Batch 19], Speed: 127.268 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=8.493
[Epoch 3][Batch 29], Speed: 140.637 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.246, HeatmapFocal=8.460
[Epoch 3][Batch 39], Speed: 146.032 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.250, HeatmapFocal=8.427
[Epoch 3][Batch 49], Speed: 137.217 samples/sec, LR=0.000125, WHL1=1.153, CenterRegL1=0.250, HeatmapFocal=8.394
[Epoch 3][Batch 59], Speed: 140.567 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.249, HeatmapFocal=8.361
[Epoch 3][Batch 69], Speed: 138.900 samples/sec, LR=0.000125, WHL1=1.170, CenterRegL1=0.249, HeatmapFocal=8.329
[Epoch 3][Batch 79], Speed: 144.401 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.249, HeatmapFocal=8.298
[Epoch 3][Batch 89], Speed: 142.312 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.249, HeatmapFocal=8.267
[Epoch 3][Batch 99], Speed: 145.310 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.249, HeatmapFocal=8.236
[Epoch 3][Batch 109], Speed: 148.148 samples/sec, LR=0.000125, WHL1=1.171, CenterRegL1=0.249, HeatmapFocal=8.205
[Epoch 3][Batch 119], Speed: 144.935 samples/sec, LR=0.000125, WHL1=1.176, CenterRegL1=0.249, HeatmapFocal=8.176
[Epoch 3][Batch 129], Speed: 146.407 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=8.146
[Epoch 3][Batch 139], Speed: 134.484 samples/sec, LR=0.000125, WHL1=1.180, CenterRegL1=0.249, HeatmapFocal=8.117
[Epoch 3][Batch 149], Speed: 143.070 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=8.088
[Epoch 3][Batch 159], Speed: 139.673 samples/sec, LR=0.000125, WHL1=1.183, CenterRegL1=0.249, HeatmapFocal=8.060
[Epoch 3][Batch 169], Speed: 145.575 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=8.031
[Epoch 3][Batch 179], Speed: 137.404 samples/sec, LR=0.000125, WHL1=1.180, CenterRegL1=0.249, HeatmapFocal=8.003
[Epoch 3][Batch 189], Speed: 149.995 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.249, HeatmapFocal=7.975
[Epoch 3][Batch 199], Speed: 139.126 samples/sec, LR=0.000125, WHL1=1.183, CenterRegL1=0.249, HeatmapFocal=7.948
[Epoch 3][Batch 209], Speed: 148.150 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.249, HeatmapFocal=7.921
[Epoch 3][Batch 219], Speed: 147.040 samples/sec, LR=0.000125, WHL1=1.184, CenterRegL1=0.249, HeatmapFocal=7.893
[Epoch 3][Batch 229], Speed: 141.526 samples/sec, LR=0.000125, WHL1=1.184, CenterRegL1=0.249, HeatmapFocal=7.866
[Epoch 3][Batch 239], Speed: 138.908 samples/sec, LR=0.000125, WHL1=1.186, CenterRegL1=0.250, HeatmapFocal=7.840
[Epoch 3][Batch 249], Speed: 141.542 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.249, HeatmapFocal=7.814
[Epoch 3][Batch 259], Speed: 136.045 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.249, HeatmapFocal=7.788
[Epoch 3][Batch 269], Speed: 138.768 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.249, HeatmapFocal=7.762
[Epoch 3][Batch 279], Speed: 144.722 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.249, HeatmapFocal=7.737
[Epoch 3][Batch 289], Speed: 142.524 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.249, HeatmapFocal=7.712
[Epoch 3][Batch 299], Speed: 152.130 samples/sec, LR=0.000125, WHL1=1.187, CenterRegL1=0.249, HeatmapFocal=7.687
[Epoch 3][Batch 309], Speed: 148.607 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.249, HeatmapFocal=7.662
[Epoch 3][Batch 319], Speed: 145.951 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.248, HeatmapFocal=7.637
[Epoch 3][Batch 329], Speed: 138.248 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.248, HeatmapFocal=7.612
[Epoch 3][Batch 339], Speed: 141.251 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.248, HeatmapFocal=7.588
[Epoch 3][Batch 349], Speed: 136.997 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.248, HeatmapFocal=7.564
[Epoch 3][Batch 359], Speed: 141.255 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.248, HeatmapFocal=7.541
[Epoch 3][Batch 369], Speed: 156.053 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.248, HeatmapFocal=7.517
[Epoch 3][Batch 379], Speed: 155.669 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.248, HeatmapFocal=7.494
[Epoch 3][Batch 389], Speed: 161.959 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.248, HeatmapFocal=7.471
[Epoch 3][Batch 399], Speed: 149.041 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.248, HeatmapFocal=7.448
[Epoch 3][Batch 409], Speed: 88.995 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.248, HeatmapFocal=7.426
[Epoch 3][Batch 419], Speed: 75.961 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.249, HeatmapFocal=7.404
[Epoch 3][Batch 429], Speed: 144.276 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.249, HeatmapFocal=7.382
[Epoch 3][Batch 439], Speed: 144.273 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.248, HeatmapFocal=7.360
[Epoch 3][Batch 449], Speed: 134.884 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.248, HeatmapFocal=7.339
[Epoch 3][Batch 459], Speed: 153.529 samples/sec, LR=0.000125, WHL1=1.190, CenterRegL1=0.248, HeatmapFocal=7.317
[Epoch 3][Batch 469], Speed: 156.571 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.248, HeatmapFocal=7.295
[Epoch 3][Batch 479], Speed: 155.667 samples/sec, LR=0.000125, WHL1=1.187, CenterRegL1=0.248, HeatmapFocal=7.274
[Epoch 3][Batch 489], Speed: 162.200 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.248, HeatmapFocal=7.253
[Epoch 3][Batch 499], Speed: 157.389 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.248, HeatmapFocal=7.232
[Epoch 3][Batch 509], Speed: 157.016 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.248, HeatmapFocal=7.211
[Epoch 3] Training cost: 123.801, WHL1=1.189, CenterRegL1=0.248, HeatmapFocal=7.196
[Epoch 4][Batch 9], Speed: 122.045 samples/sec, LR=0.000125, WHL1=1.184, CenterRegL1=0.248, HeatmapFocal=7.176
[Epoch 4][Batch 19], Speed: 141.084 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.248, HeatmapFocal=7.155
[Epoch 4][Batch 29], Speed: 145.705 samples/sec, LR=0.000125, WHL1=1.174, CenterRegL1=0.247, HeatmapFocal=7.136
[Epoch 4][Batch 39], Speed: 135.822 samples/sec, LR=0.000125, WHL1=1.182, CenterRegL1=0.246, HeatmapFocal=7.116
[Epoch 4][Batch 49], Speed: 141.508 samples/sec, LR=0.000125, WHL1=1.174, CenterRegL1=0.246, HeatmapFocal=7.096
[Epoch 4][Batch 59], Speed: 143.211 samples/sec, LR=0.000125, WHL1=1.176, CenterRegL1=0.247, HeatmapFocal=7.076
[Epoch 4][Batch 69], Speed: 146.519 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.247, HeatmapFocal=7.057
[Epoch 4][Batch 79], Speed: 147.784 samples/sec, LR=0.000125, WHL1=1.175, CenterRegL1=0.247, HeatmapFocal=7.037
[Epoch 4][Batch 89], Speed: 149.998 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.247, HeatmapFocal=7.018
[Epoch 4][Batch 99], Speed: 139.803 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.247, HeatmapFocal=6.999
[Epoch 4][Batch 109], Speed: 141.275 samples/sec, LR=0.000125, WHL1=1.173, CenterRegL1=0.247, HeatmapFocal=6.980
[Epoch 4][Batch 119], Speed: 147.112 samples/sec, LR=0.000125, WHL1=1.170, CenterRegL1=0.247, HeatmapFocal=6.961
[Epoch 4][Batch 129], Speed: 138.867 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.247, HeatmapFocal=6.942
[Epoch 4][Batch 139], Speed: 142.390 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.924
[Epoch 4][Batch 149], Speed: 148.965 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.906
[Epoch 4][Batch 159], Speed: 141.197 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.247, HeatmapFocal=6.887
[Epoch 4][Batch 169], Speed: 140.285 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.869
[Epoch 4][Batch 179], Speed: 143.725 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.851
[Epoch 4][Batch 189], Speed: 142.782 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.248, HeatmapFocal=6.833
[Epoch 4][Batch 199], Speed: 145.513 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.248, HeatmapFocal=6.815
[Epoch 4][Batch 209], Speed: 144.717 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.248, HeatmapFocal=6.797
[Epoch 4][Batch 219], Speed: 142.949 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.248, HeatmapFocal=6.780
[Epoch 4][Batch 229], Speed: 142.457 samples/sec, LR=0.000125, WHL1=1.155, CenterRegL1=0.247, HeatmapFocal=6.762
[Epoch 4][Batch 239], Speed: 144.139 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.247, HeatmapFocal=6.745
[Epoch 4][Batch 249], Speed: 152.662 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.247, HeatmapFocal=6.728
[Epoch 4][Batch 259], Speed: 153.183 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.711
[Epoch 4][Batch 269], Speed: 160.240 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.695
[Epoch 4][Batch 279], Speed: 161.541 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.247, HeatmapFocal=6.678
[Epoch 4][Batch 289], Speed: 158.056 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=6.662
[Epoch 4][Batch 299], Speed: 91.304 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.646
[Epoch 4][Batch 309], Speed: 147.648 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.629
[Epoch 4][Batch 319], Speed: 151.154 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.248, HeatmapFocal=6.613
[Epoch 4][Batch 329], Speed: 150.998 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.247, HeatmapFocal=6.597
[Epoch 4][Batch 339], Speed: 147.274 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=6.580
[Epoch 4][Batch 349], Speed: 142.225 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.564
[Epoch 4][Batch 359], Speed: 159.552 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.248, HeatmapFocal=6.549
[Epoch 4][Batch 369], Speed: 160.182 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.248, HeatmapFocal=6.533
[Epoch 4][Batch 379], Speed: 158.969 samples/sec, LR=0.000125, WHL1=1.166, CenterRegL1=0.248, HeatmapFocal=6.518
[Epoch 4][Batch 389], Speed: 62.494 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.502
[Epoch 4][Batch 399], Speed: 130.236 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.487
[Epoch 4][Batch 409], Speed: 146.302 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.248, HeatmapFocal=6.471
[Epoch 4][Batch 419], Speed: 135.749 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.248, HeatmapFocal=6.457
[Epoch 4][Batch 429], Speed: 144.104 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.442
[Epoch 4][Batch 439], Speed: 139.806 samples/sec, LR=0.000125, WHL1=1.169, CenterRegL1=0.248, HeatmapFocal=6.427
[Epoch 4][Batch 449], Speed: 144.082 samples/sec, LR=0.000125, WHL1=1.169, CenterRegL1=0.248, HeatmapFocal=6.412
[Epoch 4][Batch 459], Speed: 151.471 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.248, HeatmapFocal=6.397
[Epoch 4][Batch 469], Speed: 158.344 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.248, HeatmapFocal=6.382
[Epoch 4][Batch 479], Speed: 159.908 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.248, HeatmapFocal=6.368
[Epoch 4][Batch 489], Speed: 160.210 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.354
[Epoch 4][Batch 499], Speed: 155.893 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.340
[Epoch 4][Batch 509], Speed: 158.345 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.326
[Epoch 4] Training cost: 122.116, WHL1=1.168, CenterRegL1=0.248, HeatmapFocal=6.315
[Epoch 5][Batch 9], Speed: 115.135 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.245, HeatmapFocal=6.300
[Epoch 5][Batch 19], Speed: 141.740 samples/sec, LR=0.000125, WHL1=1.188, CenterRegL1=0.245, HeatmapFocal=6.286
[Epoch 5][Batch 29], Speed: 148.980 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.244, HeatmapFocal=6.273
[Epoch 5][Batch 39], Speed: 147.372 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.245, HeatmapFocal=6.259
[Epoch 5][Batch 49], Speed: 143.329 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.245
[Epoch 5][Batch 59], Speed: 140.018 samples/sec, LR=0.000125, WHL1=1.170, CenterRegL1=0.247, HeatmapFocal=6.231
[Epoch 5][Batch 69], Speed: 138.119 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.247, HeatmapFocal=6.217
[Epoch 5][Batch 79], Speed: 144.250 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.247, HeatmapFocal=6.203
[Epoch 5][Batch 89], Speed: 134.343 samples/sec, LR=0.000125, WHL1=1.166, CenterRegL1=0.247, HeatmapFocal=6.190
[Epoch 5][Batch 99], Speed: 140.820 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.247, HeatmapFocal=6.177
[Epoch 5][Batch 109], Speed: 137.882 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.246, HeatmapFocal=6.163
[Epoch 5][Batch 119], Speed: 145.081 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.247, HeatmapFocal=6.150
[Epoch 5][Batch 129], Speed: 142.784 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=6.137
[Epoch 5][Batch 139], Speed: 137.584 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.247, HeatmapFocal=6.124
[Epoch 5][Batch 149], Speed: 146.392 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.247, HeatmapFocal=6.112
[Epoch 5][Batch 159], Speed: 139.945 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.247, HeatmapFocal=6.099
[Epoch 5][Batch 169], Speed: 141.229 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=6.086
[Epoch 5][Batch 179], Speed: 141.387 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.248, HeatmapFocal=6.074
[Epoch 5][Batch 189], Speed: 133.045 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=6.061
[Epoch 5][Batch 199], Speed: 141.237 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.247, HeatmapFocal=6.048
[Epoch 5][Batch 209], Speed: 146.724 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.247, HeatmapFocal=6.036
[Epoch 5][Batch 219], Speed: 140.980 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=6.023
[Epoch 5][Batch 229], Speed: 161.269 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.248, HeatmapFocal=6.011
[Epoch 5][Batch 239], Speed: 157.031 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.248, HeatmapFocal=5.999
[Epoch 5][Batch 249], Speed: 159.520 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.248, HeatmapFocal=5.987
[Epoch 5][Batch 259], Speed: 158.394 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.975
[Epoch 5][Batch 269], Speed: 61.079 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.962
[Epoch 5][Batch 279], Speed: 99.107 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.950
[Epoch 5][Batch 289], Speed: 134.426 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.248, HeatmapFocal=5.938
[Epoch 5][Batch 299], Speed: 131.385 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.927
[Epoch 5][Batch 309], Speed: 140.573 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.915
[Epoch 5][Batch 319], Speed: 141.756 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.248, HeatmapFocal=5.903
[Epoch 5][Batch 329], Speed: 144.909 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.248, HeatmapFocal=5.891
[Epoch 5][Batch 339], Speed: 143.000 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.248, HeatmapFocal=5.880
[Epoch 5][Batch 349], Speed: 146.594 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.248, HeatmapFocal=5.868
[Epoch 5][Batch 359], Speed: 141.666 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.248, HeatmapFocal=5.857
[Epoch 5][Batch 369], Speed: 143.808 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.248, HeatmapFocal=5.845
[Epoch 5][Batch 379], Speed: 148.360 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.248, HeatmapFocal=5.834
[Epoch 5][Batch 389], Speed: 140.399 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.248, HeatmapFocal=5.823
[Epoch 5][Batch 399], Speed: 146.163 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.248, HeatmapFocal=5.811
[Epoch 5][Batch 409], Speed: 138.510 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.248, HeatmapFocal=5.800
[Epoch 5][Batch 419], Speed: 145.231 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.248, HeatmapFocal=5.790
[Epoch 5][Batch 429], Speed: 144.035 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.248, HeatmapFocal=5.778
[Epoch 5][Batch 439], Speed: 139.151 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.248, HeatmapFocal=5.767
[Epoch 5][Batch 449], Speed: 144.277 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.248, HeatmapFocal=5.757
[Epoch 5][Batch 459], Speed: 154.248 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=5.746
[Epoch 5][Batch 469], Speed: 160.113 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=5.735
[Epoch 5][Batch 479], Speed: 159.111 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=5.725
[Epoch 5][Batch 489], Speed: 151.990 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=5.714
[Epoch 5][Batch 499], Speed: 153.517 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.248, HeatmapFocal=5.703
[Epoch 5][Batch 509], Speed: 156.527 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.248, HeatmapFocal=5.693
[Epoch 5] Training cost: 121.652, WHL1=1.136, CenterRegL1=0.248, HeatmapFocal=5.686
[Epoch 5] Validation: 
aeroplane=0.010044601129385468
bicycle=0.21348977231001282
bird=0.15556205046190696
boat=0.09454903211954346
bottle=0.047354379724321924
bus=0.19081052970289697
car=0.16056186310851348
cat=0.18097544651697664
chair=0.19295205616399735
cow=0.21637734353876623
diningtable=0.011117891985160016
dog=0.2235825674147552
horse=0.2302730686424134
motorbike=0.23539170234760187
person=0.24018645839686145
pottedplant=0.1021119326127243
sheep=0.12569447074968856
sofa=0.1607334202431448
train=0.16824685555279792
tvmonitor=0.3491131114085183
mAP=0.16545642770649935
[Epoch 6][Batch 9], Speed: 153.829 samples/sec, LR=0.000125, WHL1=1.173, CenterRegL1=0.250, HeatmapFocal=5.675
[Epoch 6][Batch 19], Speed: 153.466 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.252, HeatmapFocal=5.665
[Epoch 6][Batch 29], Speed: 157.004 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.250, HeatmapFocal=5.654
[Epoch 6][Batch 39], Speed: 154.648 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.249, HeatmapFocal=5.644
[Epoch 6][Batch 49], Speed: 60.650 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.250, HeatmapFocal=5.634
[Epoch 6][Batch 59], Speed: 82.636 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.249, HeatmapFocal=5.624
[Epoch 6][Batch 69], Speed: 140.772 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.249, HeatmapFocal=5.613
[Epoch 6][Batch 79], Speed: 138.739 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.249, HeatmapFocal=5.603
[Epoch 6][Batch 89], Speed: 134.887 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.249, HeatmapFocal=5.593
[Epoch 6][Batch 99], Speed: 139.313 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.249, HeatmapFocal=5.583
[Epoch 6][Batch 109], Speed: 144.898 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.249, HeatmapFocal=5.572
[Epoch 6][Batch 119], Speed: 145.576 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.249, HeatmapFocal=5.562
[Epoch 6][Batch 129], Speed: 140.650 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.249, HeatmapFocal=5.553
[Epoch 6][Batch 139], Speed: 136.416 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.249, HeatmapFocal=5.543
[Epoch 6][Batch 149], Speed: 146.552 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=5.533
[Epoch 6][Batch 159], Speed: 141.660 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.248, HeatmapFocal=5.523
[Epoch 6][Batch 169], Speed: 138.212 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=5.514
[Epoch 6][Batch 179], Speed: 132.158 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.248, HeatmapFocal=5.504
[Epoch 6][Batch 189], Speed: 148.329 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=5.495
[Epoch 6][Batch 199], Speed: 138.548 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=5.485
[Epoch 6][Batch 209], Speed: 143.361 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.476
[Epoch 6][Batch 219], Speed: 143.265 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.248, HeatmapFocal=5.467
[Epoch 6][Batch 229], Speed: 139.611 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.458
[Epoch 6][Batch 239], Speed: 143.514 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.248, HeatmapFocal=5.448
[Epoch 6][Batch 249], Speed: 146.020 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.439
[Epoch 6][Batch 259], Speed: 136.826 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.248, HeatmapFocal=5.430
[Epoch 6][Batch 269], Speed: 144.489 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.421
[Epoch 6][Batch 279], Speed: 148.220 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.412
[Epoch 6][Batch 289], Speed: 149.316 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.248, HeatmapFocal=5.403
[Epoch 6][Batch 299], Speed: 136.954 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.248, HeatmapFocal=5.394
[Epoch 6][Batch 309], Speed: 146.985 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.247, HeatmapFocal=5.385
[Epoch 6][Batch 319], Speed: 143.644 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.376
[Epoch 6][Batch 329], Speed: 139.482 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.368
[Epoch 6][Batch 339], Speed: 136.449 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.359
[Epoch 6][Batch 349], Speed: 138.640 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.350
[Epoch 6][Batch 359], Speed: 139.590 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.341
[Epoch 6][Batch 369], Speed: 143.728 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.333
[Epoch 6][Batch 379], Speed: 142.191 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.324
[Epoch 6][Batch 389], Speed: 136.265 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.316
[Epoch 6][Batch 399], Speed: 145.696 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.308
[Epoch 6][Batch 409], Speed: 145.851 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.299
[Epoch 6][Batch 419], Speed: 157.129 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.290
[Epoch 6][Batch 429], Speed: 161.041 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.247, HeatmapFocal=5.282
[Epoch 6][Batch 439], Speed: 157.859 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.273
[Epoch 6][Batch 449], Speed: 155.935 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.265
[Epoch 6][Batch 459], Speed: 68.765 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.247, HeatmapFocal=5.257
[Epoch 6][Batch 469], Speed: 157.494 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.249
[Epoch 6][Batch 479], Speed: 154.364 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.247, HeatmapFocal=5.240
[Epoch 6][Batch 489], Speed: 152.374 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.233
[Epoch 6][Batch 499], Speed: 152.251 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.224
[Epoch 6][Batch 509], Speed: 154.447 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.216
[Epoch 6] Training cost: 123.096, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.211
[Epoch 7][Batch 9], Speed: 143.853 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.252, HeatmapFocal=5.203
[Epoch 7][Batch 19], Speed: 143.353 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.250, HeatmapFocal=5.195
[Epoch 7][Batch 29], Speed: 144.506 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=5.186
[Epoch 7][Batch 39], Speed: 140.950 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.248, HeatmapFocal=5.178
[Epoch 7][Batch 49], Speed: 143.444 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.249, HeatmapFocal=5.170
[Epoch 7][Batch 59], Speed: 140.925 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.248, HeatmapFocal=5.162
[Epoch 7][Batch 69], Speed: 139.407 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.247, HeatmapFocal=5.154
[Epoch 7][Batch 79], Speed: 141.914 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.248, HeatmapFocal=5.146
[Epoch 7][Batch 89], Speed: 145.706 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=5.139
[Epoch 7][Batch 99], Speed: 143.946 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=5.131
[Epoch 7][Batch 109], Speed: 143.881 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.248, HeatmapFocal=5.123
[Epoch 7][Batch 119], Speed: 140.509 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.248, HeatmapFocal=5.116
[Epoch 7][Batch 129], Speed: 139.556 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.248, HeatmapFocal=5.108
[Epoch 7][Batch 139], Speed: 142.815 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.247, HeatmapFocal=5.100
[Epoch 7][Batch 149], Speed: 146.298 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.247, HeatmapFocal=5.093
[Epoch 7][Batch 159], Speed: 144.756 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=5.085
[Epoch 7][Batch 169], Speed: 148.923 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.247, HeatmapFocal=5.078
[Epoch 7][Batch 179], Speed: 141.361 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=5.070
[Epoch 7][Batch 189], Speed: 142.752 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.246, HeatmapFocal=5.063
[Epoch 7][Batch 199], Speed: 136.979 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=5.056
[Epoch 7][Batch 209], Speed: 136.796 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=5.048
[Epoch 7][Batch 219], Speed: 143.450 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=5.041
[Epoch 7][Batch 229], Speed: 140.034 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.246, HeatmapFocal=5.033
[Epoch 7][Batch 239], Speed: 140.237 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.246, HeatmapFocal=5.026
[Epoch 7][Batch 249], Speed: 144.149 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.246, HeatmapFocal=5.019
[Epoch 7][Batch 259], Speed: 138.646 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=5.012
[Epoch 7][Batch 269], Speed: 144.656 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=5.005
[Epoch 7][Batch 279], Speed: 139.502 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.246, HeatmapFocal=4.998
[Epoch 7][Batch 289], Speed: 146.211 samples/sec, LR=0.000125, WHL1=1.078, CenterRegL1=0.246, HeatmapFocal=4.991
[Epoch 7][Batch 299], Speed: 157.138 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.246, HeatmapFocal=4.984
[Epoch 7][Batch 309], Speed: 159.860 samples/sec, LR=0.000125, WHL1=1.074, CenterRegL1=0.247, HeatmapFocal=4.977
[Epoch 7][Batch 319], Speed: 158.416 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.247, HeatmapFocal=4.970
[Epoch 7][Batch 329], Speed: 152.075 samples/sec, LR=0.000125, WHL1=1.068, CenterRegL1=0.247, HeatmapFocal=4.963
[Epoch 7][Batch 339], Speed: 154.788 samples/sec, LR=0.000125, WHL1=1.066, CenterRegL1=0.246, HeatmapFocal=4.955
[Epoch 7][Batch 349], Speed: 68.426 samples/sec, LR=0.000125, WHL1=1.063, CenterRegL1=0.247, HeatmapFocal=4.948
[Epoch 7][Batch 359], Speed: 145.086 samples/sec, LR=0.000125, WHL1=1.062, CenterRegL1=0.247, HeatmapFocal=4.942
[Epoch 7][Batch 369], Speed: 140.789 samples/sec, LR=0.000125, WHL1=1.059, CenterRegL1=0.247, HeatmapFocal=4.935
[Epoch 7][Batch 379], Speed: 141.047 samples/sec, LR=0.000125, WHL1=1.059, CenterRegL1=0.247, HeatmapFocal=4.928
[Epoch 7][Batch 389], Speed: 139.256 samples/sec, LR=0.000125, WHL1=1.058, CenterRegL1=0.247, HeatmapFocal=4.921
[Epoch 7][Batch 399], Speed: 139.882 samples/sec, LR=0.000125, WHL1=1.055, CenterRegL1=0.247, HeatmapFocal=4.915
[Epoch 7][Batch 409], Speed: 147.536 samples/sec, LR=0.000125, WHL1=1.053, CenterRegL1=0.247, HeatmapFocal=4.908
[Epoch 7][Batch 419], Speed: 145.591 samples/sec, LR=0.000125, WHL1=1.051, CenterRegL1=0.247, HeatmapFocal=4.901
[Epoch 7][Batch 429], Speed: 139.646 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.247, HeatmapFocal=4.895
[Epoch 7][Batch 439], Speed: 144.125 samples/sec, LR=0.000125, WHL1=1.046, CenterRegL1=0.247, HeatmapFocal=4.888
[Epoch 7][Batch 449], Speed: 142.013 samples/sec, LR=0.000125, WHL1=1.043, CenterRegL1=0.247, HeatmapFocal=4.882
[Epoch 7][Batch 459], Speed: 149.978 samples/sec, LR=0.000125, WHL1=1.043, CenterRegL1=0.247, HeatmapFocal=4.875
[Epoch 7][Batch 469], Speed: 157.579 samples/sec, LR=0.000125, WHL1=1.042, CenterRegL1=0.247, HeatmapFocal=4.869
[Epoch 7][Batch 479], Speed: 159.594 samples/sec, LR=0.000125, WHL1=1.042, CenterRegL1=0.247, HeatmapFocal=4.862
[Epoch 7][Batch 489], Speed: 150.100 samples/sec, LR=0.000125, WHL1=1.042, CenterRegL1=0.247, HeatmapFocal=4.856
[Epoch 7][Batch 499], Speed: 158.419 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.247, HeatmapFocal=4.850
[Epoch 7][Batch 509], Speed: 155.997 samples/sec, LR=0.000125, WHL1=1.039, CenterRegL1=0.247, HeatmapFocal=4.843
[Epoch 7] Training cost: 121.824, WHL1=1.038, CenterRegL1=0.247, HeatmapFocal=4.839
[Epoch 8][Batch 9], Speed: 129.691 samples/sec, LR=0.000125, WHL1=1.005, CenterRegL1=0.246, HeatmapFocal=4.832
[Epoch 8][Batch 19], Speed: 145.365 samples/sec, LR=0.000125, WHL1=1.004, CenterRegL1=0.245, HeatmapFocal=4.826
[Epoch 8][Batch 29], Speed: 148.387 samples/sec, LR=0.000125, WHL1=0.977, CenterRegL1=0.246, HeatmapFocal=4.820
[Epoch 8][Batch 39], Speed: 149.703 samples/sec, LR=0.000125, WHL1=0.966, CenterRegL1=0.246, HeatmapFocal=4.813
[Epoch 8][Batch 49], Speed: 149.027 samples/sec, LR=0.000125, WHL1=0.949, CenterRegL1=0.246, HeatmapFocal=4.807
[Epoch 8][Batch 59], Speed: 149.014 samples/sec, LR=0.000125, WHL1=0.941, CenterRegL1=0.246, HeatmapFocal=4.801
[Epoch 8][Batch 69], Speed: 132.539 samples/sec, LR=0.000125, WHL1=0.932, CenterRegL1=0.246, HeatmapFocal=4.794
[Epoch 8][Batch 79], Speed: 132.328 samples/sec, LR=0.000125, WHL1=0.935, CenterRegL1=0.246, HeatmapFocal=4.788
[Epoch 8][Batch 89], Speed: 137.345 samples/sec, LR=0.000125, WHL1=0.932, CenterRegL1=0.247, HeatmapFocal=4.782
[Epoch 8][Batch 99], Speed: 148.333 samples/sec, LR=0.000125, WHL1=0.931, CenterRegL1=0.247, HeatmapFocal=4.776
[Epoch 8][Batch 109], Speed: 149.615 samples/sec, LR=0.000125, WHL1=0.922, CenterRegL1=0.247, HeatmapFocal=4.770
[Epoch 8][Batch 119], Speed: 143.642 samples/sec, LR=0.000125, WHL1=0.922, CenterRegL1=0.247, HeatmapFocal=4.764
[Epoch 8][Batch 129], Speed: 145.279 samples/sec, LR=0.000125, WHL1=0.917, CenterRegL1=0.247, HeatmapFocal=4.757
[Epoch 8][Batch 139], Speed: 144.501 samples/sec, LR=0.000125, WHL1=0.913, CenterRegL1=0.247, HeatmapFocal=4.751
[Epoch 8][Batch 149], Speed: 145.587 samples/sec, LR=0.000125, WHL1=0.908, CenterRegL1=0.247, HeatmapFocal=4.745
[Epoch 8][Batch 159], Speed: 135.620 samples/sec, LR=0.000125, WHL1=0.907, CenterRegL1=0.247, HeatmapFocal=4.739
[Epoch 8][Batch 169], Speed: 139.453 samples/sec, LR=0.000125, WHL1=0.906, CenterRegL1=0.247, HeatmapFocal=4.733
[Epoch 8][Batch 179], Speed: 146.243 samples/sec, LR=0.000125, WHL1=0.901, CenterRegL1=0.247, HeatmapFocal=4.727
[Epoch 8][Batch 189], Speed: 159.608 samples/sec, LR=0.000125, WHL1=0.896, CenterRegL1=0.247, HeatmapFocal=4.721
[Epoch 8][Batch 199], Speed: 157.036 samples/sec, LR=0.000125, WHL1=0.894, CenterRegL1=0.248, HeatmapFocal=4.715
[Epoch 8][Batch 209], Speed: 153.279 samples/sec, LR=0.000125, WHL1=0.890, CenterRegL1=0.248, HeatmapFocal=4.709
[Epoch 8][Batch 219], Speed: 157.741 samples/sec, LR=0.000125, WHL1=0.887, CenterRegL1=0.248, HeatmapFocal=4.703
[Epoch 8][Batch 229], Speed: 66.086 samples/sec, LR=0.000125, WHL1=0.884, CenterRegL1=0.248, HeatmapFocal=4.698
[Epoch 8][Batch 239], Speed: 152.736 samples/sec, LR=0.000125, WHL1=0.882, CenterRegL1=0.248, HeatmapFocal=4.692
[Epoch 8][Batch 249], Speed: 143.880 samples/sec, LR=0.000125, WHL1=0.880, CenterRegL1=0.248, HeatmapFocal=4.686
[Epoch 8][Batch 259], Speed: 146.648 samples/sec, LR=0.000125, WHL1=0.879, CenterRegL1=0.248, HeatmapFocal=4.681
[Epoch 8][Batch 269], Speed: 140.322 samples/sec, LR=0.000125, WHL1=0.876, CenterRegL1=0.248, HeatmapFocal=4.675
[Epoch 8][Batch 279], Speed: 147.281 samples/sec, LR=0.000125, WHL1=0.874, CenterRegL1=0.248, HeatmapFocal=4.669
[Epoch 8][Batch 289], Speed: 159.543 samples/sec, LR=0.000125, WHL1=0.872, CenterRegL1=0.248, HeatmapFocal=4.664
[Epoch 8][Batch 299], Speed: 156.510 samples/sec, LR=0.000125, WHL1=0.872, CenterRegL1=0.248, HeatmapFocal=4.658
[Epoch 8][Batch 309], Speed: 156.813 samples/sec, LR=0.000125, WHL1=0.868, CenterRegL1=0.247, HeatmapFocal=4.652
[Epoch 8][Batch 319], Speed: 67.246 samples/sec, LR=0.000125, WHL1=0.868, CenterRegL1=0.247, HeatmapFocal=4.647
[Epoch 8][Batch 329], Speed: 117.276 samples/sec, LR=0.000125, WHL1=0.866, CenterRegL1=0.248, HeatmapFocal=4.642
[Epoch 8][Batch 339], Speed: 139.136 samples/sec, LR=0.000125, WHL1=0.863, CenterRegL1=0.247, HeatmapFocal=4.636
[Epoch 8][Batch 349], Speed: 143.425 samples/sec, LR=0.000125, WHL1=0.862, CenterRegL1=0.247, HeatmapFocal=4.630
[Epoch 8][Batch 359], Speed: 137.893 samples/sec, LR=0.000125, WHL1=0.862, CenterRegL1=0.247, HeatmapFocal=4.625
[Epoch 8][Batch 369], Speed: 134.056 samples/sec, LR=0.000125, WHL1=0.860, CenterRegL1=0.247, HeatmapFocal=4.619
[Epoch 8][Batch 379], Speed: 137.997 samples/sec, LR=0.000125, WHL1=0.859, CenterRegL1=0.247, HeatmapFocal=4.614
[Epoch 8][Batch 389], Speed: 151.337 samples/sec, LR=0.000125, WHL1=0.857, CenterRegL1=0.247, HeatmapFocal=4.609
[Epoch 8][Batch 399], Speed: 138.718 samples/sec, LR=0.000125, WHL1=0.856, CenterRegL1=0.247, HeatmapFocal=4.603
[Epoch 8][Batch 409], Speed: 148.737 samples/sec, LR=0.000125, WHL1=0.855, CenterRegL1=0.247, HeatmapFocal=4.598
[Epoch 8][Batch 419], Speed: 144.579 samples/sec, LR=0.000125, WHL1=0.853, CenterRegL1=0.247, HeatmapFocal=4.593
[Epoch 8][Batch 429], Speed: 134.556 samples/sec, LR=0.000125, WHL1=0.851, CenterRegL1=0.247, HeatmapFocal=4.587
[Epoch 8][Batch 439], Speed: 137.084 samples/sec, LR=0.000125, WHL1=0.849, CenterRegL1=0.247, HeatmapFocal=4.582
[Epoch 8][Batch 449], Speed: 143.171 samples/sec, LR=0.000125, WHL1=0.847, CenterRegL1=0.247, HeatmapFocal=4.577
[Epoch 8][Batch 459], Speed: 152.523 samples/sec, LR=0.000125, WHL1=0.843, CenterRegL1=0.247, HeatmapFocal=4.571
[Epoch 8][Batch 469], Speed: 153.338 samples/sec, LR=0.000125, WHL1=0.841, CenterRegL1=0.247, HeatmapFocal=4.566
[Epoch 8][Batch 479], Speed: 155.706 samples/sec, LR=0.000125, WHL1=0.839, CenterRegL1=0.247, HeatmapFocal=4.561
[Epoch 8][Batch 489], Speed: 153.547 samples/sec, LR=0.000125, WHL1=0.839, CenterRegL1=0.247, HeatmapFocal=4.556
[Epoch 8][Batch 499], Speed: 150.173 samples/sec, LR=0.000125, WHL1=0.837, CenterRegL1=0.247, HeatmapFocal=4.550
[Epoch 8][Batch 509], Speed: 153.513 samples/sec, LR=0.000125, WHL1=0.836, CenterRegL1=0.247, HeatmapFocal=4.545
[Epoch 8] Training cost: 122.435, WHL1=0.835, CenterRegL1=0.247, HeatmapFocal=4.542
[Epoch 9][Batch 9], Speed: 134.793 samples/sec, LR=0.000125, WHL1=0.718, CenterRegL1=0.248, HeatmapFocal=4.537
[Epoch 9][Batch 19], Speed: 133.641 samples/sec, LR=0.000125, WHL1=0.732, CenterRegL1=0.248, HeatmapFocal=4.532
[Epoch 9][Batch 29], Speed: 144.088 samples/sec, LR=0.000125, WHL1=0.725, CenterRegL1=0.247, HeatmapFocal=4.526
[Epoch 9][Batch 39], Speed: 141.496 samples/sec, LR=0.000125, WHL1=0.711, CenterRegL1=0.246, HeatmapFocal=4.521
[Epoch 9][Batch 49], Speed: 142.951 samples/sec, LR=0.000125, WHL1=0.720, CenterRegL1=0.245, HeatmapFocal=4.516
[Epoch 9][Batch 59], Speed: 139.442 samples/sec, LR=0.000125, WHL1=0.725, CenterRegL1=0.245, HeatmapFocal=4.511
[Epoch 9][Batch 69], Speed: 142.199 samples/sec, LR=0.000125, WHL1=0.725, CenterRegL1=0.245, HeatmapFocal=4.506
[Epoch 9][Batch 79], Speed: 141.277 samples/sec, LR=0.000125, WHL1=0.717, CenterRegL1=0.245, HeatmapFocal=4.500
[Epoch 9][Batch 89], Speed: 142.086 samples/sec, LR=0.000125, WHL1=0.719, CenterRegL1=0.245, HeatmapFocal=4.495
[Epoch 9][Batch 99], Speed: 139.873 samples/sec, LR=0.000125, WHL1=0.714, CenterRegL1=0.246, HeatmapFocal=4.490
[Epoch 9][Batch 109], Speed: 139.735 samples/sec, LR=0.000125, WHL1=0.710, CenterRegL1=0.245, HeatmapFocal=4.485
[Epoch 9][Batch 119], Speed: 147.791 samples/sec, LR=0.000125, WHL1=0.707, CenterRegL1=0.245, HeatmapFocal=4.480
[Epoch 9][Batch 129], Speed: 146.376 samples/sec, LR=0.000125, WHL1=0.711, CenterRegL1=0.245, HeatmapFocal=4.475
[Epoch 9][Batch 139], Speed: 142.931 samples/sec, LR=0.000125, WHL1=0.712, CenterRegL1=0.245, HeatmapFocal=4.470
[Epoch 9][Batch 149], Speed: 145.865 samples/sec, LR=0.000125, WHL1=0.709, CenterRegL1=0.245, HeatmapFocal=4.465
[Epoch 9][Batch 159], Speed: 149.236 samples/sec, LR=0.000125, WHL1=0.705, CenterRegL1=0.245, HeatmapFocal=4.460
[Epoch 9][Batch 169], Speed: 155.160 samples/sec, LR=0.000125, WHL1=0.706, CenterRegL1=0.246, HeatmapFocal=4.455
[Epoch 9][Batch 179], Speed: 160.040 samples/sec, LR=0.000125, WHL1=0.707, CenterRegL1=0.245, HeatmapFocal=4.450
[Epoch 9][Batch 189], Speed: 158.453 samples/sec, LR=0.000125, WHL1=0.708, CenterRegL1=0.245, HeatmapFocal=4.445
[Epoch 9][Batch 199], Speed: 155.537 samples/sec, LR=0.000125, WHL1=0.710, CenterRegL1=0.245, HeatmapFocal=4.441
[Epoch 9][Batch 209], Speed: 70.742 samples/sec, LR=0.000125, WHL1=0.708, CenterRegL1=0.245, HeatmapFocal=4.436
[Epoch 9][Batch 219], Speed: 146.974 samples/sec, LR=0.000125, WHL1=0.707, CenterRegL1=0.245, HeatmapFocal=4.431
[Epoch 9][Batch 229], Speed: 144.348 samples/sec, LR=0.000125, WHL1=0.704, CenterRegL1=0.245, HeatmapFocal=4.426
[Epoch 9][Batch 239], Speed: 149.051 samples/sec, LR=0.000125, WHL1=0.704, CenterRegL1=0.245, HeatmapFocal=4.422
[Epoch 9][Batch 249], Speed: 144.388 samples/sec, LR=0.000125, WHL1=0.703, CenterRegL1=0.245, HeatmapFocal=4.417
[Epoch 9][Batch 259], Speed: 134.746 samples/sec, LR=0.000125, WHL1=0.704, CenterRegL1=0.246, HeatmapFocal=4.412
[Epoch 9][Batch 269], Speed: 142.362 samples/sec, LR=0.000125, WHL1=0.702, CenterRegL1=0.246, HeatmapFocal=4.408
[Epoch 9][Batch 279], Speed: 148.571 samples/sec, LR=0.000125, WHL1=0.700, CenterRegL1=0.245, HeatmapFocal=4.403
[Epoch 9][Batch 289], Speed: 143.217 samples/sec, LR=0.000125, WHL1=0.701, CenterRegL1=0.246, HeatmapFocal=4.398
[Epoch 9][Batch 299], Speed: 138.605 samples/sec, LR=0.000125, WHL1=0.700, CenterRegL1=0.246, HeatmapFocal=4.394
[Epoch 9][Batch 309], Speed: 146.492 samples/sec, LR=0.000125, WHL1=0.700, CenterRegL1=0.246, HeatmapFocal=4.389
[Epoch 9][Batch 319], Speed: 148.641 samples/sec, LR=0.000125, WHL1=0.698, CenterRegL1=0.246, HeatmapFocal=4.385
[Epoch 9][Batch 329], Speed: 138.133 samples/sec, LR=0.000125, WHL1=0.697, CenterRegL1=0.246, HeatmapFocal=4.380
[Epoch 9][Batch 339], Speed: 136.635 samples/sec, LR=0.000125, WHL1=0.696, CenterRegL1=0.246, HeatmapFocal=4.375
[Epoch 9][Batch 349], Speed: 149.844 samples/sec, LR=0.000125, WHL1=0.695, CenterRegL1=0.246, HeatmapFocal=4.371
[Epoch 9][Batch 359], Speed: 144.291 samples/sec, LR=0.000125, WHL1=0.693, CenterRegL1=0.246, HeatmapFocal=4.366
[Epoch 9][Batch 369], Speed: 134.988 samples/sec, LR=0.000125, WHL1=0.691, CenterRegL1=0.246, HeatmapFocal=4.362
[Epoch 9][Batch 379], Speed: 136.090 samples/sec, LR=0.000125, WHL1=0.690, CenterRegL1=0.246, HeatmapFocal=4.357
[Epoch 9][Batch 389], Speed: 133.492 samples/sec, LR=0.000125, WHL1=0.690, CenterRegL1=0.246, HeatmapFocal=4.353
[Epoch 9][Batch 399], Speed: 137.191 samples/sec, LR=0.000125, WHL1=0.689, CenterRegL1=0.246, HeatmapFocal=4.348
[Epoch 9][Batch 409], Speed: 146.616 samples/sec, LR=0.000125, WHL1=0.689, CenterRegL1=0.246, HeatmapFocal=4.344
[Epoch 9][Batch 419], Speed: 142.694 samples/sec, LR=0.000125, WHL1=0.688, CenterRegL1=0.246, HeatmapFocal=4.340
[Epoch 9][Batch 429], Speed: 133.521 samples/sec, LR=0.000125, WHL1=0.687, CenterRegL1=0.246, HeatmapFocal=4.336
[Epoch 9][Batch 439], Speed: 145.182 samples/sec, LR=0.000125, WHL1=0.685, CenterRegL1=0.246, HeatmapFocal=4.331
[Epoch 9][Batch 449], Speed: 142.473 samples/sec, LR=0.000125, WHL1=0.685, CenterRegL1=0.246, HeatmapFocal=4.327
[Epoch 9][Batch 459], Speed: 145.406 samples/sec, LR=0.000125, WHL1=0.684, CenterRegL1=0.246, HeatmapFocal=4.322
[Epoch 9][Batch 469], Speed: 160.639 samples/sec, LR=0.000125, WHL1=0.682, CenterRegL1=0.246, HeatmapFocal=4.318
[Epoch 9][Batch 479], Speed: 156.268 samples/sec, LR=0.000125, WHL1=0.681, CenterRegL1=0.246, HeatmapFocal=4.314
[Epoch 9][Batch 489], Speed: 158.544 samples/sec, LR=0.000125, WHL1=0.681, CenterRegL1=0.246, HeatmapFocal=4.309
[Epoch 9][Batch 499], Speed: 160.381 samples/sec, LR=0.000125, WHL1=0.681, CenterRegL1=0.246, HeatmapFocal=4.305
[Epoch 9][Batch 509], Speed: 160.926 samples/sec, LR=0.000125, WHL1=0.680, CenterRegL1=0.246, HeatmapFocal=4.301
[Epoch 9] Training cost: 122.161, WHL1=0.679, CenterRegL1=0.246, HeatmapFocal=4.297
[Epoch 10][Batch 9], Speed: 125.823 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.249, HeatmapFocal=4.293
[Epoch 10][Batch 19], Speed: 144.135 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.250, HeatmapFocal=4.289
[Epoch 10][Batch 29], Speed: 143.717 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.246, HeatmapFocal=4.285
[Epoch 10][Batch 39], Speed: 144.335 samples/sec, LR=0.000125, WHL1=0.617, CenterRegL1=0.245, HeatmapFocal=4.280
[Epoch 10][Batch 49], Speed: 165.160 samples/sec, LR=0.000125, WHL1=0.621, CenterRegL1=0.244, HeatmapFocal=4.276
[Epoch 10][Batch 59], Speed: 158.923 samples/sec, LR=0.000125, WHL1=0.613, CenterRegL1=0.244, HeatmapFocal=4.272
[Epoch 10][Batch 69], Speed: 158.121 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.246, HeatmapFocal=4.267
[Epoch 10][Batch 79], Speed: 160.578 samples/sec, LR=0.000125, WHL1=0.611, CenterRegL1=0.246, HeatmapFocal=4.263
[Epoch 10][Batch 89], Speed: 72.069 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.247, HeatmapFocal=4.259
[Epoch 10][Batch 99], Speed: 102.705 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.247, HeatmapFocal=4.255
[Epoch 10][Batch 109], Speed: 141.399 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.246, HeatmapFocal=4.251
[Epoch 10][Batch 119], Speed: 134.112 samples/sec, LR=0.000125, WHL1=0.615, CenterRegL1=0.246, HeatmapFocal=4.246
[Epoch 10][Batch 129], Speed: 144.931 samples/sec, LR=0.000125, WHL1=0.613, CenterRegL1=0.246, HeatmapFocal=4.242
[Epoch 10][Batch 139], Speed: 142.203 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.246, HeatmapFocal=4.238
[Epoch 10][Batch 149], Speed: 141.636 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.246, HeatmapFocal=4.234
[Epoch 10][Batch 159], Speed: 139.128 samples/sec, LR=0.000125, WHL1=0.606, CenterRegL1=0.246, HeatmapFocal=4.230
[Epoch 10][Batch 169], Speed: 147.688 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.246, HeatmapFocal=4.226
[Epoch 10][Batch 179], Speed: 147.446 samples/sec, LR=0.000125, WHL1=0.605, CenterRegL1=0.246, HeatmapFocal=4.222
[Epoch 10][Batch 189], Speed: 147.185 samples/sec, LR=0.000125, WHL1=0.604, CenterRegL1=0.246, HeatmapFocal=4.217
[Epoch 10][Batch 199], Speed: 140.473 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.246, HeatmapFocal=4.213
[Epoch 10][Batch 209], Speed: 142.299 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.246, HeatmapFocal=4.209
[Epoch 10][Batch 219], Speed: 142.351 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.246, HeatmapFocal=4.205
[Epoch 10][Batch 229], Speed: 146.416 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.246, HeatmapFocal=4.201
[Epoch 10][Batch 239], Speed: 142.121 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.246, HeatmapFocal=4.197
[Epoch 10][Batch 249], Speed: 145.210 samples/sec, LR=0.000125, WHL1=0.602, CenterRegL1=0.246, HeatmapFocal=4.193
[Epoch 10][Batch 259], Speed: 143.767 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.246, HeatmapFocal=4.189
[Epoch 10][Batch 269], Speed: 144.763 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.246, HeatmapFocal=4.185
[Epoch 10][Batch 279], Speed: 142.056 samples/sec, LR=0.000125, WHL1=0.600, CenterRegL1=0.246, HeatmapFocal=4.181
[Epoch 10][Batch 289], Speed: 147.443 samples/sec, LR=0.000125, WHL1=0.599, CenterRegL1=0.246, HeatmapFocal=4.177
[Epoch 10][Batch 299], Speed: 143.416 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.247, HeatmapFocal=4.173
[Epoch 10][Batch 309], Speed: 138.638 samples/sec, LR=0.000125, WHL1=0.596, CenterRegL1=0.246, HeatmapFocal=4.168
[Epoch 10][Batch 319], Speed: 151.084 samples/sec, LR=0.000125, WHL1=0.596, CenterRegL1=0.246, HeatmapFocal=4.165
[Epoch 10][Batch 329], Speed: 140.744 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.247, HeatmapFocal=4.161
[Epoch 10][Batch 339], Speed: 136.580 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.157
[Epoch 10][Batch 349], Speed: 148.665 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.247, HeatmapFocal=4.153
[Epoch 10][Batch 359], Speed: 142.333 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.149
[Epoch 10][Batch 369], Speed: 142.058 samples/sec, LR=0.000125, WHL1=0.594, CenterRegL1=0.247, HeatmapFocal=4.145
[Epoch 10][Batch 379], Speed: 147.793 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.141
[Epoch 10][Batch 389], Speed: 148.533 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.247, HeatmapFocal=4.137
[Epoch 10][Batch 399], Speed: 139.732 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.247, HeatmapFocal=4.133
[Epoch 10][Batch 409], Speed: 138.622 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.247, HeatmapFocal=4.130
[Epoch 10][Batch 419], Speed: 145.338 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.126
[Epoch 10][Batch 429], Speed: 141.751 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.122
[Epoch 10][Batch 439], Speed: 141.641 samples/sec, LR=0.000125, WHL1=0.594, CenterRegL1=0.247, HeatmapFocal=4.118
[Epoch 10][Batch 449], Speed: 147.786 samples/sec, LR=0.000125, WHL1=0.594, CenterRegL1=0.247, HeatmapFocal=4.115
[Epoch 10][Batch 459], Speed: 163.268 samples/sec, LR=0.000125, WHL1=0.594, CenterRegL1=0.247, HeatmapFocal=4.111
[Epoch 10][Batch 469], Speed: 166.690 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.107
[Epoch 10][Batch 479], Speed: 163.450 samples/sec, LR=0.000125, WHL1=0.593, CenterRegL1=0.247, HeatmapFocal=4.104
[Epoch 10][Batch 489], Speed: 165.644 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.247, HeatmapFocal=4.100
[Epoch 10][Batch 499], Speed: 78.199 samples/sec, LR=0.000125, WHL1=0.592, CenterRegL1=0.247, HeatmapFocal=4.096
[Epoch 10][Batch 509], Speed: 155.815 samples/sec, LR=0.000125, WHL1=0.591, CenterRegL1=0.247, HeatmapFocal=4.092
[Epoch 10] Training cost: 123.464, WHL1=0.591, CenterRegL1=0.247, HeatmapFocal=4.090
[Epoch 10] Validation: 
aeroplane=0.3451999823334106
bicycle=0.33703094400887973
bird=0.339925715280859
boat=0.25058361783887173
bottle=0.27423490751327034
bus=0.46678380597638547
car=0.5946166140019316
cat=0.33738760777635496
chair=0.3403040418436676
cow=0.4232596002964263
diningtable=0.2414292188017418
dog=0.4163763937929882
horse=0.34329106819815347
motorbike=0.43231266191631185
person=0.5654168542784379
pottedplant=0.24124853483753508
sheep=0.40801066227151256
sofa=0.3191241291433584
train=0.35508055059184046
tvmonitor=0.4323852694840783
mAP=0.3732001090093008
[Epoch 11][Batch 9], Speed: 133.893 samples/sec, LR=0.000125, WHL1=0.570, CenterRegL1=0.254, HeatmapFocal=4.086
[Epoch 11][Batch 19], Speed: 138.160 samples/sec, LR=0.000125, WHL1=0.555, CenterRegL1=0.250, HeatmapFocal=4.082
[Epoch 11][Batch 29], Speed: 146.580 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.250, HeatmapFocal=4.078
[Epoch 11][Batch 39], Speed: 143.609 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.248, HeatmapFocal=4.075
[Epoch 11][Batch 49], Speed: 147.075 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.247, HeatmapFocal=4.071
[Epoch 11][Batch 59], Speed: 137.236 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.247, HeatmapFocal=4.067
[Epoch 11][Batch 69], Speed: 143.187 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.246, HeatmapFocal=4.063
[Epoch 11][Batch 79], Speed: 144.625 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.247, HeatmapFocal=4.060
[Epoch 11][Batch 89], Speed: 145.895 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.247, HeatmapFocal=4.056
[Epoch 11][Batch 99], Speed: 143.077 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.246, HeatmapFocal=4.052
[Epoch 11][Batch 109], Speed: 142.598 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.246, HeatmapFocal=4.049
[Epoch 11][Batch 119], Speed: 140.962 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.246, HeatmapFocal=4.045
[Epoch 11][Batch 129], Speed: 138.460 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.042
[Epoch 11][Batch 139], Speed: 148.600 samples/sec, LR=0.000125, WHL1=0.538, CenterRegL1=0.245, HeatmapFocal=4.038
[Epoch 11][Batch 149], Speed: 147.565 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=4.034
[Epoch 11][Batch 159], Speed: 143.697 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=4.031
[Epoch 11][Batch 169], Speed: 143.179 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.027
[Epoch 11][Batch 179], Speed: 143.834 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.023
[Epoch 11][Batch 189], Speed: 134.660 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.020
[Epoch 11][Batch 199], Speed: 139.736 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.016
[Epoch 11][Batch 209], Speed: 148.286 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.013
[Epoch 11][Batch 219], Speed: 142.874 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.009
[Epoch 11][Batch 229], Speed: 141.901 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.005
[Epoch 11][Batch 239], Speed: 151.695 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=4.002
[Epoch 11][Batch 249], Speed: 157.961 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=3.998
[Epoch 11][Batch 259], Speed: 161.777 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.995
[Epoch 11][Batch 269], Speed: 158.697 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.992
[Epoch 11][Batch 279], Speed: 64.525 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=3.988
[Epoch 11][Batch 289], Speed: 111.815 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.985
[Epoch 11][Batch 299], Speed: 137.115 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.982
[Epoch 11][Batch 309], Speed: 138.734 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.978
[Epoch 11][Batch 319], Speed: 138.376 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=3.975
[Epoch 11][Batch 329], Speed: 135.448 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.971
[Epoch 11][Batch 339], Speed: 139.133 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.968
[Epoch 11][Batch 349], Speed: 145.524 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.964
[Epoch 11][Batch 359], Speed: 147.563 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.961
[Epoch 11][Batch 369], Speed: 147.492 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.958
[Epoch 11][Batch 379], Speed: 139.216 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.954
[Epoch 11][Batch 389], Speed: 137.601 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=3.951
[Epoch 11][Batch 399], Speed: 138.610 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.948
[Epoch 11][Batch 409], Speed: 145.475 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.945
[Epoch 11][Batch 419], Speed: 137.907 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.941
[Epoch 11][Batch 429], Speed: 140.957 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.938
[Epoch 11][Batch 439], Speed: 141.248 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.935
[Epoch 11][Batch 449], Speed: 151.930 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.932
[Epoch 11][Batch 459], Speed: 156.002 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.928
[Epoch 11][Batch 469], Speed: 157.874 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.925
[Epoch 11][Batch 479], Speed: 157.255 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.922
[Epoch 11][Batch 489], Speed: 158.222 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.918
[Epoch 11][Batch 499], Speed: 159.987 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.915
[Epoch 11][Batch 509], Speed: 157.783 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.912
[Epoch 11] Training cost: 121.707, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.910
[Epoch 12][Batch 9], Speed: 132.014 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.249, HeatmapFocal=3.907
[Epoch 12][Batch 19], Speed: 137.534 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.248, HeatmapFocal=3.903
[Epoch 12][Batch 29], Speed: 144.761 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.248, HeatmapFocal=3.900
[Epoch 12][Batch 39], Speed: 133.378 samples/sec, LR=0.000125, WHL1=0.520, CenterRegL1=0.248, HeatmapFocal=3.897
[Epoch 12][Batch 49], Speed: 143.207 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.247, HeatmapFocal=3.894
[Epoch 12][Batch 59], Speed: 145.830 samples/sec, LR=0.000125, WHL1=0.520, CenterRegL1=0.246, HeatmapFocal=3.891
[Epoch 12][Batch 69], Speed: 136.712 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.246, HeatmapFocal=3.887
[Epoch 12][Batch 79], Speed: 145.439 samples/sec, LR=0.000125, WHL1=0.520, CenterRegL1=0.247, HeatmapFocal=3.884
[Epoch 12][Batch 89], Speed: 142.480 samples/sec, LR=0.000125, WHL1=0.520, CenterRegL1=0.247, HeatmapFocal=3.881
[Epoch 12][Batch 99], Speed: 139.813 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.247, HeatmapFocal=3.878
[Epoch 12][Batch 109], Speed: 144.648 samples/sec, LR=0.000125, WHL1=0.525, CenterRegL1=0.247, HeatmapFocal=3.875
[Epoch 12][Batch 119], Speed: 151.638 samples/sec, LR=0.000125, WHL1=0.524, CenterRegL1=0.247, HeatmapFocal=3.871
[Epoch 12][Batch 129], Speed: 156.732 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.247, HeatmapFocal=3.868
[Epoch 12][Batch 139], Speed: 159.335 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.247, HeatmapFocal=3.865
[Epoch 12][Batch 149], Speed: 158.224 samples/sec, LR=0.000125, WHL1=0.533, CenterRegL1=0.247, HeatmapFocal=3.862
[Epoch 12][Batch 159], Speed: 155.396 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.247, HeatmapFocal=3.859
[Epoch 12][Batch 169], Speed: 126.267 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.246, HeatmapFocal=3.856
[Epoch 12][Batch 179], Speed: 143.602 samples/sec, LR=0.000125, WHL1=0.524, CenterRegL1=0.246, HeatmapFocal=3.853
[Epoch 12][Batch 189], Speed: 142.241 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.246, HeatmapFocal=3.850
[Epoch 12][Batch 199], Speed: 143.955 samples/sec, LR=0.000125, WHL1=0.524, CenterRegL1=0.246, HeatmapFocal=3.847
[Epoch 12][Batch 209], Speed: 146.232 samples/sec, LR=0.000125, WHL1=0.521, CenterRegL1=0.246, HeatmapFocal=3.844
[Epoch 12][Batch 219], Speed: 157.497 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.246, HeatmapFocal=3.840
[Epoch 12][Batch 229], Speed: 162.658 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.246, HeatmapFocal=3.837
[Epoch 12][Batch 239], Speed: 155.382 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.834
[Epoch 12][Batch 249], Speed: 159.253 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.831
[Epoch 12][Batch 259], Speed: 72.097 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.828
[Epoch 12][Batch 269], Speed: 142.909 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.825
[Epoch 12][Batch 279], Speed: 137.212 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.246, HeatmapFocal=3.822
[Epoch 12][Batch 289], Speed: 137.638 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.819
[Epoch 12][Batch 299], Speed: 147.871 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.816
[Epoch 12][Batch 309], Speed: 143.208 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.813
[Epoch 12][Batch 319], Speed: 142.594 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.810
[Epoch 12][Batch 329], Speed: 142.701 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.807
[Epoch 12][Batch 339], Speed: 144.764 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.246, HeatmapFocal=3.804
[Epoch 12][Batch 349], Speed: 144.248 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.801
[Epoch 12][Batch 359], Speed: 140.660 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.799
[Epoch 12][Batch 369], Speed: 141.376 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.796
[Epoch 12][Batch 379], Speed: 141.659 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.793
[Epoch 12][Batch 389], Speed: 144.342 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.790
[Epoch 12][Batch 399], Speed: 139.261 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.787
[Epoch 12][Batch 409], Speed: 141.133 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.784
[Epoch 12][Batch 419], Speed: 143.757 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.246, HeatmapFocal=3.781
[Epoch 12][Batch 429], Speed: 143.225 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.778
[Epoch 12][Batch 439], Speed: 145.560 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.246, HeatmapFocal=3.776
[Epoch 12][Batch 449], Speed: 142.867 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.245, HeatmapFocal=3.773
[Epoch 12][Batch 459], Speed: 150.261 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.770
[Epoch 12][Batch 469], Speed: 153.414 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.767
[Epoch 12][Batch 479], Speed: 150.883 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.764
[Epoch 12][Batch 489], Speed: 157.169 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.761
[Epoch 12][Batch 499], Speed: 157.298 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.245, HeatmapFocal=3.758
[Epoch 12][Batch 509], Speed: 160.236 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.755
[Epoch 12] Training cost: 122.281, WHL1=0.513, CenterRegL1=0.245, HeatmapFocal=3.753
[Epoch 13][Batch 9], Speed: 141.478 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.751
[Epoch 13][Batch 19], Speed: 140.626 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.244, HeatmapFocal=3.748
[Epoch 13][Batch 29], Speed: 139.386 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.246, HeatmapFocal=3.745
[Epoch 13][Batch 39], Speed: 146.637 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.246, HeatmapFocal=3.742
[Epoch 13][Batch 49], Speed: 142.597 samples/sec, LR=0.000125, WHL1=0.508, CenterRegL1=0.245, HeatmapFocal=3.739
[Epoch 13][Batch 59], Speed: 147.823 samples/sec, LR=0.000125, WHL1=0.508, CenterRegL1=0.245, HeatmapFocal=3.736
[Epoch 13][Batch 69], Speed: 141.269 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.245, HeatmapFocal=3.733
[Epoch 13][Batch 79], Speed: 144.447 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.731
[Epoch 13][Batch 89], Speed: 143.593 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.245, HeatmapFocal=3.728
[Epoch 13][Batch 99], Speed: 154.319 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.245, HeatmapFocal=3.725
[Epoch 13][Batch 109], Speed: 161.656 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.722
[Epoch 13][Batch 119], Speed: 161.009 samples/sec, LR=0.000125, WHL1=0.501, CenterRegL1=0.245, HeatmapFocal=3.720
[Epoch 13][Batch 129], Speed: 158.386 samples/sec, LR=0.000125, WHL1=0.502, CenterRegL1=0.246, HeatmapFocal=3.717
[Epoch 13][Batch 139], Speed: 59.180 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.245, HeatmapFocal=3.714
[Epoch 13][Batch 149], Speed: 134.029 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.245, HeatmapFocal=3.711
[Epoch 13][Batch 159], Speed: 139.737 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.708
[Epoch 13][Batch 169], Speed: 144.645 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.706
[Epoch 13][Batch 179], Speed: 140.129 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.703
[Epoch 13][Batch 189], Speed: 139.676 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.245, HeatmapFocal=3.700
[Epoch 13][Batch 199], Speed: 141.294 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.246, HeatmapFocal=3.698
[Epoch 13][Batch 209], Speed: 142.463 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.695
[Epoch 13][Batch 219], Speed: 143.907 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.692
[Epoch 13][Batch 229], Speed: 142.471 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.690
[Epoch 13][Batch 239], Speed: 146.022 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.687
[Epoch 13][Batch 249], Speed: 141.829 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.685
[Epoch 13][Batch 259], Speed: 149.185 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.682
[Epoch 13][Batch 269], Speed: 135.127 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.679
[Epoch 13][Batch 279], Speed: 131.361 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.677
[Epoch 13][Batch 289], Speed: 143.870 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.674
[Epoch 13][Batch 299], Speed: 144.685 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.671
[Epoch 13][Batch 309], Speed: 143.075 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.669
[Epoch 13][Batch 319], Speed: 135.472 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.666
[Epoch 13][Batch 329], Speed: 135.128 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.246, HeatmapFocal=3.664
[Epoch 13][Batch 339], Speed: 140.156 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.661
[Epoch 13][Batch 349], Speed: 145.791 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.246, HeatmapFocal=3.659
[Epoch 13][Batch 359], Speed: 148.097 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.656
[Epoch 13][Batch 369], Speed: 140.372 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.246, HeatmapFocal=3.654
[Epoch 13][Batch 379], Speed: 142.279 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.651
[Epoch 13][Batch 389], Speed: 150.214 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.649
[Epoch 13][Batch 399], Speed: 132.714 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.646
[Epoch 13][Batch 409], Speed: 135.297 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.644
[Epoch 13][Batch 419], Speed: 138.098 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.641
[Epoch 13][Batch 429], Speed: 142.734 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.639
[Epoch 13][Batch 439], Speed: 141.075 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.246, HeatmapFocal=3.636
[Epoch 13][Batch 449], Speed: 137.405 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.633
[Epoch 13][Batch 459], Speed: 140.838 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.631
[Epoch 13][Batch 469], Speed: 156.887 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.628
[Epoch 13][Batch 479], Speed: 150.723 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.626
[Epoch 13][Batch 489], Speed: 157.560 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.623
[Epoch 13][Batch 499], Speed: 162.996 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.621
[Epoch 13][Batch 509], Speed: 163.670 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.618
[Epoch 13] Training cost: 121.773, WHL1=0.496, CenterRegL1=0.245, HeatmapFocal=3.616
[Epoch 14][Batch 9], Speed: 148.766 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.246, HeatmapFocal=3.614
[Epoch 14][Batch 19], Speed: 134.016 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.245, HeatmapFocal=3.611
[Epoch 14][Batch 29], Speed: 82.065 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.244, HeatmapFocal=3.608
[Epoch 14][Batch 39], Speed: 147.196 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.243, HeatmapFocal=3.606
[Epoch 14][Batch 49], Speed: 146.871 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.244, HeatmapFocal=3.603
[Epoch 14][Batch 59], Speed: 145.549 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.244, HeatmapFocal=3.601
[Epoch 14][Batch 69], Speed: 137.883 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.244, HeatmapFocal=3.598
[Epoch 14][Batch 79], Speed: 140.598 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.245, HeatmapFocal=3.596
[Epoch 14][Batch 89], Speed: 141.950 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.245, HeatmapFocal=3.593
[Epoch 14][Batch 99], Speed: 144.635 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.245, HeatmapFocal=3.591
[Epoch 14][Batch 109], Speed: 147.484 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.245, HeatmapFocal=3.588
[Epoch 14][Batch 119], Speed: 128.908 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.246, HeatmapFocal=3.586
[Epoch 14][Batch 129], Speed: 140.689 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.245, HeatmapFocal=3.583
[Epoch 14][Batch 139], Speed: 137.916 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.581
[Epoch 14][Batch 149], Speed: 141.484 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.578
[Epoch 14][Batch 159], Speed: 139.210 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.576
[Epoch 14][Batch 169], Speed: 151.922 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.573
[Epoch 14][Batch 179], Speed: 142.446 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.571
[Epoch 14][Batch 189], Speed: 144.101 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.569
[Epoch 14][Batch 199], Speed: 135.855 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.566
[Epoch 14][Batch 209], Speed: 147.165 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.564
[Epoch 14][Batch 219], Speed: 150.958 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.562
[Epoch 14][Batch 229], Speed: 145.711 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.559
[Epoch 14][Batch 239], Speed: 141.167 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.557
[Epoch 14][Batch 249], Speed: 142.559 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.554
[Epoch 14][Batch 259], Speed: 143.061 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.552
[Epoch 14][Batch 269], Speed: 143.296 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.245, HeatmapFocal=3.550
[Epoch 14][Batch 279], Speed: 142.507 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.245, HeatmapFocal=3.547
[Epoch 14][Batch 289], Speed: 140.376 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.245, HeatmapFocal=3.545
[Epoch 14][Batch 299], Speed: 146.414 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.245, HeatmapFocal=3.543
[Epoch 14][Batch 309], Speed: 139.153 samples/sec, LR=0.000125, WHL1=0.479, CenterRegL1=0.245, HeatmapFocal=3.540
[Epoch 14][Batch 319], Speed: 137.652 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.245, HeatmapFocal=3.538
[Epoch 14][Batch 329], Speed: 145.918 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.245, HeatmapFocal=3.536
[Epoch 14][Batch 339], Speed: 139.554 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.244, HeatmapFocal=3.533
[Epoch 14][Batch 349], Speed: 145.718 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.245, HeatmapFocal=3.531
[Epoch 14][Batch 359], Speed: 140.030 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.529
[Epoch 14][Batch 369], Speed: 148.136 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.527
[Epoch 14][Batch 379], Speed: 140.749 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.245, HeatmapFocal=3.524
[Epoch 14][Batch 389], Speed: 157.620 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.522
[Epoch 14][Batch 399], Speed: 160.589 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.520
[Epoch 14][Batch 409], Speed: 156.803 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.518
[Epoch 14][Batch 419], Speed: 160.344 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.515
[Epoch 14][Batch 429], Speed: 70.048 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.513
[Epoch 14][Batch 439], Speed: 88.854 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.511
[Epoch 14][Batch 449], Speed: 140.422 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.509
[Epoch 14][Batch 459], Speed: 152.351 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.507
[Epoch 14][Batch 469], Speed: 154.876 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.245, HeatmapFocal=3.504
[Epoch 14][Batch 479], Speed: 153.714 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.502
[Epoch 14][Batch 489], Speed: 159.454 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.245, HeatmapFocal=3.500
[Epoch 14][Batch 499], Speed: 156.486 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.498
[Epoch 14][Batch 509], Speed: 153.981 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.496
[Epoch 14] Training cost: 123.147, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.494
[Epoch 15][Batch 9], Speed: 142.040 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.248, HeatmapFocal=3.492
[Epoch 15][Batch 19], Speed: 143.168 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.245, HeatmapFocal=3.489
[Epoch 15][Batch 29], Speed: 140.525 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.246, HeatmapFocal=3.487
[Epoch 15][Batch 39], Speed: 146.389 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.247, HeatmapFocal=3.485
[Epoch 15][Batch 49], Speed: 134.842 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.247, HeatmapFocal=3.483
[Epoch 15][Batch 59], Speed: 152.370 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.247, HeatmapFocal=3.480
[Epoch 15][Batch 69], Speed: 143.336 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.246, HeatmapFocal=3.478
[Epoch 15][Batch 79], Speed: 134.767 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.246, HeatmapFocal=3.476
[Epoch 15][Batch 89], Speed: 141.923 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.474
[Epoch 15][Batch 99], Speed: 139.356 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.245, HeatmapFocal=3.472
[Epoch 15][Batch 109], Speed: 136.854 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.469
[Epoch 15][Batch 119], Speed: 141.797 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.467
[Epoch 15][Batch 129], Speed: 142.010 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.465
[Epoch 15][Batch 139], Speed: 141.815 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.463
[Epoch 15][Batch 149], Speed: 142.301 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.461
[Epoch 15][Batch 159], Speed: 147.307 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.245, HeatmapFocal=3.459
[Epoch 15][Batch 169], Speed: 140.200 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.457
[Epoch 15][Batch 179], Speed: 130.864 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.454
[Epoch 15][Batch 189], Speed: 140.467 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.452
[Epoch 15][Batch 199], Speed: 138.469 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.450
[Epoch 15][Batch 209], Speed: 141.591 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.448
[Epoch 15][Batch 219], Speed: 143.616 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.446
[Epoch 15][Batch 229], Speed: 140.508 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.245, HeatmapFocal=3.444
[Epoch 15][Batch 239], Speed: 143.832 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.442
[Epoch 15][Batch 249], Speed: 146.329 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.439
[Epoch 15][Batch 259], Speed: 147.414 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.437
[Epoch 15][Batch 269], Speed: 157.785 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.435
[Epoch 15][Batch 279], Speed: 153.501 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.433
[Epoch 15][Batch 289], Speed: 159.614 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.431
[Epoch 15][Batch 299], Speed: 158.774 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.429
[Epoch 15][Batch 309], Speed: 153.475 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.427
[Epoch 15][Batch 319], Speed: 80.650 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.425
[Epoch 15][Batch 329], Speed: 135.933 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.423
[Epoch 15][Batch 339], Speed: 129.533 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.421
[Epoch 15][Batch 349], Speed: 135.225 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.419
[Epoch 15][Batch 359], Speed: 136.675 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.417
[Epoch 15][Batch 369], Speed: 141.260 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.414
[Epoch 15][Batch 379], Speed: 144.694 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.412
[Epoch 15][Batch 389], Speed: 144.291 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.410
[Epoch 15][Batch 399], Speed: 142.639 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.408
[Epoch 15][Batch 409], Speed: 142.354 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.406
[Epoch 15][Batch 419], Speed: 138.289 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.245, HeatmapFocal=3.404
[Epoch 15][Batch 429], Speed: 137.038 samples/sec, LR=0.000125, WHL1=0.468, CenterRegL1=0.245, HeatmapFocal=3.402
[Epoch 15][Batch 439], Speed: 141.337 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.400
[Epoch 15][Batch 449], Speed: 136.367 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.398
[Epoch 15][Batch 459], Speed: 143.028 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.245, HeatmapFocal=3.396
[Epoch 15][Batch 469], Speed: 159.687 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.394
[Epoch 15][Batch 479], Speed: 159.646 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.392
[Epoch 15][Batch 489], Speed: 155.479 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.245, HeatmapFocal=3.390
[Epoch 15][Batch 499], Speed: 154.372 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.245, HeatmapFocal=3.388
[Epoch 15][Batch 509], Speed: 152.814 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.245, HeatmapFocal=3.386
[Epoch 15] Training cost: 122.099, WHL1=0.465, CenterRegL1=0.245, HeatmapFocal=3.385
[Epoch 15] Validation: 
aeroplane=0.5651514309153146
bicycle=0.60544552011947
bird=0.6045201787919713
boat=0.46636291636256894
bottle=0.4699820410909732
bus=0.6672084934937644
car=0.7321437545894343
cat=0.6026562507335251
chair=0.4626072657475479
cow=0.6849732700017288
diningtable=0.29742206670819793
dog=0.5493222471260119
horse=0.5896761187030287
motorbike=0.5118089028240829
person=0.6477336928130428
pottedplant=0.33043265369947544
sheep=0.6247630122192974
sofa=0.5018655010199714
train=0.5495279375567238
tvmonitor=0.6383046574054889
mAP=0.5550953955960809
[Epoch 16][Batch 9], Speed: 129.914 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.239, HeatmapFocal=3.382
[Epoch 16][Batch 19], Speed: 141.552 samples/sec, LR=0.000125, WHL1=0.479, CenterRegL1=0.239, HeatmapFocal=3.380
[Epoch 16][Batch 29], Speed: 147.526 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.241, HeatmapFocal=3.378
[Epoch 16][Batch 39], Speed: 137.206 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.242, HeatmapFocal=3.376
[Epoch 16][Batch 49], Speed: 150.004 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.374
[Epoch 16][Batch 59], Speed: 163.832 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.242, HeatmapFocal=3.372
[Epoch 16][Batch 69], Speed: 156.606 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.242, HeatmapFocal=3.370
[Epoch 16][Batch 79], Speed: 159.541 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.368
[Epoch 16][Batch 89], Speed: 153.314 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.366
[Epoch 16][Batch 99], Speed: 90.247 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.243, HeatmapFocal=3.364
[Epoch 16][Batch 109], Speed: 145.374 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.243, HeatmapFocal=3.362
[Epoch 16][Batch 119], Speed: 147.833 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.360
[Epoch 16][Batch 129], Speed: 149.082 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.243, HeatmapFocal=3.358
[Epoch 16][Batch 139], Speed: 140.421 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.356
[Epoch 16][Batch 149], Speed: 149.386 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.354
[Epoch 16][Batch 159], Speed: 154.896 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.352
[Epoch 16][Batch 169], Speed: 161.249 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.350
[Epoch 16][Batch 179], Speed: 157.907 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.243, HeatmapFocal=3.348
[Epoch 16][Batch 189], Speed: 70.245 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.243, HeatmapFocal=3.346
[Epoch 16][Batch 199], Speed: 131.654 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.243, HeatmapFocal=3.344
[Epoch 16][Batch 209], Speed: 146.129 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.342
[Epoch 16][Batch 219], Speed: 135.594 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.243, HeatmapFocal=3.340
[Epoch 16][Batch 229], Speed: 134.131 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.242, HeatmapFocal=3.338
[Epoch 16][Batch 239], Speed: 134.064 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.242, HeatmapFocal=3.337
[Epoch 16][Batch 249], Speed: 147.019 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.242, HeatmapFocal=3.335
[Epoch 16][Batch 259], Speed: 140.557 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.242, HeatmapFocal=3.333
[Epoch 16][Batch 269], Speed: 142.632 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.242, HeatmapFocal=3.331
[Epoch 16][Batch 279], Speed: 143.545 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.242, HeatmapFocal=3.329
[Epoch 16][Batch 289], Speed: 139.604 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.327
[Epoch 16][Batch 299], Speed: 136.569 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.325
[Epoch 16][Batch 309], Speed: 144.332 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.323
[Epoch 16][Batch 319], Speed: 142.289 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.322
[Epoch 16][Batch 329], Speed: 140.889 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.243, HeatmapFocal=3.320
[Epoch 16][Batch 339], Speed: 144.011 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.318
[Epoch 16][Batch 349], Speed: 147.501 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.316
[Epoch 16][Batch 359], Speed: 146.888 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.314
[Epoch 16][Batch 369], Speed: 149.525 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.312
[Epoch 16][Batch 379], Speed: 141.064 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.310
[Epoch 16][Batch 389], Speed: 148.694 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.309
[Epoch 16][Batch 399], Speed: 135.815 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.307
[Epoch 16][Batch 409], Speed: 133.468 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.305
[Epoch 16][Batch 419], Speed: 144.367 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.243, HeatmapFocal=3.303
[Epoch 16][Batch 429], Speed: 137.750 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.301
[Epoch 16][Batch 439], Speed: 133.514 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.300
[Epoch 16][Batch 449], Speed: 147.607 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.298
[Epoch 16][Batch 459], Speed: 152.306 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.296
[Epoch 16][Batch 469], Speed: 160.526 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.294
[Epoch 16][Batch 479], Speed: 158.459 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.292
[Epoch 16][Batch 489], Speed: 159.173 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.291
[Epoch 16][Batch 499], Speed: 155.321 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.289
[Epoch 16][Batch 509], Speed: 157.775 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.287
[Epoch 16] Training cost: 122.247, WHL1=0.457, CenterRegL1=0.244, HeatmapFocal=3.286
[Epoch 17][Batch 9], Speed: 128.480 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.284
[Epoch 17][Batch 19], Speed: 149.103 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.243, HeatmapFocal=3.282
[Epoch 17][Batch 29], Speed: 152.841 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.245, HeatmapFocal=3.280
[Epoch 17][Batch 39], Speed: 160.827 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.244, HeatmapFocal=3.278
[Epoch 17][Batch 49], Speed: 163.893 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.276
[Epoch 17][Batch 59], Speed: 162.104 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.244, HeatmapFocal=3.275
[Epoch 17][Batch 69], Speed: 158.627 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.244, HeatmapFocal=3.273
[Epoch 17][Batch 79], Speed: 69.195 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.271
[Epoch 17][Batch 89], Speed: 136.417 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.269
[Epoch 17][Batch 99], Speed: 145.207 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.268
[Epoch 17][Batch 109], Speed: 142.207 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.266
[Epoch 17][Batch 119], Speed: 143.155 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.243, HeatmapFocal=3.264
[Epoch 17][Batch 129], Speed: 138.284 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.244, HeatmapFocal=3.262
[Epoch 17][Batch 139], Speed: 143.815 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.243, HeatmapFocal=3.261
[Epoch 17][Batch 149], Speed: 143.112 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.243, HeatmapFocal=3.259
[Epoch 17][Batch 159], Speed: 137.603 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.243, HeatmapFocal=3.257
[Epoch 17][Batch 169], Speed: 148.778 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.243, HeatmapFocal=3.255
[Epoch 17][Batch 179], Speed: 142.739 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.244, HeatmapFocal=3.254
[Epoch 17][Batch 189], Speed: 146.845 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.243, HeatmapFocal=3.252
[Epoch 17][Batch 199], Speed: 145.673 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.244, HeatmapFocal=3.250
[Epoch 17][Batch 209], Speed: 137.825 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.244, HeatmapFocal=3.248
[Epoch 17][Batch 219], Speed: 147.855 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.246
[Epoch 17][Batch 229], Speed: 141.570 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.245
[Epoch 17][Batch 239], Speed: 142.142 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.243
[Epoch 17][Batch 249], Speed: 139.088 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.241
[Epoch 17][Batch 259], Speed: 143.429 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.239
[Epoch 17][Batch 269], Speed: 138.066 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.238
[Epoch 17][Batch 279], Speed: 137.141 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.236
[Epoch 17][Batch 289], Speed: 145.538 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.234
[Epoch 17][Batch 299], Speed: 145.894 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.233
[Epoch 17][Batch 309], Speed: 146.164 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.231
[Epoch 17][Batch 319], Speed: 139.362 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.229
[Epoch 17][Batch 329], Speed: 139.031 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.227
[Epoch 17][Batch 339], Speed: 138.111 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.226
[Epoch 17][Batch 349], Speed: 141.245 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.224
[Epoch 17][Batch 359], Speed: 143.511 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.222
[Epoch 17][Batch 369], Speed: 139.194 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.220
[Epoch 17][Batch 379], Speed: 147.371 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.219
[Epoch 17][Batch 389], Speed: 133.887 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.217
[Epoch 17][Batch 399], Speed: 144.197 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.215
[Epoch 17][Batch 409], Speed: 140.364 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.214
[Epoch 17][Batch 419], Speed: 144.839 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.212
[Epoch 17][Batch 429], Speed: 139.165 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.210
[Epoch 17][Batch 439], Speed: 159.779 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.209
[Epoch 17][Batch 449], Speed: 161.529 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.207
[Epoch 17][Batch 459], Speed: 161.436 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.205
[Epoch 17][Batch 469], Speed: 166.104 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.204
[Epoch 17][Batch 479], Speed: 96.449 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.202
[Epoch 17][Batch 489], Speed: 81.360 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.200
[Epoch 17][Batch 499], Speed: 158.187 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.199
[Epoch 17][Batch 509], Speed: 157.258 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.197
[Epoch 17] Training cost: 123.229, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.196
[Epoch 18][Batch 9], Speed: 128.142 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.245, HeatmapFocal=3.194
[Epoch 18][Batch 19], Speed: 147.079 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.243, HeatmapFocal=3.192
[Epoch 18][Batch 29], Speed: 144.959 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.191
[Epoch 18][Batch 39], Speed: 144.742 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.189
[Epoch 18][Batch 49], Speed: 147.939 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.187
[Epoch 18][Batch 59], Speed: 145.150 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.186
[Epoch 18][Batch 69], Speed: 146.774 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.184
[Epoch 18][Batch 79], Speed: 140.910 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.182
[Epoch 18][Batch 89], Speed: 147.216 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.181
[Epoch 18][Batch 99], Speed: 148.139 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.179
[Epoch 18][Batch 109], Speed: 145.485 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.177
[Epoch 18][Batch 119], Speed: 142.751 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.176
[Epoch 18][Batch 129], Speed: 137.890 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.174
[Epoch 18][Batch 139], Speed: 151.007 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.172
[Epoch 18][Batch 149], Speed: 144.399 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.171
[Epoch 18][Batch 159], Speed: 142.401 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.169
[Epoch 18][Batch 169], Speed: 147.524 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.167
[Epoch 18][Batch 179], Speed: 135.711 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.166
[Epoch 18][Batch 189], Speed: 145.885 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.164
[Epoch 18][Batch 199], Speed: 137.518 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.163
[Epoch 18][Batch 209], Speed: 141.417 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.161
[Epoch 18][Batch 219], Speed: 142.292 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.159
[Epoch 18][Batch 229], Speed: 146.351 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.158
[Epoch 18][Batch 239], Speed: 135.613 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.156
[Epoch 18][Batch 249], Speed: 139.862 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.154
[Epoch 18][Batch 259], Speed: 136.543 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.153
[Epoch 18][Batch 269], Speed: 145.323 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.151
[Epoch 18][Batch 279], Speed: 144.896 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.150
[Epoch 18][Batch 289], Speed: 138.829 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.148
[Epoch 18][Batch 299], Speed: 140.922 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.147
[Epoch 18][Batch 309], Speed: 144.472 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.145
[Epoch 18][Batch 319], Speed: 150.346 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.144
[Epoch 18][Batch 329], Speed: 155.796 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.142
[Epoch 18][Batch 339], Speed: 161.701 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.140
[Epoch 18][Batch 349], Speed: 157.315 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.139
[Epoch 18][Batch 359], Speed: 156.232 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.137
[Epoch 18][Batch 369], Speed: 69.081 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.136
[Epoch 18][Batch 379], Speed: 136.623 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.134
[Epoch 18][Batch 389], Speed: 135.347 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.133
[Epoch 18][Batch 399], Speed: 142.646 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.131
[Epoch 18][Batch 409], Speed: 137.583 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.243, HeatmapFocal=3.130
[Epoch 18][Batch 419], Speed: 134.025 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.128
[Epoch 18][Batch 429], Speed: 148.914 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.127
[Epoch 18][Batch 439], Speed: 140.140 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.125
[Epoch 18][Batch 449], Speed: 145.520 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.124
[Epoch 18][Batch 459], Speed: 150.690 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.122
[Epoch 18][Batch 469], Speed: 161.742 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.121
[Epoch 18][Batch 479], Speed: 149.559 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.119
[Epoch 18][Batch 489], Speed: 147.989 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.244, HeatmapFocal=3.118
[Epoch 18][Batch 499], Speed: 153.771 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.116
[Epoch 18][Batch 509], Speed: 147.295 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.115
[Epoch 18] Training cost: 122.003, WHL1=0.435, CenterRegL1=0.244, HeatmapFocal=3.114
[Epoch 19][Batch 9], Speed: 116.054 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.244, HeatmapFocal=3.112
[Epoch 19][Batch 19], Speed: 141.289 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.111
[Epoch 19][Batch 29], Speed: 137.812 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=3.109
[Epoch 19][Batch 39], Speed: 141.667 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.243, HeatmapFocal=3.108
[Epoch 19][Batch 49], Speed: 143.447 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.243, HeatmapFocal=3.106
[Epoch 19][Batch 59], Speed: 149.217 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.242, HeatmapFocal=3.105
[Epoch 19][Batch 69], Speed: 146.228 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.103
[Epoch 19][Batch 79], Speed: 144.501 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=3.101
[Epoch 19][Batch 89], Speed: 145.974 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.100
[Epoch 19][Batch 99], Speed: 145.568 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.098
[Epoch 19][Batch 109], Speed: 131.601 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.097
[Epoch 19][Batch 119], Speed: 147.761 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.243, HeatmapFocal=3.095
[Epoch 19][Batch 129], Speed: 144.217 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.094
[Epoch 19][Batch 139], Speed: 145.503 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.243, HeatmapFocal=3.092
[Epoch 19][Batch 149], Speed: 149.812 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.091
[Epoch 19][Batch 159], Speed: 141.804 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.243, HeatmapFocal=3.089
[Epoch 19][Batch 169], Speed: 137.862 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.088
[Epoch 19][Batch 179], Speed: 144.025 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.086
[Epoch 19][Batch 189], Speed: 144.100 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.085
[Epoch 19][Batch 199], Speed: 139.215 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.083
[Epoch 19][Batch 209], Speed: 156.740 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.082
[Epoch 19][Batch 219], Speed: 161.697 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.243, HeatmapFocal=3.080
[Epoch 19][Batch 229], Speed: 161.969 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.243, HeatmapFocal=3.079
[Epoch 19][Batch 239], Speed: 158.197 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.077
[Epoch 19][Batch 249], Speed: 98.434 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.076
[Epoch 19][Batch 259], Speed: 70.386 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.074
[Epoch 19][Batch 269], Speed: 141.427 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.073
[Epoch 19][Batch 279], Speed: 139.473 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.071
[Epoch 19][Batch 289], Speed: 140.828 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.242, HeatmapFocal=3.070
[Epoch 19][Batch 299], Speed: 139.168 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.242, HeatmapFocal=3.068
[Epoch 19][Batch 309], Speed: 146.612 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.242, HeatmapFocal=3.067
[Epoch 19][Batch 319], Speed: 146.009 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.242, HeatmapFocal=3.065
[Epoch 19][Batch 329], Speed: 147.849 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.064
[Epoch 19][Batch 339], Speed: 148.453 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.242, HeatmapFocal=3.063
[Epoch 19][Batch 349], Speed: 142.501 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.061
[Epoch 19][Batch 359], Speed: 141.083 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.060
[Epoch 19][Batch 369], Speed: 137.329 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.058
[Epoch 19][Batch 379], Speed: 136.734 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.057
[Epoch 19][Batch 389], Speed: 137.541 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.055
[Epoch 19][Batch 399], Speed: 142.589 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.054
[Epoch 19][Batch 409], Speed: 147.738 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.053
[Epoch 19][Batch 419], Speed: 141.238 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.051
[Epoch 19][Batch 429], Speed: 142.050 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.050
[Epoch 19][Batch 439], Speed: 136.206 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.049
[Epoch 19][Batch 449], Speed: 147.750 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.047
[Epoch 19][Batch 459], Speed: 153.171 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.046
[Epoch 19][Batch 469], Speed: 159.528 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.044
[Epoch 19][Batch 479], Speed: 158.853 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.043
[Epoch 19][Batch 489], Speed: 159.492 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.042
[Epoch 19][Batch 499], Speed: 153.902 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.040
[Epoch 19][Batch 509], Speed: 157.267 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.242, HeatmapFocal=3.039
[Epoch 19] Training cost: 121.569, WHL1=0.418, CenterRegL1=0.242, HeatmapFocal=3.038
[Epoch 20][Batch 9], Speed: 122.130 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.245, HeatmapFocal=3.036
[Epoch 20][Batch 19], Speed: 138.256 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=3.035
[Epoch 20][Batch 29], Speed: 140.300 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=3.033
[Epoch 20][Batch 39], Speed: 138.923 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=3.032
[Epoch 20][Batch 49], Speed: 140.899 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.031
[Epoch 20][Batch 59], Speed: 137.977 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.029
[Epoch 20][Batch 69], Speed: 143.107 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=3.028
[Epoch 20][Batch 79], Speed: 141.227 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=3.027
[Epoch 20][Batch 89], Speed: 141.755 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=3.025
[Epoch 20][Batch 99], Speed: 161.331 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.024
[Epoch 20][Batch 109], Speed: 158.331 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.022
[Epoch 20][Batch 119], Speed: 156.626 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=3.021
[Epoch 20][Batch 129], Speed: 154.880 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=3.019
[Epoch 20][Batch 139], Speed: 57.957 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.018
[Epoch 20][Batch 149], Speed: 146.528 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.017
[Epoch 20][Batch 159], Speed: 145.550 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=3.015
[Epoch 20][Batch 169], Speed: 147.295 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.014
[Epoch 20][Batch 179], Speed: 145.846 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.013
[Epoch 20][Batch 189], Speed: 149.940 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.011
[Epoch 20][Batch 199], Speed: 155.791 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.010
[Epoch 20][Batch 209], Speed: 161.853 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=3.009
[Epoch 20][Batch 219], Speed: 158.604 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=3.007
[Epoch 20][Batch 229], Speed: 88.155 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=3.006
[Epoch 20][Batch 239], Speed: 72.320 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=3.005
[Epoch 20][Batch 249], Speed: 141.157 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=3.003
[Epoch 20][Batch 259], Speed: 137.641 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=3.002
[Epoch 20][Batch 269], Speed: 145.597 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=3.001
[Epoch 20][Batch 279], Speed: 134.827 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.999
[Epoch 20][Batch 289], Speed: 138.941 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.998
[Epoch 20][Batch 299], Speed: 145.833 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.996
[Epoch 20][Batch 309], Speed: 146.988 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.995
[Epoch 20][Batch 319], Speed: 144.959 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.994
[Epoch 20][Batch 329], Speed: 143.194 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.992
[Epoch 20][Batch 339], Speed: 146.182 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=2.991
[Epoch 20][Batch 349], Speed: 138.805 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.242, HeatmapFocal=2.990
[Epoch 20][Batch 359], Speed: 144.007 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=2.988
[Epoch 20][Batch 369], Speed: 140.805 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.242, HeatmapFocal=2.987
[Epoch 20][Batch 379], Speed: 140.945 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.986
[Epoch 20][Batch 389], Speed: 147.915 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.984
[Epoch 20][Batch 399], Speed: 144.738 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.983
[Epoch 20][Batch 409], Speed: 139.671 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.982
[Epoch 20][Batch 419], Speed: 140.840 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.980
[Epoch 20][Batch 429], Speed: 134.994 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.979
[Epoch 20][Batch 439], Speed: 141.857 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.978
[Epoch 20][Batch 449], Speed: 132.388 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.976
[Epoch 20][Batch 459], Speed: 149.292 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.975
[Epoch 20][Batch 469], Speed: 160.973 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.974
[Epoch 20][Batch 479], Speed: 155.821 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.973
[Epoch 20][Batch 489], Speed: 150.089 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.971
[Epoch 20][Batch 499], Speed: 159.629 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=2.970
[Epoch 20][Batch 509], Speed: 155.643 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.969
[Epoch 20] Training cost: 122.182, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.968
[Epoch 20] Validation: 
aeroplane=0.5873988717873392
bicycle=0.6594869420753513
bird=0.612201551484584
boat=0.46530273372781317
bottle=0.448963132348354
bus=0.6192728306182628
car=0.7504150035460238
cat=0.445285855350279
chair=0.4816553360017342
cow=0.4999959593018035
diningtable=0.39556178037303374
dog=0.5093453350578925
horse=0.536009020903511
motorbike=0.5690622771832358
person=0.6785404865973305
pottedplant=0.30998430509218633
sheep=0.6582748728124416
sofa=0.45889033029962034
train=0.543716384110234
tvmonitor=0.6382635348240372
mAP=0.5433813271747534
[Epoch 21][Batch 9], Speed: 119.143 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.967
[Epoch 21][Batch 19], Speed: 68.544 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=2.965
[Epoch 21][Batch 29], Speed: 138.790 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.241, HeatmapFocal=2.964
[Epoch 21][Batch 39], Speed: 145.283 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.963
[Epoch 21][Batch 49], Speed: 139.005 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.241, HeatmapFocal=2.961
[Epoch 21][Batch 59], Speed: 141.286 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.242, HeatmapFocal=2.960
[Epoch 21][Batch 69], Speed: 140.329 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=2.959
[Epoch 21][Batch 79], Speed: 142.334 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.241, HeatmapFocal=2.958
[Epoch 21][Batch 89], Speed: 135.014 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=2.956
[Epoch 21][Batch 99], Speed: 136.830 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.955
[Epoch 21][Batch 109], Speed: 138.965 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.241, HeatmapFocal=2.954
[Epoch 21][Batch 119], Speed: 142.520 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=2.952
[Epoch 21][Batch 129], Speed: 146.176 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.951
[Epoch 21][Batch 139], Speed: 146.936 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.950
[Epoch 21][Batch 149], Speed: 147.353 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.948
[Epoch 21][Batch 159], Speed: 138.291 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.947
[Epoch 21][Batch 169], Speed: 147.723 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.946
[Epoch 21][Batch 179], Speed: 143.307 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.945
[Epoch 21][Batch 189], Speed: 138.467 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.943
[Epoch 21][Batch 199], Speed: 141.246 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.942
[Epoch 21][Batch 209], Speed: 136.983 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.941
[Epoch 21][Batch 219], Speed: 139.920 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.939
[Epoch 21][Batch 229], Speed: 143.613 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.938
[Epoch 21][Batch 239], Speed: 142.701 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=2.937
[Epoch 21][Batch 249], Speed: 147.401 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=2.935
[Epoch 21][Batch 259], Speed: 137.553 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.934
[Epoch 21][Batch 269], Speed: 138.872 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.933
[Epoch 21][Batch 279], Speed: 141.233 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.932
[Epoch 21][Batch 289], Speed: 141.454 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.931
[Epoch 21][Batch 299], Speed: 137.229 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.929
[Epoch 21][Batch 309], Speed: 135.116 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.928
[Epoch 21][Batch 319], Speed: 145.723 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.927
[Epoch 21][Batch 329], Speed: 145.928 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.926
[Epoch 21][Batch 339], Speed: 150.168 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.924
[Epoch 21][Batch 349], Speed: 134.281 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.923
[Epoch 21][Batch 359], Speed: 146.209 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.922
[Epoch 21][Batch 369], Speed: 148.851 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.921
[Epoch 21][Batch 379], Speed: 155.358 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.919
[Epoch 21][Batch 389], Speed: 159.352 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.918
[Epoch 21][Batch 399], Speed: 158.319 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.917
[Epoch 21][Batch 409], Speed: 159.030 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.916
[Epoch 21][Batch 419], Speed: 73.908 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.243, HeatmapFocal=2.915
[Epoch 21][Batch 429], Speed: 91.624 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.243, HeatmapFocal=2.913
[Epoch 21][Batch 439], Speed: 142.557 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.243, HeatmapFocal=2.912
[Epoch 21][Batch 449], Speed: 129.981 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.911
[Epoch 21][Batch 459], Speed: 153.090 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.910
[Epoch 21][Batch 469], Speed: 150.731 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.909
[Epoch 21][Batch 479], Speed: 154.969 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.908
[Epoch 21][Batch 489], Speed: 155.443 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.907
[Epoch 21][Batch 499], Speed: 154.452 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.905
[Epoch 21][Batch 509], Speed: 155.479 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.904
[Epoch 21] Training cost: 123.777, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.903
[Epoch 22][Batch 9], Speed: 122.987 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.240, HeatmapFocal=2.902
[Epoch 22][Batch 19], Speed: 141.960 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.901
[Epoch 22][Batch 29], Speed: 144.938 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.900
[Epoch 22][Batch 39], Speed: 145.998 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.240, HeatmapFocal=2.898
[Epoch 22][Batch 49], Speed: 147.836 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.897
[Epoch 22][Batch 59], Speed: 144.494 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.896
[Epoch 22][Batch 69], Speed: 133.416 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.895
[Epoch 22][Batch 79], Speed: 149.057 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.240, HeatmapFocal=2.894
[Epoch 22][Batch 89], Speed: 146.164 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.892
[Epoch 22][Batch 99], Speed: 136.854 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.891
[Epoch 22][Batch 109], Speed: 131.370 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.890
[Epoch 22][Batch 119], Speed: 132.163 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.889
[Epoch 22][Batch 129], Speed: 148.904 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.888
[Epoch 22][Batch 139], Speed: 138.742 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.886
[Epoch 22][Batch 149], Speed: 148.997 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.885
[Epoch 22][Batch 159], Speed: 138.291 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.884
[Epoch 22][Batch 169], Speed: 139.678 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.883
[Epoch 22][Batch 179], Speed: 144.743 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.882
[Epoch 22][Batch 189], Speed: 144.977 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.881
[Epoch 22][Batch 199], Speed: 137.538 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.879
[Epoch 22][Batch 209], Speed: 144.976 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.878
[Epoch 22][Batch 219], Speed: 140.079 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.877
[Epoch 22][Batch 229], Speed: 148.281 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.876
[Epoch 22][Batch 239], Speed: 142.768 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.242, HeatmapFocal=2.875
[Epoch 22][Batch 249], Speed: 142.788 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.242, HeatmapFocal=2.874
[Epoch 22][Batch 259], Speed: 143.863 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.242, HeatmapFocal=2.873
[Epoch 22][Batch 269], Speed: 162.238 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.242, HeatmapFocal=2.871
[Epoch 22][Batch 279], Speed: 158.166 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.242, HeatmapFocal=2.870
[Epoch 22][Batch 289], Speed: 155.683 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.869
[Epoch 22][Batch 299], Speed: 153.543 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.868
[Epoch 22][Batch 309], Speed: 67.754 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.867
[Epoch 22][Batch 319], Speed: 121.241 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.866
[Epoch 22][Batch 329], Speed: 144.354 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.865
[Epoch 22][Batch 339], Speed: 148.480 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.863
[Epoch 22][Batch 349], Speed: 142.547 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.862
[Epoch 22][Batch 359], Speed: 133.627 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.861
[Epoch 22][Batch 369], Speed: 140.033 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.860
[Epoch 22][Batch 379], Speed: 143.908 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.859
[Epoch 22][Batch 389], Speed: 137.874 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.858
[Epoch 22][Batch 399], Speed: 132.882 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.857
[Epoch 22][Batch 409], Speed: 149.368 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.856
[Epoch 22][Batch 419], Speed: 144.382 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.854
[Epoch 22][Batch 429], Speed: 136.731 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.853
[Epoch 22][Batch 439], Speed: 135.367 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.852
[Epoch 22][Batch 449], Speed: 138.300 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.851
[Epoch 22][Batch 459], Speed: 152.506 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.850
[Epoch 22][Batch 469], Speed: 158.860 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.849
[Epoch 22][Batch 479], Speed: 158.076 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.848
[Epoch 22][Batch 489], Speed: 158.871 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.847
[Epoch 22][Batch 499], Speed: 153.396 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.846
[Epoch 22][Batch 509], Speed: 155.136 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.844
[Epoch 22] Training cost: 121.484, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.843
[Epoch 23][Batch 9], Speed: 130.105 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.842
[Epoch 23][Batch 19], Speed: 143.568 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.841
[Epoch 23][Batch 29], Speed: 142.664 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.243, HeatmapFocal=2.840
[Epoch 23][Batch 39], Speed: 146.512 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.244, HeatmapFocal=2.839
[Epoch 23][Batch 49], Speed: 149.547 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.244, HeatmapFocal=2.838
[Epoch 23][Batch 59], Speed: 141.207 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.242, HeatmapFocal=2.837
[Epoch 23][Batch 69], Speed: 142.091 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.835
[Epoch 23][Batch 79], Speed: 140.312 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.834
[Epoch 23][Batch 89], Speed: 135.037 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.833
[Epoch 23][Batch 99], Speed: 135.835 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.832
[Epoch 23][Batch 109], Speed: 141.280 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.242, HeatmapFocal=2.831
[Epoch 23][Batch 119], Speed: 141.467 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.830
[Epoch 23][Batch 129], Speed: 145.198 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.828
[Epoch 23][Batch 139], Speed: 141.668 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.242, HeatmapFocal=2.827
[Epoch 23][Batch 149], Speed: 155.248 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.826
[Epoch 23][Batch 159], Speed: 162.557 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.825
[Epoch 23][Batch 169], Speed: 158.780 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.824
[Epoch 23][Batch 179], Speed: 156.461 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.823
[Epoch 23][Batch 189], Speed: 67.268 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.822
[Epoch 23][Batch 199], Speed: 122.859 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.242, HeatmapFocal=2.821
[Epoch 23][Batch 209], Speed: 136.063 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.820
[Epoch 23][Batch 219], Speed: 133.624 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.819
[Epoch 23][Batch 229], Speed: 141.060 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.818
[Epoch 23][Batch 239], Speed: 140.392 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.242, HeatmapFocal=2.816
[Epoch 23][Batch 249], Speed: 135.353 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.815
[Epoch 23][Batch 259], Speed: 138.967 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.241, HeatmapFocal=2.814
[Epoch 23][Batch 269], Speed: 147.104 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.242, HeatmapFocal=2.813
[Epoch 23][Batch 279], Speed: 139.443 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.812
[Epoch 23][Batch 289], Speed: 145.043 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.811
[Epoch 23][Batch 299], Speed: 143.309 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.242, HeatmapFocal=2.810
[Epoch 23][Batch 309], Speed: 138.064 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.242, HeatmapFocal=2.809
[Epoch 23][Batch 319], Speed: 134.627 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.808
[Epoch 23][Batch 329], Speed: 137.245 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.807
[Epoch 23][Batch 339], Speed: 138.339 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.806
[Epoch 23][Batch 349], Speed: 143.027 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.805
[Epoch 23][Batch 359], Speed: 147.712 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.804
[Epoch 23][Batch 369], Speed: 141.500 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.803
[Epoch 23][Batch 379], Speed: 137.448 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.802
[Epoch 23][Batch 389], Speed: 135.710 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.800
[Epoch 23][Batch 399], Speed: 139.774 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.799
[Epoch 23][Batch 409], Speed: 147.179 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.798
[Epoch 23][Batch 419], Speed: 143.963 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.797
[Epoch 23][Batch 429], Speed: 141.004 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.797
[Epoch 23][Batch 439], Speed: 130.696 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.796
[Epoch 23][Batch 449], Speed: 135.917 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.795
[Epoch 23][Batch 459], Speed: 150.693 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.794
[Epoch 23][Batch 469], Speed: 154.051 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.792
[Epoch 23][Batch 479], Speed: 160.170 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.791
[Epoch 23][Batch 489], Speed: 152.587 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.791
[Epoch 23][Batch 499], Speed: 156.838 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.789
[Epoch 23][Batch 509], Speed: 158.637 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.788
[Epoch 23] Training cost: 121.816, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.788
[Epoch 24][Batch 9], Speed: 131.994 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.243, HeatmapFocal=2.787
[Epoch 24][Batch 19], Speed: 151.560 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.786
[Epoch 24][Batch 29], Speed: 155.574 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.243, HeatmapFocal=2.784
[Epoch 24][Batch 39], Speed: 161.599 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.242, HeatmapFocal=2.783
[Epoch 24][Batch 49], Speed: 160.361 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.242, HeatmapFocal=2.782
[Epoch 24][Batch 59], Speed: 157.605 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.242, HeatmapFocal=2.781
[Epoch 24][Batch 69], Speed: 153.968 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.242, HeatmapFocal=2.780
[Epoch 24][Batch 79], Speed: 133.565 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.779
[Epoch 24][Batch 89], Speed: 150.870 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.778
[Epoch 24][Batch 99], Speed: 137.159 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.777
[Epoch 24][Batch 109], Speed: 141.565 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.776
[Epoch 24][Batch 119], Speed: 148.735 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.241, HeatmapFocal=2.775
[Epoch 24][Batch 129], Speed: 150.372 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.774
[Epoch 24][Batch 139], Speed: 149.294 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.773
[Epoch 24][Batch 149], Speed: 158.508 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.241, HeatmapFocal=2.772
[Epoch 24][Batch 159], Speed: 156.440 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.241, HeatmapFocal=2.771
[Epoch 24][Batch 169], Speed: 52.974 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.241, HeatmapFocal=2.770
[Epoch 24][Batch 179], Speed: 138.788 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.769
[Epoch 24][Batch 189], Speed: 141.892 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.241, HeatmapFocal=2.768
[Epoch 24][Batch 199], Speed: 141.961 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.241, HeatmapFocal=2.767
[Epoch 24][Batch 209], Speed: 126.123 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.241, HeatmapFocal=2.766
[Epoch 24][Batch 219], Speed: 144.351 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.241, HeatmapFocal=2.765
[Epoch 24][Batch 229], Speed: 133.022 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.764
[Epoch 24][Batch 239], Speed: 144.786 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.763
[Epoch 24][Batch 249], Speed: 141.552 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.241, HeatmapFocal=2.762
[Epoch 24][Batch 259], Speed: 144.928 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.241, HeatmapFocal=2.761
[Epoch 24][Batch 269], Speed: 137.320 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.760
[Epoch 24][Batch 279], Speed: 142.585 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.759
[Epoch 24][Batch 289], Speed: 144.528 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.758
[Epoch 24][Batch 299], Speed: 140.832 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.757
[Epoch 24][Batch 309], Speed: 138.124 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.756
[Epoch 24][Batch 319], Speed: 139.334 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.755
[Epoch 24][Batch 329], Speed: 136.270 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.754
[Epoch 24][Batch 339], Speed: 147.545 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.753
[Epoch 24][Batch 349], Speed: 148.957 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.752
[Epoch 24][Batch 359], Speed: 142.572 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.751
[Epoch 24][Batch 369], Speed: 142.676 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.750
[Epoch 24][Batch 379], Speed: 139.320 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.749
[Epoch 24][Batch 389], Speed: 144.056 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.748
[Epoch 24][Batch 399], Speed: 138.060 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.747
[Epoch 24][Batch 409], Speed: 140.950 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.746
[Epoch 24][Batch 419], Speed: 140.184 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.745
[Epoch 24][Batch 429], Speed: 143.441 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.744
[Epoch 24][Batch 439], Speed: 146.125 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.743
[Epoch 24][Batch 449], Speed: 147.874 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.742
[Epoch 24][Batch 459], Speed: 143.875 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.241, HeatmapFocal=2.741
[Epoch 24][Batch 469], Speed: 148.768 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.241, HeatmapFocal=2.740
[Epoch 24][Batch 479], Speed: 156.151 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.739
[Epoch 24][Batch 489], Speed: 150.517 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.738
[Epoch 24][Batch 499], Speed: 158.464 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.737
[Epoch 24][Batch 509], Speed: 154.610 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.736
[Epoch 24] Training cost: 122.463, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.736
[Epoch 25][Batch 9], Speed: 153.622 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.247, HeatmapFocal=2.735
[Epoch 25][Batch 19], Speed: 160.069 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.734
[Epoch 25][Batch 29], Speed: 154.886 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.240, HeatmapFocal=2.733
[Epoch 25][Batch 39], Speed: 154.609 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.241, HeatmapFocal=2.732
[Epoch 25][Batch 49], Speed: 94.841 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.731
[Epoch 25][Batch 59], Speed: 75.303 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.730
[Epoch 25][Batch 69], Speed: 130.453 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.729
[Epoch 25][Batch 79], Speed: 144.625 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.728
[Epoch 25][Batch 89], Speed: 138.417 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.241, HeatmapFocal=2.727
[Epoch 25][Batch 99], Speed: 140.320 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.726
[Epoch 25][Batch 109], Speed: 136.976 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.241, HeatmapFocal=2.725
[Epoch 25][Batch 119], Speed: 143.915 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.241, HeatmapFocal=2.724
[Epoch 25][Batch 129], Speed: 145.422 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.723
[Epoch 25][Batch 139], Speed: 143.014 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.722
[Epoch 25][Batch 149], Speed: 141.209 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.721
[Epoch 25][Batch 159], Speed: 149.879 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.720
[Epoch 25][Batch 169], Speed: 141.858 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.719
[Epoch 25][Batch 179], Speed: 147.224 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.718
[Epoch 25][Batch 189], Speed: 140.076 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.717
[Epoch 25][Batch 199], Speed: 144.919 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.716
[Epoch 25][Batch 209], Speed: 139.580 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.715
[Epoch 25][Batch 219], Speed: 139.281 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.714
[Epoch 25][Batch 229], Speed: 131.898 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.713
[Epoch 25][Batch 239], Speed: 145.970 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.712
[Epoch 25][Batch 249], Speed: 138.538 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.711
[Epoch 25][Batch 259], Speed: 135.718 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.710
[Epoch 25][Batch 269], Speed: 139.019 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.709
[Epoch 25][Batch 279], Speed: 144.915 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.708
[Epoch 25][Batch 289], Speed: 147.658 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.707
[Epoch 25][Batch 299], Speed: 146.595 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.706
[Epoch 25][Batch 309], Speed: 144.922 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.705
[Epoch 25][Batch 319], Speed: 127.085 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.704
[Epoch 25][Batch 329], Speed: 141.139 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.703
[Epoch 25][Batch 339], Speed: 150.518 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.702
[Epoch 25][Batch 349], Speed: 144.138 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.701
[Epoch 25][Batch 359], Speed: 142.602 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.700
[Epoch 25][Batch 369], Speed: 152.518 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.699
[Epoch 25][Batch 379], Speed: 145.809 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.698
[Epoch 25][Batch 389], Speed: 136.060 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.698
[Epoch 25][Batch 399], Speed: 141.766 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.697
[Epoch 25][Batch 409], Speed: 143.176 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.696
[Epoch 25][Batch 419], Speed: 158.542 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.695
[Epoch 25][Batch 429], Speed: 161.175 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.694
[Epoch 25][Batch 439], Speed: 162.396 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.693
[Epoch 25][Batch 449], Speed: 154.370 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.692
[Epoch 25][Batch 459], Speed: 64.388 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.691
[Epoch 25][Batch 469], Speed: 133.674 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.690
[Epoch 25][Batch 479], Speed: 157.196 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.689
[Epoch 25][Batch 489], Speed: 159.168 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.689
[Epoch 25][Batch 499], Speed: 159.786 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.688
[Epoch 25][Batch 509], Speed: 151.321 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.687
[Epoch 25] Training cost: 123.104, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.686
[Epoch 25] Validation: 
aeroplane=0.5965738887541213
bicycle=0.523107615082305
bird=0.5835621365512502
boat=0.542998768202773
bottle=0.4677405351092655
bus=0.7528106838323739
car=0.7696170295216379
cat=0.7419052311588933
chair=0.542558239755238
cow=0.6735414863414477
diningtable=0.46706561656023227
dog=0.6792845993320724
horse=0.7291904305849625
motorbike=0.7247398735343786
person=0.733040849833136
pottedplant=0.3973700604471583
sheep=0.5888334186301191
sofa=0.5601164679714025
train=0.7147183987936655
tvmonitor=0.6474330737728057
mAP=0.621810420188462
[Epoch 26][Batch 9], Speed: 120.754 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.241, HeatmapFocal=2.685
[Epoch 26][Batch 19], Speed: 140.253 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.684
[Epoch 26][Batch 29], Speed: 142.535 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.683
[Epoch 26][Batch 39], Speed: 138.531 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.682
[Epoch 26][Batch 49], Speed: 147.581 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.681
[Epoch 26][Batch 59], Speed: 142.840 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.680
[Epoch 26][Batch 69], Speed: 147.783 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.679
[Epoch 26][Batch 79], Speed: 137.215 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.678
[Epoch 26][Batch 89], Speed: 149.113 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.678
[Epoch 26][Batch 99], Speed: 147.632 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.677
[Epoch 26][Batch 109], Speed: 144.283 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.676
[Epoch 26][Batch 119], Speed: 138.256 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.675
[Epoch 26][Batch 129], Speed: 142.428 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.674
[Epoch 26][Batch 139], Speed: 145.934 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.673
[Epoch 26][Batch 149], Speed: 140.943 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.672
[Epoch 26][Batch 159], Speed: 145.170 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.671
[Epoch 26][Batch 169], Speed: 138.653 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.670
[Epoch 26][Batch 179], Speed: 144.816 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.669
[Epoch 26][Batch 189], Speed: 142.271 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.669
[Epoch 26][Batch 199], Speed: 162.788 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.668
[Epoch 26][Batch 209], Speed: 156.639 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.667
[Epoch 26][Batch 219], Speed: 160.793 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.666
[Epoch 26][Batch 229], Speed: 156.940 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.665
[Epoch 26][Batch 239], Speed: 61.320 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.664
[Epoch 26][Batch 249], Speed: 69.284 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.663
[Epoch 26][Batch 259], Speed: 142.212 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.662
[Epoch 26][Batch 269], Speed: 141.262 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.661
[Epoch 26][Batch 279], Speed: 143.310 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.660
[Epoch 26][Batch 289], Speed: 143.007 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.659
[Epoch 26][Batch 299], Speed: 145.500 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.659
[Epoch 26][Batch 309], Speed: 145.162 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.658
[Epoch 26][Batch 319], Speed: 140.301 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.657
[Epoch 26][Batch 329], Speed: 142.832 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.656
[Epoch 26][Batch 339], Speed: 145.941 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.655
[Epoch 26][Batch 349], Speed: 141.730 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.654
[Epoch 26][Batch 359], Speed: 146.168 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.653
[Epoch 26][Batch 369], Speed: 144.250 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.652
[Epoch 26][Batch 379], Speed: 139.507 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.651
[Epoch 26][Batch 389], Speed: 147.831 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.651
[Epoch 26][Batch 399], Speed: 142.563 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.650
[Epoch 26][Batch 409], Speed: 143.898 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.649
[Epoch 26][Batch 419], Speed: 139.776 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.648
[Epoch 26][Batch 429], Speed: 138.191 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.647
[Epoch 26][Batch 439], Speed: 138.670 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.646
[Epoch 26][Batch 449], Speed: 143.528 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.645
[Epoch 26][Batch 459], Speed: 152.507 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.644
[Epoch 26][Batch 469], Speed: 161.158 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.644
[Epoch 26][Batch 479], Speed: 161.066 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.643
[Epoch 26][Batch 489], Speed: 151.446 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.642
[Epoch 26][Batch 499], Speed: 155.600 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.641
[Epoch 26][Batch 509], Speed: 149.936 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.640
[Epoch 26] Training cost: 121.753, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.640
[Epoch 27][Batch 9], Speed: 128.251 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.239, HeatmapFocal=2.639
[Epoch 27][Batch 19], Speed: 136.809 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.243, HeatmapFocal=2.638
[Epoch 27][Batch 29], Speed: 147.421 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.637
[Epoch 27][Batch 39], Speed: 149.582 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.636
[Epoch 27][Batch 49], Speed: 149.900 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.635
[Epoch 27][Batch 59], Speed: 136.554 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.634
[Epoch 27][Batch 69], Speed: 145.831 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.633
[Epoch 27][Batch 79], Speed: 140.404 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.633
[Epoch 27][Batch 89], Speed: 157.369 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.632
[Epoch 27][Batch 99], Speed: 153.612 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.241, HeatmapFocal=2.631
[Epoch 27][Batch 109], Speed: 160.456 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.630
[Epoch 27][Batch 119], Speed: 157.592 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.629
[Epoch 27][Batch 129], Speed: 64.895 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.628
[Epoch 27][Batch 139], Speed: 117.974 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.627
[Epoch 27][Batch 149], Speed: 136.846 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.626
[Epoch 27][Batch 159], Speed: 149.492 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.626
[Epoch 27][Batch 169], Speed: 142.916 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.625
[Epoch 27][Batch 179], Speed: 136.218 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.624
[Epoch 27][Batch 189], Speed: 148.868 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.623
[Epoch 27][Batch 199], Speed: 139.782 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.622
[Epoch 27][Batch 209], Speed: 138.539 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.621
[Epoch 27][Batch 219], Speed: 143.075 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.620
[Epoch 27][Batch 229], Speed: 142.574 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.619
[Epoch 27][Batch 239], Speed: 139.459 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.619
[Epoch 27][Batch 249], Speed: 144.942 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.618
[Epoch 27][Batch 259], Speed: 144.839 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.617
[Epoch 27][Batch 269], Speed: 136.770 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.616
[Epoch 27][Batch 279], Speed: 141.442 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.615
[Epoch 27][Batch 289], Speed: 145.928 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.614
[Epoch 27][Batch 299], Speed: 134.374 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.613
[Epoch 27][Batch 309], Speed: 141.668 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.613
[Epoch 27][Batch 319], Speed: 145.538 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.612
[Epoch 27][Batch 329], Speed: 149.975 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.611
[Epoch 27][Batch 339], Speed: 144.456 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.610
[Epoch 27][Batch 349], Speed: 149.527 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.609
[Epoch 27][Batch 359], Speed: 139.649 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.608
[Epoch 27][Batch 369], Speed: 143.046 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.608
[Epoch 27][Batch 379], Speed: 145.799 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.607
[Epoch 27][Batch 389], Speed: 139.734 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.606
[Epoch 27][Batch 399], Speed: 141.281 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.605
[Epoch 27][Batch 409], Speed: 142.349 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.604
[Epoch 27][Batch 419], Speed: 133.147 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.603
[Epoch 27][Batch 429], Speed: 141.771 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.603
[Epoch 27][Batch 439], Speed: 142.988 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.602
[Epoch 27][Batch 449], Speed: 140.417 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.601
[Epoch 27][Batch 459], Speed: 140.637 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.600
[Epoch 27][Batch 469], Speed: 153.488 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.599
[Epoch 27][Batch 479], Speed: 159.664 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.599
[Epoch 27][Batch 489], Speed: 159.920 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.598
[Epoch 27][Batch 499], Speed: 163.847 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.597
[Epoch 27][Batch 509], Speed: 165.379 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.596
[Epoch 27] Training cost: 121.401, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.596
[Epoch 28][Batch 9], Speed: 54.612 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.246, HeatmapFocal=2.595
[Epoch 28][Batch 19], Speed: 146.711 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.594
[Epoch 28][Batch 29], Speed: 137.555 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.593
[Epoch 28][Batch 39], Speed: 139.734 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.592
[Epoch 28][Batch 49], Speed: 147.508 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.591
[Epoch 28][Batch 59], Speed: 152.238 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.242, HeatmapFocal=2.591
[Epoch 28][Batch 69], Speed: 157.955 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.242, HeatmapFocal=2.590
[Epoch 28][Batch 79], Speed: 161.251 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.242, HeatmapFocal=2.589
[Epoch 28][Batch 89], Speed: 159.359 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.588
[Epoch 28][Batch 99], Speed: 146.584 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.587
[Epoch 28][Batch 109], Speed: 63.275 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.586
[Epoch 28][Batch 119], Speed: 144.882 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.586
[Epoch 28][Batch 129], Speed: 139.862 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.585
[Epoch 28][Batch 139], Speed: 141.853 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.584
[Epoch 28][Batch 149], Speed: 140.958 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.583
[Epoch 28][Batch 159], Speed: 137.494 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.583
[Epoch 28][Batch 169], Speed: 149.344 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.582
[Epoch 28][Batch 179], Speed: 138.783 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.581
[Epoch 28][Batch 189], Speed: 142.895 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.580
[Epoch 28][Batch 199], Speed: 140.095 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.579
[Epoch 28][Batch 209], Speed: 138.204 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.579
[Epoch 28][Batch 219], Speed: 144.111 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.578
[Epoch 28][Batch 229], Speed: 139.756 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.577
[Epoch 28][Batch 239], Speed: 140.701 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.576
[Epoch 28][Batch 249], Speed: 146.381 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.575
[Epoch 28][Batch 259], Speed: 141.010 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.575
[Epoch 28][Batch 269], Speed: 144.214 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.574
[Epoch 28][Batch 279], Speed: 144.822 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.573
[Epoch 28][Batch 289], Speed: 145.474 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.572
[Epoch 28][Batch 299], Speed: 147.602 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.571
[Epoch 28][Batch 309], Speed: 149.623 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.571
[Epoch 28][Batch 319], Speed: 140.508 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.570
[Epoch 28][Batch 329], Speed: 132.493 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.569
[Epoch 28][Batch 339], Speed: 147.434 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.568
[Epoch 28][Batch 349], Speed: 138.839 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.567
[Epoch 28][Batch 359], Speed: 147.078 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.567
[Epoch 28][Batch 369], Speed: 143.162 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.566
[Epoch 28][Batch 379], Speed: 137.514 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.565
[Epoch 28][Batch 389], Speed: 136.882 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.564
[Epoch 28][Batch 399], Speed: 144.452 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.241, HeatmapFocal=2.564
[Epoch 28][Batch 409], Speed: 146.287 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.241, HeatmapFocal=2.563
[Epoch 28][Batch 419], Speed: 135.281 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.562
[Epoch 28][Batch 429], Speed: 149.435 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.561
[Epoch 28][Batch 439], Speed: 147.586 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.561
[Epoch 28][Batch 449], Speed: 146.709 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.560
[Epoch 28][Batch 459], Speed: 152.390 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.559
[Epoch 28][Batch 469], Speed: 166.589 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.558
[Epoch 28][Batch 479], Speed: 166.931 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.557
[Epoch 28][Batch 489], Speed: 164.744 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.557
[Epoch 28][Batch 499], Speed: 160.712 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.556
[Epoch 28][Batch 509], Speed: 82.427 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.555
[Epoch 28] Training cost: 123.597, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.555
[Epoch 29][Batch 9], Speed: 144.757 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.246, HeatmapFocal=2.554
[Epoch 29][Batch 19], Speed: 143.735 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.553
[Epoch 29][Batch 29], Speed: 140.091 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.552
[Epoch 29][Batch 39], Speed: 146.631 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.552
[Epoch 29][Batch 49], Speed: 145.481 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.551
[Epoch 29][Batch 59], Speed: 145.547 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.550
[Epoch 29][Batch 69], Speed: 143.835 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.549
[Epoch 29][Batch 79], Speed: 146.115 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.548
[Epoch 29][Batch 89], Speed: 137.359 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.547
[Epoch 29][Batch 99], Speed: 138.114 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.547
[Epoch 29][Batch 109], Speed: 139.490 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.546
[Epoch 29][Batch 119], Speed: 144.870 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.545
[Epoch 29][Batch 129], Speed: 144.403 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.544
[Epoch 29][Batch 139], Speed: 147.495 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.544
[Epoch 29][Batch 149], Speed: 148.373 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.543
[Epoch 29][Batch 159], Speed: 137.828 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.542
[Epoch 29][Batch 169], Speed: 139.253 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.541
[Epoch 29][Batch 179], Speed: 138.157 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.540
[Epoch 29][Batch 189], Speed: 148.578 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.540
[Epoch 29][Batch 199], Speed: 146.880 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.539
[Epoch 29][Batch 209], Speed: 139.466 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.538
[Epoch 29][Batch 219], Speed: 140.092 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.537
[Epoch 29][Batch 229], Speed: 133.258 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.537
[Epoch 29][Batch 239], Speed: 140.914 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.536
[Epoch 29][Batch 249], Speed: 135.558 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.535
[Epoch 29][Batch 259], Speed: 144.460 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.534
[Epoch 29][Batch 269], Speed: 147.522 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.534
[Epoch 29][Batch 279], Speed: 149.740 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.533
[Epoch 29][Batch 289], Speed: 144.278 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.532
[Epoch 29][Batch 299], Speed: 143.493 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.531
[Epoch 29][Batch 309], Speed: 141.558 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.530
[Epoch 29][Batch 319], Speed: 137.819 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.530
[Epoch 29][Batch 329], Speed: 142.649 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.529
[Epoch 29][Batch 339], Speed: 140.241 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.528
[Epoch 29][Batch 349], Speed: 152.329 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.528
[Epoch 29][Batch 359], Speed: 161.772 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.527
[Epoch 29][Batch 369], Speed: 154.994 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.526
[Epoch 29][Batch 379], Speed: 155.394 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.525
[Epoch 29][Batch 389], Speed: 157.139 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.524
[Epoch 29][Batch 399], Speed: 56.820 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.524
[Epoch 29][Batch 409], Speed: 129.628 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.523
[Epoch 29][Batch 419], Speed: 141.209 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.522
[Epoch 29][Batch 429], Speed: 132.235 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.521
[Epoch 29][Batch 439], Speed: 142.735 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.521
[Epoch 29][Batch 449], Speed: 140.545 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.520
[Epoch 29][Batch 459], Speed: 154.176 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.519
[Epoch 29][Batch 469], Speed: 159.322 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.519
[Epoch 29][Batch 479], Speed: 160.915 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.518
[Epoch 29][Batch 489], Speed: 157.793 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.517
[Epoch 29][Batch 499], Speed: 152.115 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.516
[Epoch 29][Batch 509], Speed: 153.419 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.516
[Epoch 29] Training cost: 122.787, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.515
[Epoch 30][Batch 9], Speed: 134.251 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.243, HeatmapFocal=2.514
[Epoch 30][Batch 19], Speed: 138.568 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.514
[Epoch 30][Batch 29], Speed: 144.722 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.513
[Epoch 30][Batch 39], Speed: 148.205 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.512
[Epoch 30][Batch 49], Speed: 139.450 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.242, HeatmapFocal=2.511
[Epoch 30][Batch 59], Speed: 145.651 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.511
[Epoch 30][Batch 69], Speed: 142.009 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.510
[Epoch 30][Batch 79], Speed: 146.556 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.509
[Epoch 30][Batch 89], Speed: 142.025 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.508
[Epoch 30][Batch 99], Speed: 140.066 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.508
[Epoch 30][Batch 109], Speed: 144.533 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.507
[Epoch 30][Batch 119], Speed: 134.578 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.506
[Epoch 30][Batch 129], Speed: 143.621 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.505
[Epoch 30][Batch 139], Speed: 136.564 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.505
[Epoch 30][Batch 149], Speed: 142.685 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.504
[Epoch 30][Batch 159], Speed: 141.714 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.503
[Epoch 30][Batch 169], Speed: 138.090 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.502
[Epoch 30][Batch 179], Speed: 145.490 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.502
[Epoch 30][Batch 189], Speed: 135.175 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.501
[Epoch 30][Batch 199], Speed: 144.826 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.500
[Epoch 30][Batch 209], Speed: 147.950 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.500
[Epoch 30][Batch 219], Speed: 149.618 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.499
[Epoch 30][Batch 229], Speed: 146.035 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.498
[Epoch 30][Batch 239], Speed: 154.042 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.497
[Epoch 30][Batch 249], Speed: 160.124 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.497
[Epoch 30][Batch 259], Speed: 156.915 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.496
[Epoch 30][Batch 269], Speed: 159.467 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.495
[Epoch 30][Batch 279], Speed: 66.829 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.495
[Epoch 30][Batch 289], Speed: 73.956 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.494
[Epoch 30][Batch 299], Speed: 140.639 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.493
[Epoch 30][Batch 309], Speed: 144.000 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.492
[Epoch 30][Batch 319], Speed: 130.636 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.492
[Epoch 30][Batch 329], Speed: 135.949 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.491
[Epoch 30][Batch 339], Speed: 141.294 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.490
[Epoch 30][Batch 349], Speed: 141.064 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.489
[Epoch 30][Batch 359], Speed: 151.892 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.489
[Epoch 30][Batch 369], Speed: 143.365 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.488
[Epoch 30][Batch 379], Speed: 141.578 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.487
[Epoch 30][Batch 389], Speed: 145.889 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.487
[Epoch 30][Batch 399], Speed: 139.530 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.486
[Epoch 30][Batch 409], Speed: 137.153 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.485
[Epoch 30][Batch 419], Speed: 145.339 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.485
[Epoch 30][Batch 429], Speed: 145.434 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.484
[Epoch 30][Batch 439], Speed: 144.745 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.483
[Epoch 30][Batch 449], Speed: 143.906 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.482
[Epoch 30][Batch 459], Speed: 148.041 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.482
[Epoch 30][Batch 469], Speed: 160.152 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.481
[Epoch 30][Batch 479], Speed: 156.300 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.480
[Epoch 30][Batch 489], Speed: 158.724 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.480
[Epoch 30][Batch 499], Speed: 152.211 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.479
[Epoch 30][Batch 509], Speed: 155.757 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.478
[Epoch 30] Training cost: 121.290, WHL1=0.353, CenterRegL1=0.240, HeatmapFocal=2.478
[Epoch 30] Validation: 
aeroplane=0.5390535522226095
bicycle=0.7222917736036821
bird=0.7173312226804704
boat=0.489319210761883
bottle=0.4868812835770332
bus=0.716332892223261
car=0.7262311015277996
cat=0.7869103743961079
chair=0.5267298326927315
cow=0.7727220992883452
diningtable=0.508140027178455
dog=0.7008817827195458
horse=0.7651962784647366
motorbike=0.6339411003782734
person=0.7547306392519068
pottedplant=0.4221008281072071
sheep=0.7186327880792514
sofa=0.5553784341926804
train=0.5702705489194387
tvmonitor=0.7406229663869985
mAP=0.642684936832621
[Epoch 31][Batch 9], Speed: 124.796 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.477
[Epoch 31][Batch 19], Speed: 158.170 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.476
[Epoch 31][Batch 29], Speed: 153.562 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.476
[Epoch 31][Batch 39], Speed: 161.365 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.237, HeatmapFocal=2.475
[Epoch 31][Batch 49], Speed: 163.129 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.474
[Epoch 31][Batch 59], Speed: 71.989 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.473
[Epoch 31][Batch 69], Speed: 72.022 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.473
[Epoch 31][Batch 79], Speed: 136.989 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.472
[Epoch 31][Batch 89], Speed: 141.045 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.471
[Epoch 31][Batch 99], Speed: 144.511 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.470
[Epoch 31][Batch 109], Speed: 131.615 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.470
[Epoch 31][Batch 119], Speed: 134.833 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.469
[Epoch 31][Batch 129], Speed: 146.185 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.468
[Epoch 31][Batch 139], Speed: 144.702 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.468
[Epoch 31][Batch 149], Speed: 143.711 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.467
[Epoch 31][Batch 159], Speed: 138.835 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.466
[Epoch 31][Batch 169], Speed: 139.425 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.465
[Epoch 31][Batch 179], Speed: 141.730 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.465
[Epoch 31][Batch 189], Speed: 145.253 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.464
[Epoch 31][Batch 199], Speed: 140.227 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 31][Batch 209], Speed: 141.684 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 31][Batch 219], Speed: 140.431 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.462
[Epoch 31][Batch 229], Speed: 139.650 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.461
[Epoch 31][Batch 239], Speed: 144.321 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.461
[Epoch 31][Batch 249], Speed: 139.227 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.460
[Epoch 31][Batch 259], Speed: 134.800 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.459
[Epoch 31][Batch 269], Speed: 146.319 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.458
[Epoch 31][Batch 279], Speed: 140.592 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.458
[Epoch 31][Batch 289], Speed: 143.087 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.457
[Epoch 31][Batch 299], Speed: 143.414 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.456
[Epoch 31][Batch 309], Speed: 145.568 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.456
[Epoch 31][Batch 319], Speed: 135.699 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.455
[Epoch 31][Batch 329], Speed: 142.046 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.455
[Epoch 31][Batch 339], Speed: 136.376 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.454
[Epoch 31][Batch 349], Speed: 151.272 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.453
[Epoch 31][Batch 359], Speed: 139.783 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.452
[Epoch 31][Batch 369], Speed: 142.378 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.452
[Epoch 31][Batch 379], Speed: 144.228 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.451
[Epoch 31][Batch 389], Speed: 135.693 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.450
[Epoch 31][Batch 399], Speed: 144.008 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.450
[Epoch 31][Batch 409], Speed: 136.670 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.449
[Epoch 31][Batch 419], Speed: 140.892 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.448
[Epoch 31][Batch 429], Speed: 160.401 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.448
[Epoch 31][Batch 439], Speed: 160.250 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.447
[Epoch 31][Batch 449], Speed: 159.359 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.446
[Epoch 31][Batch 459], Speed: 161.586 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.446
[Epoch 31][Batch 469], Speed: 78.632 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.445
[Epoch 31][Batch 479], Speed: 160.361 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.444
[Epoch 31][Batch 489], Speed: 156.476 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.444
[Epoch 31][Batch 499], Speed: 158.256 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.443
[Epoch 31][Batch 509], Speed: 159.924 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.443
[Epoch 31] Training cost: 122.080, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.442
[Epoch 32][Batch 9], Speed: 151.203 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.441
[Epoch 32][Batch 19], Speed: 163.143 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.441
[Epoch 32][Batch 29], Speed: 159.712 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.240, HeatmapFocal=2.440
[Epoch 32][Batch 39], Speed: 69.447 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.240, HeatmapFocal=2.439
[Epoch 32][Batch 49], Speed: 128.368 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.439
[Epoch 32][Batch 59], Speed: 141.376 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.438
[Epoch 32][Batch 69], Speed: 142.407 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.437
[Epoch 32][Batch 79], Speed: 133.301 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.437
[Epoch 32][Batch 89], Speed: 143.198 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.436
[Epoch 32][Batch 99], Speed: 146.208 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.435
[Epoch 32][Batch 109], Speed: 146.260 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.435
[Epoch 32][Batch 119], Speed: 131.685 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.434
[Epoch 32][Batch 129], Speed: 145.295 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.433
[Epoch 32][Batch 139], Speed: 139.275 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.433
[Epoch 32][Batch 149], Speed: 136.567 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.432
[Epoch 32][Batch 159], Speed: 142.137 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.431
[Epoch 32][Batch 169], Speed: 152.110 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.431
[Epoch 32][Batch 179], Speed: 135.940 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.430
[Epoch 32][Batch 189], Speed: 141.409 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.429
[Epoch 32][Batch 199], Speed: 135.342 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.429
[Epoch 32][Batch 209], Speed: 141.526 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.428
[Epoch 32][Batch 219], Speed: 135.566 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.427
[Epoch 32][Batch 229], Speed: 142.920 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.427
[Epoch 32][Batch 239], Speed: 140.353 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.426
[Epoch 32][Batch 249], Speed: 142.924 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.425
[Epoch 32][Batch 259], Speed: 146.601 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.239, HeatmapFocal=2.425
[Epoch 32][Batch 269], Speed: 150.774 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.424
[Epoch 32][Batch 279], Speed: 147.066 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.423
[Epoch 32][Batch 289], Speed: 144.904 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.423
[Epoch 32][Batch 299], Speed: 140.323 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.239, HeatmapFocal=2.422
[Epoch 32][Batch 309], Speed: 142.460 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.239, HeatmapFocal=2.421
[Epoch 32][Batch 319], Speed: 140.186 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.421
[Epoch 32][Batch 329], Speed: 145.467 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.420
[Epoch 32][Batch 339], Speed: 142.934 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.419
[Epoch 32][Batch 349], Speed: 146.989 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.419
[Epoch 32][Batch 359], Speed: 140.203 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.418
[Epoch 32][Batch 369], Speed: 146.970 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.417
[Epoch 32][Batch 379], Speed: 144.239 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.417
[Epoch 32][Batch 389], Speed: 143.994 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.416
[Epoch 32][Batch 399], Speed: 140.045 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.415
[Epoch 32][Batch 409], Speed: 160.643 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.415
[Epoch 32][Batch 419], Speed: 154.144 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.414
[Epoch 32][Batch 429], Speed: 161.470 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.413
[Epoch 32][Batch 439], Speed: 161.052 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.413
[Epoch 32][Batch 449], Speed: 67.450 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.412
[Epoch 32][Batch 459], Speed: 131.954 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.411
[Epoch 32][Batch 469], Speed: 152.779 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.411
[Epoch 32][Batch 479], Speed: 154.342 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.410
[Epoch 32][Batch 489], Speed: 159.179 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.410
[Epoch 32][Batch 499], Speed: 144.810 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.409
[Epoch 32][Batch 509], Speed: 154.115 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.408
[Epoch 32] Training cost: 123.627, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.408
[Epoch 33][Batch 9], Speed: 133.231 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.240, HeatmapFocal=2.407
[Epoch 33][Batch 19], Speed: 149.917 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 33][Batch 29], Speed: 144.830 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.406
[Epoch 33][Batch 39], Speed: 137.875 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.405
[Epoch 33][Batch 49], Speed: 149.787 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.405
[Epoch 33][Batch 59], Speed: 147.597 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.239, HeatmapFocal=2.404
[Epoch 33][Batch 69], Speed: 142.593 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.403
[Epoch 33][Batch 79], Speed: 141.486 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.403
[Epoch 33][Batch 89], Speed: 135.217 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.402
[Epoch 33][Batch 99], Speed: 137.734 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.401
[Epoch 33][Batch 109], Speed: 139.476 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.401
[Epoch 33][Batch 119], Speed: 140.762 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.400
[Epoch 33][Batch 129], Speed: 129.293 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.399
[Epoch 33][Batch 139], Speed: 143.474 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.399
[Epoch 33][Batch 149], Speed: 144.362 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.398
[Epoch 33][Batch 159], Speed: 141.533 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.397
[Epoch 33][Batch 169], Speed: 148.049 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.397
[Epoch 33][Batch 179], Speed: 145.286 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.396
[Epoch 33][Batch 189], Speed: 137.653 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.396
[Epoch 33][Batch 199], Speed: 136.545 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.395
[Epoch 33][Batch 209], Speed: 138.396 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.394
[Epoch 33][Batch 219], Speed: 141.099 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.394
[Epoch 33][Batch 229], Speed: 145.222 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.393
[Epoch 33][Batch 239], Speed: 149.012 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.392
[Epoch 33][Batch 249], Speed: 137.689 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.392
[Epoch 33][Batch 259], Speed: 142.297 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.391
[Epoch 33][Batch 269], Speed: 147.090 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.391
[Epoch 33][Batch 279], Speed: 143.975 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.390
[Epoch 33][Batch 289], Speed: 151.447 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.389
[Epoch 33][Batch 299], Speed: 160.267 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.389
[Epoch 33][Batch 309], Speed: 161.087 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.388
[Epoch 33][Batch 319], Speed: 149.347 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.387
[Epoch 33][Batch 329], Speed: 79.909 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.387
[Epoch 33][Batch 339], Speed: 72.559 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.386
[Epoch 33][Batch 349], Speed: 145.558 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.386
[Epoch 33][Batch 359], Speed: 139.499 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.385
[Epoch 33][Batch 369], Speed: 141.593 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.384
[Epoch 33][Batch 379], Speed: 146.844 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.384
[Epoch 33][Batch 389], Speed: 140.908 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.383
[Epoch 33][Batch 399], Speed: 145.336 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.382
[Epoch 33][Batch 409], Speed: 134.853 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.382
[Epoch 33][Batch 419], Speed: 137.190 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.381
[Epoch 33][Batch 429], Speed: 147.020 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.381
[Epoch 33][Batch 439], Speed: 146.115 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.380
[Epoch 33][Batch 449], Speed: 139.667 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.379
[Epoch 33][Batch 459], Speed: 152.149 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.379
[Epoch 33][Batch 469], Speed: 154.132 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.378
[Epoch 33][Batch 479], Speed: 159.411 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.378
[Epoch 33][Batch 489], Speed: 153.193 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.377
[Epoch 33][Batch 499], Speed: 153.464 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.376
[Epoch 33][Batch 509], Speed: 157.224 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.376
[Epoch 33] Training cost: 121.818, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.375
[Epoch 34][Batch 9], Speed: 130.439 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.375
[Epoch 34][Batch 19], Speed: 154.300 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.240, HeatmapFocal=2.374
[Epoch 34][Batch 29], Speed: 147.002 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.374
[Epoch 34][Batch 39], Speed: 135.078 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.241, HeatmapFocal=2.373
[Epoch 34][Batch 49], Speed: 146.857 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.372
[Epoch 34][Batch 59], Speed: 140.919 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.372
[Epoch 34][Batch 69], Speed: 142.357 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.371
[Epoch 34][Batch 79], Speed: 143.368 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.370
[Epoch 34][Batch 89], Speed: 133.544 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.370
[Epoch 34][Batch 99], Speed: 147.500 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.369
[Epoch 34][Batch 109], Speed: 142.847 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.369
[Epoch 34][Batch 119], Speed: 143.686 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.368
[Epoch 34][Batch 129], Speed: 136.471 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.367
[Epoch 34][Batch 139], Speed: 137.387 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.367
[Epoch 34][Batch 149], Speed: 143.202 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.366
[Epoch 34][Batch 159], Speed: 148.586 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.365
[Epoch 34][Batch 169], Speed: 136.684 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.365
[Epoch 34][Batch 179], Speed: 158.380 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.364
[Epoch 34][Batch 189], Speed: 157.413 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.364
[Epoch 34][Batch 199], Speed: 157.869 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.363
[Epoch 34][Batch 209], Speed: 153.323 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.362
[Epoch 34][Batch 219], Speed: 60.797 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.362
[Epoch 34][Batch 229], Speed: 117.234 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.361
[Epoch 34][Batch 239], Speed: 134.415 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.361
[Epoch 34][Batch 249], Speed: 145.420 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.360
[Epoch 34][Batch 259], Speed: 136.603 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.359
[Epoch 34][Batch 269], Speed: 135.454 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.359
[Epoch 34][Batch 279], Speed: 142.971 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.358
[Epoch 34][Batch 289], Speed: 145.577 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.357
[Epoch 34][Batch 299], Speed: 142.822 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.357
[Epoch 34][Batch 309], Speed: 140.942 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.356
[Epoch 34][Batch 319], Speed: 149.854 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.356
[Epoch 34][Batch 329], Speed: 146.282 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.355
[Epoch 34][Batch 339], Speed: 136.886 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.355
[Epoch 34][Batch 349], Speed: 144.779 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.354
[Epoch 34][Batch 359], Speed: 145.378 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.353
[Epoch 34][Batch 369], Speed: 146.100 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.353
[Epoch 34][Batch 379], Speed: 146.193 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.352
[Epoch 34][Batch 389], Speed: 150.129 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.352
[Epoch 34][Batch 399], Speed: 144.758 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.351
[Epoch 34][Batch 409], Speed: 146.949 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.351
[Epoch 34][Batch 419], Speed: 133.871 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.350
[Epoch 34][Batch 429], Speed: 138.727 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.349
[Epoch 34][Batch 439], Speed: 142.262 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.349
[Epoch 34][Batch 449], Speed: 143.560 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.348
[Epoch 34][Batch 459], Speed: 148.935 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.348
[Epoch 34][Batch 469], Speed: 159.464 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.347
[Epoch 34][Batch 479], Speed: 159.612 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.346
[Epoch 34][Batch 489], Speed: 161.400 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.346
[Epoch 34][Batch 499], Speed: 154.874 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.345
[Epoch 34][Batch 509], Speed: 152.466 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.345
[Epoch 34] Training cost: 121.385, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.344
[Epoch 35][Batch 9], Speed: 129.922 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.244, HeatmapFocal=2.344
[Epoch 35][Batch 19], Speed: 136.741 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.242, HeatmapFocal=2.343
[Epoch 35][Batch 29], Speed: 140.093 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.241, HeatmapFocal=2.342
[Epoch 35][Batch 39], Speed: 142.027 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.342
[Epoch 35][Batch 49], Speed: 146.816 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.240, HeatmapFocal=2.341
[Epoch 35][Batch 59], Speed: 159.828 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.341
[Epoch 35][Batch 69], Speed: 160.784 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.340
[Epoch 35][Batch 79], Speed: 158.138 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.339
[Epoch 35][Batch 89], Speed: 156.457 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.339
[Epoch 35][Batch 99], Speed: 160.407 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.338
[Epoch 35][Batch 109], Speed: 80.399 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.338
[Epoch 35][Batch 119], Speed: 140.982 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.337
[Epoch 35][Batch 129], Speed: 134.148 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.336
[Epoch 35][Batch 139], Speed: 140.815 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.336
[Epoch 35][Batch 149], Speed: 143.484 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.335
[Epoch 35][Batch 159], Speed: 142.040 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.335
[Epoch 35][Batch 169], Speed: 144.527 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.334
[Epoch 35][Batch 179], Speed: 140.508 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.333
[Epoch 35][Batch 189], Speed: 139.978 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.333
[Epoch 35][Batch 199], Speed: 148.723 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.332
[Epoch 35][Batch 209], Speed: 143.298 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.332
[Epoch 35][Batch 219], Speed: 136.150 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.331
[Epoch 35][Batch 229], Speed: 146.591 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.331
[Epoch 35][Batch 239], Speed: 149.157 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.330
[Epoch 35][Batch 249], Speed: 141.069 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.329
[Epoch 35][Batch 259], Speed: 146.564 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.240, HeatmapFocal=2.329
[Epoch 35][Batch 269], Speed: 147.920 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.328
[Epoch 35][Batch 279], Speed: 145.159 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.328
[Epoch 35][Batch 289], Speed: 139.365 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.327
[Epoch 35][Batch 299], Speed: 141.722 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.327
[Epoch 35][Batch 309], Speed: 149.165 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.326
[Epoch 35][Batch 319], Speed: 143.391 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.325
[Epoch 35][Batch 329], Speed: 143.763 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.325
[Epoch 35][Batch 339], Speed: 138.266 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.324
[Epoch 35][Batch 349], Speed: 143.215 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.324
[Epoch 35][Batch 359], Speed: 145.300 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.323
[Epoch 35][Batch 369], Speed: 146.629 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.323
[Epoch 35][Batch 379], Speed: 147.921 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.322
[Epoch 35][Batch 389], Speed: 137.650 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.322
[Epoch 35][Batch 399], Speed: 143.762 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.321
[Epoch 35][Batch 409], Speed: 137.470 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.320
[Epoch 35][Batch 419], Speed: 146.952 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.320
[Epoch 35][Batch 429], Speed: 145.124 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.319
[Epoch 35][Batch 439], Speed: 140.134 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.319
[Epoch 35][Batch 449], Speed: 142.831 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.318
[Epoch 35][Batch 459], Speed: 150.568 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.318
[Epoch 35][Batch 469], Speed: 163.756 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.317
[Epoch 35][Batch 479], Speed: 159.771 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.317
[Epoch 35][Batch 489], Speed: 165.682 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.316
[Epoch 35][Batch 499], Speed: 162.194 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.315
[Epoch 35][Batch 509], Speed: 163.436 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.315
[Epoch 35] Training cost: 122.079, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.314
[Epoch 35] Validation: 
aeroplane=0.5987229782428847
bicycle=0.71598730340645
bird=0.7156796466070174
boat=0.533071251572438
bottle=0.48409763409496026
bus=0.7451082045520823
car=0.7343758040936873
cat=0.691127113830391
chair=0.5381355037553219
cow=0.7494947043440299
diningtable=0.46322019360379485
dog=0.7400125069653171
horse=0.7835153248822949
motorbike=0.6861988881692328
person=0.747676003472938
pottedplant=0.40519925289811726
sheep=0.7314569061521712
sofa=0.608440815204764
train=0.7306305483416822
tvmonitor=0.6930049019119824
mAP=0.6547577743050779
[Epoch 36][Batch 9], Speed: 132.770 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.243, HeatmapFocal=2.314
[Epoch 36][Batch 19], Speed: 140.672 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.241, HeatmapFocal=2.313
[Epoch 36][Batch 29], Speed: 142.621 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.313
[Epoch 36][Batch 39], Speed: 145.282 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.240, HeatmapFocal=2.312
[Epoch 36][Batch 49], Speed: 144.321 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.240, HeatmapFocal=2.312
[Epoch 36][Batch 59], Speed: 146.092 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.311
[Epoch 36][Batch 69], Speed: 143.303 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.310
[Epoch 36][Batch 79], Speed: 147.463 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.310
[Epoch 36][Batch 89], Speed: 144.155 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.309
[Epoch 36][Batch 99], Speed: 150.557 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.309
[Epoch 36][Batch 109], Speed: 140.810 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.308
[Epoch 36][Batch 119], Speed: 150.670 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.308
[Epoch 36][Batch 129], Speed: 136.394 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.307
[Epoch 36][Batch 139], Speed: 150.371 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.306
[Epoch 36][Batch 149], Speed: 136.721 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.306
[Epoch 36][Batch 159], Speed: 136.720 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.305
[Epoch 36][Batch 169], Speed: 140.553 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.305
[Epoch 36][Batch 179], Speed: 140.917 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.304
[Epoch 36][Batch 189], Speed: 141.569 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.304
[Epoch 36][Batch 199], Speed: 152.745 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.303
[Epoch 36][Batch 209], Speed: 141.119 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.302
[Epoch 36][Batch 219], Speed: 140.095 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.302
[Epoch 36][Batch 229], Speed: 139.359 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.301
[Epoch 36][Batch 239], Speed: 133.582 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.301
[Epoch 36][Batch 249], Speed: 140.148 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.300
[Epoch 36][Batch 259], Speed: 140.497 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.300
[Epoch 36][Batch 269], Speed: 129.020 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.299
[Epoch 36][Batch 279], Speed: 142.615 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.299
[Epoch 36][Batch 289], Speed: 147.398 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.298
[Epoch 36][Batch 299], Speed: 139.472 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.298
[Epoch 36][Batch 309], Speed: 140.802 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.297
[Epoch 36][Batch 319], Speed: 142.579 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 36][Batch 329], Speed: 138.887 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 36][Batch 339], Speed: 134.872 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.295
[Epoch 36][Batch 349], Speed: 158.918 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.295
[Epoch 36][Batch 359], Speed: 161.351 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.294
[Epoch 36][Batch 369], Speed: 160.044 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.294
[Epoch 36][Batch 379], Speed: 158.248 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.293
[Epoch 36][Batch 389], Speed: 67.080 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.293
[Epoch 36][Batch 399], Speed: 120.797 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.292
[Epoch 36][Batch 409], Speed: 137.106 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.292
[Epoch 36][Batch 419], Speed: 139.062 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.291
[Epoch 36][Batch 429], Speed: 143.797 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.290
[Epoch 36][Batch 439], Speed: 136.155 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.290
[Epoch 36][Batch 449], Speed: 136.557 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.289
[Epoch 36][Batch 459], Speed: 153.869 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.289
[Epoch 36][Batch 469], Speed: 159.319 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.288
[Epoch 36][Batch 479], Speed: 162.198 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.288
[Epoch 36][Batch 489], Speed: 160.490 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.287
[Epoch 36][Batch 499], Speed: 158.090 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.287
[Epoch 36][Batch 509], Speed: 155.412 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.286
[Epoch 36] Training cost: 121.697, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.286
[Epoch 37][Batch 9], Speed: 131.895 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.233, HeatmapFocal=2.285
[Epoch 37][Batch 19], Speed: 144.355 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.285
[Epoch 37][Batch 29], Speed: 144.012 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.284
[Epoch 37][Batch 39], Speed: 142.226 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.284
[Epoch 37][Batch 49], Speed: 145.276 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.236, HeatmapFocal=2.283
[Epoch 37][Batch 59], Speed: 147.855 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.283
[Epoch 37][Batch 69], Speed: 151.362 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.282
[Epoch 37][Batch 79], Speed: 145.012 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.282
[Epoch 37][Batch 89], Speed: 139.148 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.281
[Epoch 37][Batch 99], Speed: 140.972 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.281
[Epoch 37][Batch 109], Speed: 147.842 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.280
[Epoch 37][Batch 119], Speed: 138.516 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.279
[Epoch 37][Batch 129], Speed: 146.489 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.279
[Epoch 37][Batch 139], Speed: 144.212 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.278
[Epoch 37][Batch 149], Speed: 148.254 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.278
[Epoch 37][Batch 159], Speed: 147.364 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.277
[Epoch 37][Batch 169], Speed: 142.283 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.277
[Epoch 37][Batch 179], Speed: 141.889 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.276
[Epoch 37][Batch 189], Speed: 144.406 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.276
[Epoch 37][Batch 199], Speed: 145.010 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.275
[Epoch 37][Batch 209], Speed: 138.794 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.275
[Epoch 37][Batch 219], Speed: 136.104 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.274
[Epoch 37][Batch 229], Speed: 147.889 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.274
[Epoch 37][Batch 239], Speed: 154.705 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.273
[Epoch 37][Batch 249], Speed: 160.660 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.273
[Epoch 37][Batch 259], Speed: 160.346 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.272
[Epoch 37][Batch 269], Speed: 162.727 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.271
[Epoch 37][Batch 279], Speed: 59.687 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.271
[Epoch 37][Batch 289], Speed: 132.819 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.270
[Epoch 37][Batch 299], Speed: 144.521 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.270
[Epoch 37][Batch 309], Speed: 140.630 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.269
[Epoch 37][Batch 319], Speed: 137.354 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.269
[Epoch 37][Batch 329], Speed: 141.006 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.268
[Epoch 37][Batch 339], Speed: 145.333 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.268
[Epoch 37][Batch 349], Speed: 137.338 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.267
[Epoch 37][Batch 359], Speed: 146.576 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.267
[Epoch 37][Batch 369], Speed: 148.052 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.266
[Epoch 37][Batch 379], Speed: 139.145 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.266
[Epoch 37][Batch 389], Speed: 137.249 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.265
[Epoch 37][Batch 399], Speed: 138.061 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.265
[Epoch 37][Batch 409], Speed: 140.236 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.264
[Epoch 37][Batch 419], Speed: 147.132 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.264
[Epoch 37][Batch 429], Speed: 137.263 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.263
[Epoch 37][Batch 439], Speed: 137.347 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.263
[Epoch 37][Batch 449], Speed: 136.578 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.262
[Epoch 37][Batch 459], Speed: 151.675 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.262
[Epoch 37][Batch 469], Speed: 156.355 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.261
[Epoch 37][Batch 479], Speed: 152.141 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.261
[Epoch 37][Batch 489], Speed: 151.390 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.260
[Epoch 37][Batch 499], Speed: 151.228 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.260
[Epoch 37][Batch 509], Speed: 158.846 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.259
[Epoch 37] Training cost: 121.321, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.259
[Epoch 38][Batch 9], Speed: 136.429 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.258
[Epoch 38][Batch 19], Speed: 140.977 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.240, HeatmapFocal=2.258
[Epoch 38][Batch 29], Speed: 146.299 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.257
[Epoch 38][Batch 39], Speed: 150.684 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.241, HeatmapFocal=2.257
[Epoch 38][Batch 49], Speed: 149.595 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.240, HeatmapFocal=2.256
[Epoch 38][Batch 59], Speed: 144.982 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.256
[Epoch 38][Batch 69], Speed: 149.334 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.255
[Epoch 38][Batch 79], Speed: 138.492 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.255
[Epoch 38][Batch 89], Speed: 137.802 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.254
[Epoch 38][Batch 99], Speed: 141.398 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.254
[Epoch 38][Batch 109], Speed: 139.794 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.240, HeatmapFocal=2.253
[Epoch 38][Batch 119], Speed: 161.952 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.253
[Epoch 38][Batch 129], Speed: 157.542 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.252
[Epoch 38][Batch 139], Speed: 158.310 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.240, HeatmapFocal=2.252
[Epoch 38][Batch 149], Speed: 159.763 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.251
[Epoch 38][Batch 159], Speed: 66.515 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.240, HeatmapFocal=2.250
[Epoch 38][Batch 169], Speed: 114.317 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.240, HeatmapFocal=2.250
[Epoch 38][Batch 179], Speed: 142.690 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.240, HeatmapFocal=2.249
[Epoch 38][Batch 189], Speed: 137.578 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.240, HeatmapFocal=2.249
[Epoch 38][Batch 199], Speed: 132.094 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.240, HeatmapFocal=2.248
[Epoch 38][Batch 209], Speed: 143.441 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.248
[Epoch 38][Batch 219], Speed: 146.378 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.247
[Epoch 38][Batch 229], Speed: 144.331 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.247
[Epoch 38][Batch 239], Speed: 137.155 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.246
[Epoch 38][Batch 249], Speed: 144.061 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.246
[Epoch 38][Batch 259], Speed: 144.063 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 38][Batch 269], Speed: 142.770 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 38][Batch 279], Speed: 147.642 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 38][Batch 289], Speed: 146.861 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 38][Batch 299], Speed: 145.472 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.243
[Epoch 38][Batch 309], Speed: 148.911 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.243
[Epoch 38][Batch 319], Speed: 141.494 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.242
[Epoch 38][Batch 329], Speed: 148.742 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.242
[Epoch 38][Batch 339], Speed: 146.314 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.241
[Epoch 38][Batch 349], Speed: 141.852 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.241
[Epoch 38][Batch 359], Speed: 144.005 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.240
[Epoch 38][Batch 369], Speed: 135.584 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.240
[Epoch 38][Batch 379], Speed: 142.917 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.239
[Epoch 38][Batch 389], Speed: 140.144 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.239
[Epoch 38][Batch 399], Speed: 137.793 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.238
[Epoch 38][Batch 409], Speed: 143.608 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.238
[Epoch 38][Batch 419], Speed: 145.613 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.237
[Epoch 38][Batch 429], Speed: 139.008 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.237
[Epoch 38][Batch 439], Speed: 144.700 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.236
[Epoch 38][Batch 449], Speed: 146.036 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.236
[Epoch 38][Batch 459], Speed: 154.468 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.235
[Epoch 38][Batch 469], Speed: 153.379 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.235
[Epoch 38][Batch 479], Speed: 155.369 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.234
[Epoch 38][Batch 489], Speed: 154.698 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.234
[Epoch 38][Batch 499], Speed: 154.981 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.233
[Epoch 38][Batch 509], Speed: 155.347 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.233
[Epoch 38] Training cost: 121.455, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.232
[Epoch 39][Batch 9], Speed: 151.589 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.232
[Epoch 39][Batch 19], Speed: 157.562 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.231
[Epoch 39][Batch 29], Speed: 154.245 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.231
[Epoch 39][Batch 39], Speed: 155.737 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.230
[Epoch 39][Batch 49], Speed: 71.645 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.230
[Epoch 39][Batch 59], Speed: 130.077 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.229
[Epoch 39][Batch 69], Speed: 140.809 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.229
[Epoch 39][Batch 79], Speed: 140.280 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.228
[Epoch 39][Batch 89], Speed: 137.077 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.228
[Epoch 39][Batch 99], Speed: 140.078 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.227
[Epoch 39][Batch 109], Speed: 145.049 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.227
[Epoch 39][Batch 119], Speed: 142.880 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.226
[Epoch 39][Batch 129], Speed: 137.095 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.226
[Epoch 39][Batch 139], Speed: 142.392 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.225
[Epoch 39][Batch 149], Speed: 146.811 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.225
[Epoch 39][Batch 159], Speed: 143.229 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.224
[Epoch 39][Batch 169], Speed: 134.052 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.224
[Epoch 39][Batch 179], Speed: 148.655 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.223
[Epoch 39][Batch 189], Speed: 145.615 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.223
[Epoch 39][Batch 199], Speed: 144.322 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.222
[Epoch 39][Batch 209], Speed: 137.423 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.222
[Epoch 39][Batch 219], Speed: 140.804 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.221
[Epoch 39][Batch 229], Speed: 142.535 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.221
[Epoch 39][Batch 239], Speed: 141.472 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.221
[Epoch 39][Batch 249], Speed: 146.518 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.220
[Epoch 39][Batch 259], Speed: 139.712 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.220
[Epoch 39][Batch 269], Speed: 141.457 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.219
[Epoch 39][Batch 279], Speed: 141.080 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.219
[Epoch 39][Batch 289], Speed: 132.761 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.218
[Epoch 39][Batch 299], Speed: 144.586 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.218
[Epoch 39][Batch 309], Speed: 139.542 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.217
[Epoch 39][Batch 319], Speed: 146.641 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.217
[Epoch 39][Batch 329], Speed: 143.124 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.216
[Epoch 39][Batch 339], Speed: 145.537 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.216
[Epoch 39][Batch 349], Speed: 140.364 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.215
[Epoch 39][Batch 359], Speed: 145.961 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.215
[Epoch 39][Batch 369], Speed: 146.977 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.214
[Epoch 39][Batch 379], Speed: 136.838 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.214
[Epoch 39][Batch 389], Speed: 148.581 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.213
[Epoch 39][Batch 399], Speed: 147.669 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.213
[Epoch 39][Batch 409], Speed: 147.860 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.212
[Epoch 39][Batch 419], Speed: 161.191 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.212
[Epoch 39][Batch 429], Speed: 151.180 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.211
[Epoch 39][Batch 439], Speed: 160.033 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.211
[Epoch 39][Batch 449], Speed: 157.297 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.210
[Epoch 39][Batch 459], Speed: 143.264 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.210
[Epoch 39][Batch 469], Speed: 160.423 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.209
[Epoch 39][Batch 479], Speed: 158.430 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.209
[Epoch 39][Batch 489], Speed: 158.721 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.209
[Epoch 39][Batch 499], Speed: 161.674 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.208
[Epoch 39][Batch 509], Speed: 164.507 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.208
[Epoch 39] Training cost: 121.789, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.207
[Epoch 40][Batch 9], Speed: 148.390 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.244, HeatmapFocal=2.207
[Epoch 40][Batch 19], Speed: 155.285 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.206
[Epoch 40][Batch 29], Speed: 65.250 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.241, HeatmapFocal=2.206
[Epoch 40][Batch 39], Speed: 145.791 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.240, HeatmapFocal=2.205
[Epoch 40][Batch 49], Speed: 147.200 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.241, HeatmapFocal=2.205
[Epoch 40][Batch 59], Speed: 134.930 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.240, HeatmapFocal=2.204
[Epoch 40][Batch 69], Speed: 144.335 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.239, HeatmapFocal=2.204
[Epoch 40][Batch 79], Speed: 143.433 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 40][Batch 89], Speed: 142.551 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 40][Batch 99], Speed: 140.778 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.202
[Epoch 40][Batch 109], Speed: 138.682 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.202
[Epoch 40][Batch 119], Speed: 147.394 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 40][Batch 129], Speed: 143.609 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 40][Batch 139], Speed: 140.642 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 40][Batch 149], Speed: 143.568 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.200
[Epoch 40][Batch 159], Speed: 138.559 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.200
[Epoch 40][Batch 169], Speed: 135.869 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.199
[Epoch 40][Batch 179], Speed: 145.354 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.199
[Epoch 40][Batch 189], Speed: 143.318 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.198
[Epoch 40][Batch 199], Speed: 137.579 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.198
[Epoch 40][Batch 209], Speed: 138.505 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.197
[Epoch 40][Batch 219], Speed: 146.214 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.197
[Epoch 40][Batch 229], Speed: 139.448 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.196
[Epoch 40][Batch 239], Speed: 148.986 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.196
[Epoch 40][Batch 249], Speed: 140.989 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.195
[Epoch 40][Batch 259], Speed: 152.959 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.195
[Epoch 40][Batch 269], Speed: 142.801 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.195
[Epoch 40][Batch 279], Speed: 144.074 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.194
[Epoch 40][Batch 289], Speed: 144.501 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.194
[Epoch 40][Batch 299], Speed: 147.740 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.193
[Epoch 40][Batch 309], Speed: 144.934 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.193
[Epoch 40][Batch 319], Speed: 139.855 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.192
[Epoch 40][Batch 329], Speed: 143.412 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.192
[Epoch 40][Batch 339], Speed: 142.035 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.191
[Epoch 40][Batch 349], Speed: 143.111 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.191
[Epoch 40][Batch 359], Speed: 143.882 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.190
[Epoch 40][Batch 369], Speed: 146.108 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.190
[Epoch 40][Batch 379], Speed: 139.957 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.189
[Epoch 40][Batch 389], Speed: 162.573 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.189
[Epoch 40][Batch 399], Speed: 160.349 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.188
[Epoch 40][Batch 409], Speed: 153.890 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.188
[Epoch 40][Batch 419], Speed: 160.133 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.188
[Epoch 40][Batch 429], Speed: 76.174 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.187
[Epoch 40][Batch 439], Speed: 83.097 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.187
[Epoch 40][Batch 449], Speed: 139.336 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.186
[Epoch 40][Batch 459], Speed: 153.592 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.186
[Epoch 40][Batch 469], Speed: 159.245 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.185
[Epoch 40][Batch 479], Speed: 160.199 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.185
[Epoch 40][Batch 489], Speed: 161.076 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.184
[Epoch 40][Batch 499], Speed: 158.611 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.184
[Epoch 40][Batch 509], Speed: 152.004 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 40] Training cost: 123.189, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 40] Validation: 
aeroplane=0.6370068433898748
bicycle=0.6627751006439035
bird=0.6860584241050911
boat=0.4700465934876769
bottle=0.49781057200946616
bus=0.7020938754984233
car=0.75699370108666
cat=0.7823617198165327
chair=0.5481785015759736
cow=0.8039246388099922
diningtable=0.5697613276732524
dog=0.7401587953833599
horse=0.6131053962338484
motorbike=0.6769598078515664
person=0.7609288722690548
pottedplant=0.4874726660991632
sheep=0.6903268067011651
sofa=0.6582272143890613
train=0.7712403406746084
tvmonitor=0.6976104189920318
mAP=0.6606520808345353
[Epoch 41][Batch 9], Speed: 133.086 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.240, HeatmapFocal=2.183
[Epoch 41][Batch 19], Speed: 147.624 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.182
[Epoch 41][Batch 29], Speed: 145.940 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.182
[Epoch 41][Batch 39], Speed: 142.118 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.181
[Epoch 41][Batch 49], Speed: 145.022 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.181
[Epoch 41][Batch 59], Speed: 137.927 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.180
[Epoch 41][Batch 69], Speed: 143.768 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.180
[Epoch 41][Batch 79], Speed: 144.340 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.179
[Epoch 41][Batch 89], Speed: 142.321 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.179
[Epoch 41][Batch 99], Speed: 147.367 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.178
[Epoch 41][Batch 109], Speed: 144.228 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.178
[Epoch 41][Batch 119], Speed: 145.701 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.178
[Epoch 41][Batch 129], Speed: 143.339 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.177
[Epoch 41][Batch 139], Speed: 144.880 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.177
[Epoch 41][Batch 149], Speed: 147.075 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.176
[Epoch 41][Batch 159], Speed: 148.426 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.176
[Epoch 41][Batch 169], Speed: 161.343 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.175
[Epoch 41][Batch 179], Speed: 156.272 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.175
[Epoch 41][Batch 189], Speed: 153.813 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.174
[Epoch 41][Batch 199], Speed: 160.352 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.174
[Epoch 41][Batch 209], Speed: 68.589 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.173
[Epoch 41][Batch 219], Speed: 108.414 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.173
[Epoch 41][Batch 229], Speed: 144.320 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.172
[Epoch 41][Batch 239], Speed: 147.913 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.172
[Epoch 41][Batch 249], Speed: 137.474 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.172
[Epoch 41][Batch 259], Speed: 139.141 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.171
[Epoch 41][Batch 269], Speed: 143.586 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.171
[Epoch 41][Batch 279], Speed: 150.192 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.170
[Epoch 41][Batch 289], Speed: 141.642 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.238, HeatmapFocal=2.170
[Epoch 41][Batch 299], Speed: 138.472 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.169
[Epoch 41][Batch 309], Speed: 139.927 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.169
[Epoch 41][Batch 319], Speed: 147.359 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.168
[Epoch 41][Batch 329], Speed: 147.020 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.168
[Epoch 41][Batch 339], Speed: 129.525 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.167
[Epoch 41][Batch 349], Speed: 147.373 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.167
[Epoch 41][Batch 359], Speed: 139.166 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.167
[Epoch 41][Batch 369], Speed: 143.741 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.166
[Epoch 41][Batch 379], Speed: 149.524 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.166
[Epoch 41][Batch 389], Speed: 146.896 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.165
[Epoch 41][Batch 399], Speed: 136.317 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.165
[Epoch 41][Batch 409], Speed: 136.599 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.164
[Epoch 41][Batch 419], Speed: 147.985 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.164
[Epoch 41][Batch 429], Speed: 139.331 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.163
[Epoch 41][Batch 439], Speed: 132.612 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.163
[Epoch 41][Batch 449], Speed: 145.521 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.162
[Epoch 41][Batch 459], Speed: 143.597 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.162
[Epoch 41][Batch 469], Speed: 154.498 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.161
[Epoch 41][Batch 479], Speed: 150.159 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.161
[Epoch 41][Batch 489], Speed: 150.834 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.161
[Epoch 41][Batch 499], Speed: 154.120 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.160
[Epoch 41][Batch 509], Speed: 154.673 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.160
[Epoch 41] Training cost: 121.710, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.159
[Epoch 42][Batch 9], Speed: 127.284 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.159
[Epoch 42][Batch 19], Speed: 148.542 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.159
[Epoch 42][Batch 29], Speed: 135.086 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.158
[Epoch 42][Batch 39], Speed: 141.586 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 42][Batch 49], Speed: 150.555 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.157
[Epoch 42][Batch 59], Speed: 159.488 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.157
[Epoch 42][Batch 69], Speed: 156.676 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.156
[Epoch 42][Batch 79], Speed: 154.923 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.156
[Epoch 42][Batch 89], Speed: 159.427 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.155
[Epoch 42][Batch 99], Speed: 52.872 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.155
[Epoch 42][Batch 109], Speed: 138.583 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.154
[Epoch 42][Batch 119], Speed: 139.120 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.154
[Epoch 42][Batch 129], Speed: 140.818 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.154
[Epoch 42][Batch 139], Speed: 134.776 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.153
[Epoch 42][Batch 149], Speed: 136.752 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.153
[Epoch 42][Batch 159], Speed: 141.509 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.152
[Epoch 42][Batch 169], Speed: 143.788 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.152
[Epoch 42][Batch 179], Speed: 145.139 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.151
[Epoch 42][Batch 189], Speed: 140.559 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.151
[Epoch 42][Batch 199], Speed: 143.117 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.150
[Epoch 42][Batch 209], Speed: 143.498 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.150
[Epoch 42][Batch 219], Speed: 142.382 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.150
[Epoch 42][Batch 229], Speed: 139.897 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.149
[Epoch 42][Batch 239], Speed: 149.400 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.149
[Epoch 42][Batch 249], Speed: 141.665 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.148
[Epoch 42][Batch 259], Speed: 138.521 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.148
[Epoch 42][Batch 269], Speed: 141.319 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.147
[Epoch 42][Batch 279], Speed: 148.880 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.147
[Epoch 42][Batch 289], Speed: 145.701 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.147
[Epoch 42][Batch 299], Speed: 141.025 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.146
[Epoch 42][Batch 309], Speed: 139.239 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.146
[Epoch 42][Batch 319], Speed: 135.934 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 42][Batch 329], Speed: 139.973 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.145
[Epoch 42][Batch 339], Speed: 136.585 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.144
[Epoch 42][Batch 349], Speed: 146.174 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.144
[Epoch 42][Batch 359], Speed: 147.186 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.143
[Epoch 42][Batch 369], Speed: 145.739 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.143
[Epoch 42][Batch 379], Speed: 140.338 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.143
[Epoch 42][Batch 389], Speed: 139.216 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.142
[Epoch 42][Batch 399], Speed: 143.618 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.142
[Epoch 42][Batch 409], Speed: 139.449 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.141
[Epoch 42][Batch 419], Speed: 147.413 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.141
[Epoch 42][Batch 429], Speed: 144.043 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 42][Batch 439], Speed: 140.468 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 42][Batch 449], Speed: 139.027 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.140
[Epoch 42][Batch 459], Speed: 156.030 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.139
[Epoch 42][Batch 469], Speed: 165.606 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.139
[Epoch 42][Batch 479], Speed: 165.579 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.138
[Epoch 42][Batch 489], Speed: 164.980 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.138
[Epoch 42][Batch 499], Speed: 85.381 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 42][Batch 509], Speed: 78.700 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.137
[Epoch 42] Training cost: 123.533, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 43][Batch 9], Speed: 141.004 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.239, HeatmapFocal=2.136
[Epoch 43][Batch 19], Speed: 147.756 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.239, HeatmapFocal=2.136
[Epoch 43][Batch 29], Speed: 143.237 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.239, HeatmapFocal=2.135
[Epoch 43][Batch 39], Speed: 141.910 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=2.135
[Epoch 43][Batch 49], Speed: 150.229 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.238, HeatmapFocal=2.135
[Epoch 43][Batch 59], Speed: 143.660 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.134
[Epoch 43][Batch 69], Speed: 143.290 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.238, HeatmapFocal=2.134
[Epoch 43][Batch 79], Speed: 149.726 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 43][Batch 89], Speed: 148.682 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 43][Batch 99], Speed: 137.247 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 43][Batch 109], Speed: 142.174 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.132
[Epoch 43][Batch 119], Speed: 147.417 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.132
[Epoch 43][Batch 129], Speed: 143.864 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.238, HeatmapFocal=2.131
[Epoch 43][Batch 139], Speed: 146.094 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.131
[Epoch 43][Batch 149], Speed: 139.848 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=2.130
[Epoch 43][Batch 159], Speed: 148.914 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=2.130
[Epoch 43][Batch 169], Speed: 143.382 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.130
[Epoch 43][Batch 179], Speed: 140.575 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=2.129
[Epoch 43][Batch 189], Speed: 133.949 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.129
[Epoch 43][Batch 199], Speed: 136.602 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.128
[Epoch 43][Batch 209], Speed: 145.458 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.128
[Epoch 43][Batch 219], Speed: 141.054 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.127
[Epoch 43][Batch 229], Speed: 140.526 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.238, HeatmapFocal=2.127
[Epoch 43][Batch 239], Speed: 143.741 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.127
[Epoch 43][Batch 249], Speed: 145.974 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.126
[Epoch 43][Batch 259], Speed: 136.613 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.126
[Epoch 43][Batch 269], Speed: 138.229 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.125
[Epoch 43][Batch 279], Speed: 145.718 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.125
[Epoch 43][Batch 289], Speed: 138.893 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.124
[Epoch 43][Batch 299], Speed: 143.338 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.124
[Epoch 43][Batch 309], Speed: 145.405 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.124
[Epoch 43][Batch 319], Speed: 139.772 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.123
[Epoch 43][Batch 329], Speed: 135.079 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.123
[Epoch 43][Batch 339], Speed: 137.761 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.122
[Epoch 43][Batch 349], Speed: 154.573 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.122
[Epoch 43][Batch 359], Speed: 161.488 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.121
[Epoch 43][Batch 369], Speed: 158.408 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.121
[Epoch 43][Batch 379], Speed: 159.037 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.121
[Epoch 43][Batch 389], Speed: 61.097 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.120
[Epoch 43][Batch 399], Speed: 145.275 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.120
[Epoch 43][Batch 409], Speed: 143.857 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.119
[Epoch 43][Batch 419], Speed: 142.298 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.119
[Epoch 43][Batch 429], Speed: 143.985 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.119
[Epoch 43][Batch 439], Speed: 150.622 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.118
[Epoch 43][Batch 449], Speed: 156.911 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.118
[Epoch 43][Batch 459], Speed: 162.402 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.117
[Epoch 43][Batch 469], Speed: 162.048 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.117
[Epoch 43][Batch 479], Speed: 77.792 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.117
[Epoch 43][Batch 489], Speed: 147.317 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.116
[Epoch 43][Batch 499], Speed: 157.766 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.116
[Epoch 43][Batch 509], Speed: 149.780 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.115
[Epoch 43] Training cost: 121.549, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.115
[Epoch 44][Batch 9], Speed: 129.030 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.115
[Epoch 44][Batch 19], Speed: 134.807 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.114
[Epoch 44][Batch 29], Speed: 143.589 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=2.114
[Epoch 44][Batch 39], Speed: 147.405 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=2.113
[Epoch 44][Batch 49], Speed: 144.696 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.113
[Epoch 44][Batch 59], Speed: 144.172 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.112
[Epoch 44][Batch 69], Speed: 137.171 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.112
[Epoch 44][Batch 79], Speed: 145.236 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.112
[Epoch 44][Batch 89], Speed: 140.658 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 44][Batch 99], Speed: 148.658 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 44][Batch 109], Speed: 148.835 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 44][Batch 119], Speed: 140.378 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 44][Batch 129], Speed: 136.821 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.109
[Epoch 44][Batch 139], Speed: 146.649 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.109
[Epoch 44][Batch 149], Speed: 131.784 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.109
[Epoch 44][Batch 159], Speed: 139.659 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 44][Batch 169], Speed: 139.245 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 44][Batch 179], Speed: 145.230 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 44][Batch 189], Speed: 136.523 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 44][Batch 199], Speed: 142.053 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 44][Batch 209], Speed: 141.895 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.106
[Epoch 44][Batch 219], Speed: 141.577 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.106
[Epoch 44][Batch 229], Speed: 135.577 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 44][Batch 239], Speed: 142.239 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 44][Batch 249], Speed: 141.022 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 44][Batch 259], Speed: 145.443 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.104
[Epoch 44][Batch 269], Speed: 145.372 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.104
[Epoch 44][Batch 279], Speed: 138.190 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.103
[Epoch 44][Batch 289], Speed: 137.106 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.103
[Epoch 44][Batch 299], Speed: 144.113 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.103
[Epoch 44][Batch 309], Speed: 141.626 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 44][Batch 319], Speed: 141.771 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.102
[Epoch 44][Batch 329], Speed: 156.366 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.101
[Epoch 44][Batch 339], Speed: 154.406 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.101
[Epoch 44][Batch 349], Speed: 157.353 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.101
[Epoch 44][Batch 359], Speed: 155.773 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.100
[Epoch 44][Batch 369], Speed: 76.924 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.100
[Epoch 44][Batch 379], Speed: 122.562 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.099
[Epoch 44][Batch 389], Speed: 140.866 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.099
[Epoch 44][Batch 399], Speed: 130.445 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.099
[Epoch 44][Batch 409], Speed: 138.892 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.098
[Epoch 44][Batch 419], Speed: 141.074 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.098
[Epoch 44][Batch 429], Speed: 144.583 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 44][Batch 439], Speed: 150.491 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 44][Batch 449], Speed: 137.135 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 44][Batch 459], Speed: 149.583 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.096
[Epoch 44][Batch 469], Speed: 157.085 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.096
[Epoch 44][Batch 479], Speed: 154.333 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.095
[Epoch 44][Batch 489], Speed: 152.952 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.095
[Epoch 44][Batch 499], Speed: 148.612 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.095
[Epoch 44][Batch 509], Speed: 157.029 samples/sec, LR=1.25e-05, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.094
[Epoch 44] Training cost: 121.549, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.094
[Epoch 45][Batch 9], Speed: 132.786 samples/sec, LR=1.25e-05, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.093
[Epoch 45][Batch 19], Speed: 146.226 samples/sec, LR=1.25e-05, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.093
[Epoch 45][Batch 29], Speed: 144.630 samples/sec, LR=1.25e-05, WHL1=0.295, CenterRegL1=0.239, HeatmapFocal=2.093
[Epoch 45][Batch 39], Speed: 144.043 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.238, HeatmapFocal=2.092
[Epoch 45][Batch 49], Speed: 140.123 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.237, HeatmapFocal=2.092
[Epoch 45][Batch 59], Speed: 139.709 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.237, HeatmapFocal=2.091
[Epoch 45][Batch 69], Speed: 138.331 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.236, HeatmapFocal=2.091
[Epoch 45][Batch 79], Speed: 139.443 samples/sec, LR=1.25e-05, WHL1=0.286, CenterRegL1=0.236, HeatmapFocal=2.090
[Epoch 45][Batch 89], Speed: 144.300 samples/sec, LR=1.25e-05, WHL1=0.286, CenterRegL1=0.237, HeatmapFocal=2.090
[Epoch 45][Batch 99], Speed: 144.032 samples/sec, LR=1.25e-05, WHL1=0.285, CenterRegL1=0.236, HeatmapFocal=2.090
[Epoch 45][Batch 109], Speed: 138.507 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.236, HeatmapFocal=2.089
[Epoch 45][Batch 119], Speed: 140.320 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.236, HeatmapFocal=2.089
[Epoch 45][Batch 129], Speed: 142.135 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.236, HeatmapFocal=2.088
[Epoch 45][Batch 139], Speed: 141.642 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.088
[Epoch 45][Batch 149], Speed: 145.733 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.087
[Epoch 45][Batch 159], Speed: 141.512 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.087
[Epoch 45][Batch 169], Speed: 137.611 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.086
[Epoch 45][Batch 179], Speed: 140.556 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.086
[Epoch 45][Batch 189], Speed: 140.261 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.085
[Epoch 45][Batch 199], Speed: 144.213 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.085
[Epoch 45][Batch 209], Speed: 155.866 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.085
[Epoch 45][Batch 219], Speed: 154.161 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.084
[Epoch 45][Batch 229], Speed: 153.142 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.084
[Epoch 45][Batch 239], Speed: 157.747 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.083
[Epoch 45][Batch 249], Speed: 101.336 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.083
[Epoch 45][Batch 259], Speed: 66.561 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.082
[Epoch 45][Batch 269], Speed: 131.123 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.082
[Epoch 45][Batch 279], Speed: 146.596 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.081
[Epoch 45][Batch 289], Speed: 138.409 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.081
[Epoch 45][Batch 299], Speed: 142.732 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.080
[Epoch 45][Batch 309], Speed: 144.328 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.080
[Epoch 45][Batch 319], Speed: 138.455 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.080
[Epoch 45][Batch 329], Speed: 143.560 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.079
[Epoch 45][Batch 339], Speed: 143.115 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.079
[Epoch 45][Batch 349], Speed: 137.799 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.078
[Epoch 45][Batch 359], Speed: 141.604 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.078
[Epoch 45][Batch 369], Speed: 146.055 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.077
[Epoch 45][Batch 379], Speed: 143.494 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.077
[Epoch 45][Batch 389], Speed: 142.090 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.076
[Epoch 45][Batch 399], Speed: 139.120 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.076
[Epoch 45][Batch 409], Speed: 148.624 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.076
[Epoch 45][Batch 419], Speed: 137.088 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.075
[Epoch 45][Batch 429], Speed: 148.010 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.075
[Epoch 45][Batch 439], Speed: 139.522 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.074
[Epoch 45][Batch 449], Speed: 145.432 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.074
[Epoch 45][Batch 459], Speed: 144.294 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.073
[Epoch 45][Batch 469], Speed: 160.625 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.073
[Epoch 45][Batch 479], Speed: 157.958 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.072
[Epoch 45][Batch 489], Speed: 154.953 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.072
[Epoch 45][Batch 499], Speed: 156.897 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.071
[Epoch 45][Batch 509], Speed: 151.659 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.071
[Epoch 45] Training cost: 121.783, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.071
[Epoch 45] Validation: 
aeroplane=0.706896538095584
bicycle=0.7719203525373455
bird=0.740505765322437
boat=0.5943960009348225
bottle=0.5128467911346519
bus=0.8045027309755883
car=0.8247662663174458
cat=0.8454140762059953
chair=0.5897829235994793
cow=0.8209563216296679
diningtable=0.5807661444564653
dog=0.8039578057998883
horse=0.8379469400987762
motorbike=0.7335768965148772
person=0.7684806867368532
pottedplant=0.4885159305387949
sheep=0.7706955602120901
sofa=0.6866342505401871
train=0.774751706261611
tvmonitor=0.7338777142639479
mAP=0.7195595701088254
[Epoch 46][Batch 9], Speed: 151.969 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=2.070
[Epoch 46][Batch 19], Speed: 154.867 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.070
[Epoch 46][Batch 29], Speed: 81.678 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=2.069
[Epoch 46][Batch 39], Speed: 108.574 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.069
[Epoch 46][Batch 49], Speed: 146.206 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.234, HeatmapFocal=2.068
[Epoch 46][Batch 59], Speed: 147.411 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.234, HeatmapFocal=2.068
[Epoch 46][Batch 69], Speed: 142.631 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.233, HeatmapFocal=2.067
[Epoch 46][Batch 79], Speed: 137.121 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.233, HeatmapFocal=2.067
[Epoch 46][Batch 89], Speed: 135.679 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=2.067
[Epoch 46][Batch 99], Speed: 139.344 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=2.066
[Epoch 46][Batch 109], Speed: 149.396 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.066
[Epoch 46][Batch 119], Speed: 139.580 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.065
[Epoch 46][Batch 129], Speed: 148.209 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.065
[Epoch 46][Batch 139], Speed: 140.085 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.064
[Epoch 46][Batch 149], Speed: 143.876 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.064
[Epoch 46][Batch 159], Speed: 149.024 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.063
[Epoch 46][Batch 169], Speed: 144.795 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=2.063
[Epoch 46][Batch 179], Speed: 147.955 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 46][Batch 189], Speed: 144.319 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 46][Batch 199], Speed: 137.393 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=2.062
[Epoch 46][Batch 209], Speed: 139.454 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=2.061
[Epoch 46][Batch 219], Speed: 141.175 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=2.061
[Epoch 46][Batch 229], Speed: 139.951 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.060
[Epoch 46][Batch 239], Speed: 143.393 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.060
[Epoch 46][Batch 249], Speed: 143.434 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.059
[Epoch 46][Batch 259], Speed: 145.699 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.059
[Epoch 46][Batch 269], Speed: 146.735 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.058
[Epoch 46][Batch 279], Speed: 145.073 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.058
[Epoch 46][Batch 289], Speed: 144.114 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.057
[Epoch 46][Batch 299], Speed: 150.061 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.057
[Epoch 46][Batch 309], Speed: 138.656 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.057
[Epoch 46][Batch 319], Speed: 142.822 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.056
[Epoch 46][Batch 329], Speed: 147.126 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.056
[Epoch 46][Batch 339], Speed: 144.784 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.055
[Epoch 46][Batch 349], Speed: 149.578 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.055
[Epoch 46][Batch 359], Speed: 141.569 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.054
[Epoch 46][Batch 369], Speed: 140.818 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.054
[Epoch 46][Batch 379], Speed: 136.819 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.054
[Epoch 46][Batch 389], Speed: 145.528 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.053
[Epoch 46][Batch 399], Speed: 160.125 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.053
[Epoch 46][Batch 409], Speed: 162.835 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.052
[Epoch 46][Batch 419], Speed: 153.686 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.052
[Epoch 46][Batch 429], Speed: 158.467 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.051
[Epoch 46][Batch 439], Speed: 63.874 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.051
[Epoch 46][Batch 449], Speed: 122.641 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.050
[Epoch 46][Batch 459], Speed: 151.208 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.050
[Epoch 46][Batch 469], Speed: 155.165 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.050
[Epoch 46][Batch 479], Speed: 158.063 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.049
[Epoch 46][Batch 489], Speed: 158.021 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.049
[Epoch 46][Batch 499], Speed: 158.500 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.048
[Epoch 46][Batch 509], Speed: 158.422 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.048
[Epoch 46] Training cost: 123.176, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=2.047
[Epoch 47][Batch 9], Speed: 130.551 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=2.047
[Epoch 47][Batch 19], Speed: 149.629 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.237, HeatmapFocal=2.047
[Epoch 47][Batch 29], Speed: 149.843 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.046
[Epoch 47][Batch 39], Speed: 145.012 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=2.046
[Epoch 47][Batch 49], Speed: 132.558 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=2.045
[Epoch 47][Batch 59], Speed: 147.602 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=2.045
[Epoch 47][Batch 69], Speed: 133.456 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.044
[Epoch 47][Batch 79], Speed: 141.477 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.044
[Epoch 47][Batch 89], Speed: 134.098 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.043
[Epoch 47][Batch 99], Speed: 142.963 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.043
[Epoch 47][Batch 109], Speed: 141.629 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.043
[Epoch 47][Batch 119], Speed: 139.077 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.042
[Epoch 47][Batch 129], Speed: 145.228 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 47][Batch 139], Speed: 137.860 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=2.041
[Epoch 47][Batch 149], Speed: 133.178 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.041
[Epoch 47][Batch 159], Speed: 145.883 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.040
[Epoch 47][Batch 169], Speed: 149.153 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.040
[Epoch 47][Batch 179], Speed: 145.570 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.039
[Epoch 47][Batch 189], Speed: 142.641 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.039
[Epoch 47][Batch 199], Speed: 145.672 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.039
[Epoch 47][Batch 209], Speed: 138.675 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.038
[Epoch 47][Batch 219], Speed: 144.411 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=2.038
[Epoch 47][Batch 229], Speed: 144.461 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.037
[Epoch 47][Batch 239], Speed: 145.282 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.037
[Epoch 47][Batch 249], Speed: 137.759 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=2.036
[Epoch 47][Batch 259], Speed: 140.517 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=2.036
[Epoch 47][Batch 269], Speed: 138.371 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.036
[Epoch 47][Batch 279], Speed: 157.008 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.035
[Epoch 47][Batch 289], Speed: 153.963 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.035
[Epoch 47][Batch 299], Speed: 152.064 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 47][Batch 309], Speed: 160.829 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 47][Batch 319], Speed: 56.034 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 47][Batch 329], Speed: 137.746 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 47][Batch 339], Speed: 138.759 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 47][Batch 349], Speed: 150.960 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.236, HeatmapFocal=2.032
[Epoch 47][Batch 359], Speed: 140.138 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.032
[Epoch 47][Batch 369], Speed: 150.679 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 47][Batch 379], Speed: 163.129 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 47][Batch 389], Speed: 151.717 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 47][Batch 399], Speed: 162.166 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 47][Batch 409], Speed: 74.096 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 47][Batch 419], Speed: 78.386 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.029
[Epoch 47][Batch 429], Speed: 141.996 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.029
[Epoch 47][Batch 439], Speed: 143.901 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 47][Batch 449], Speed: 144.631 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 47][Batch 459], Speed: 146.233 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 47][Batch 469], Speed: 153.528 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 47][Batch 479], Speed: 150.122 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 47][Batch 489], Speed: 153.230 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 47][Batch 499], Speed: 152.484 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 47][Batch 509], Speed: 157.390 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 47] Training cost: 122.651, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 48][Batch 9], Speed: 129.639 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=2.024
[Epoch 48][Batch 19], Speed: 128.281 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.233, HeatmapFocal=2.024
[Epoch 48][Batch 29], Speed: 149.821 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 48][Batch 39], Speed: 137.461 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 48][Batch 49], Speed: 140.769 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 48][Batch 59], Speed: 139.932 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=2.022
[Epoch 48][Batch 69], Speed: 147.527 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.022
[Epoch 48][Batch 79], Speed: 136.932 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=2.021
[Epoch 48][Batch 89], Speed: 145.802 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=2.021
[Epoch 48][Batch 99], Speed: 141.867 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.021
[Epoch 48][Batch 109], Speed: 139.954 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=2.020
[Epoch 48][Batch 119], Speed: 140.260 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=2.020
[Epoch 48][Batch 129], Speed: 143.449 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=2.019
[Epoch 48][Batch 139], Speed: 140.102 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=2.019
[Epoch 48][Batch 149], Speed: 148.095 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.019
[Epoch 48][Batch 159], Speed: 137.010 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=2.018
[Epoch 48][Batch 169], Speed: 141.465 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.018
[Epoch 48][Batch 179], Speed: 136.700 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 48][Batch 189], Speed: 137.764 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 48][Batch 199], Speed: 143.086 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 48][Batch 209], Speed: 144.901 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 48][Batch 219], Speed: 145.981 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 48][Batch 229], Speed: 146.141 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 48][Batch 239], Speed: 133.217 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 48][Batch 249], Speed: 152.041 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.014
[Epoch 48][Batch 259], Speed: 156.850 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.014
[Epoch 48][Batch 269], Speed: 159.273 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.014
[Epoch 48][Batch 279], Speed: 150.892 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 48][Batch 289], Speed: 152.408 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 48][Batch 299], Speed: 54.021 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.012
[Epoch 48][Batch 309], Speed: 139.417 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.012
[Epoch 48][Batch 319], Speed: 137.155 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.011
[Epoch 48][Batch 329], Speed: 144.857 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.011
[Epoch 48][Batch 339], Speed: 136.432 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.011
[Epoch 48][Batch 349], Speed: 137.456 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.010
[Epoch 48][Batch 359], Speed: 134.916 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.010
[Epoch 48][Batch 369], Speed: 140.866 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.009
[Epoch 48][Batch 379], Speed: 140.657 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.009
[Epoch 48][Batch 389], Speed: 143.832 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.009
[Epoch 48][Batch 399], Speed: 147.388 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.008
[Epoch 48][Batch 409], Speed: 138.657 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=2.008
[Epoch 48][Batch 419], Speed: 143.158 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.007
[Epoch 48][Batch 429], Speed: 138.220 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 48][Batch 439], Speed: 146.628 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 48][Batch 449], Speed: 140.443 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 48][Batch 459], Speed: 141.955 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 48][Batch 469], Speed: 159.017 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 48][Batch 479], Speed: 157.644 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 48][Batch 489], Speed: 157.490 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.004
[Epoch 48][Batch 499], Speed: 150.695 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.004
[Epoch 48][Batch 509], Speed: 147.567 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.004
[Epoch 48] Training cost: 122.168, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.003
[Epoch 49][Batch 9], Speed: 131.503 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.238, HeatmapFocal=2.003
[Epoch 49][Batch 19], Speed: 142.440 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=2.002
[Epoch 49][Batch 29], Speed: 141.342 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 49][Batch 39], Speed: 146.111 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 49][Batch 49], Speed: 147.686 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=2.001
[Epoch 49][Batch 59], Speed: 144.616 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 49][Batch 69], Speed: 140.434 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.236, HeatmapFocal=2.000
[Epoch 49][Batch 79], Speed: 145.040 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 49][Batch 89], Speed: 142.694 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.999
[Epoch 49][Batch 99], Speed: 138.754 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 49][Batch 109], Speed: 146.881 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.999
[Epoch 49][Batch 119], Speed: 143.186 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.998
[Epoch 49][Batch 129], Speed: 138.120 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.998
[Epoch 49][Batch 139], Speed: 153.803 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.236, HeatmapFocal=1.997
[Epoch 49][Batch 149], Speed: 160.910 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 49][Batch 159], Speed: 158.137 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 49][Batch 169], Speed: 157.958 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 49][Batch 179], Speed: 61.114 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 49][Batch 189], Speed: 135.288 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 49][Batch 199], Speed: 144.741 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 49][Batch 209], Speed: 149.508 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 49][Batch 219], Speed: 146.853 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 49][Batch 229], Speed: 138.756 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 49][Batch 239], Speed: 151.534 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.236, HeatmapFocal=1.993
[Epoch 49][Batch 249], Speed: 148.319 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.236, HeatmapFocal=1.993
[Epoch 49][Batch 259], Speed: 142.147 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 49][Batch 269], Speed: 144.437 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 49][Batch 279], Speed: 144.399 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 49][Batch 289], Speed: 146.854 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 49][Batch 299], Speed: 146.348 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 49][Batch 309], Speed: 143.229 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.990
[Epoch 49][Batch 319], Speed: 135.194 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.990
[Epoch 49][Batch 329], Speed: 144.224 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.990
[Epoch 49][Batch 339], Speed: 139.414 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.989
[Epoch 49][Batch 349], Speed: 143.645 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.989
[Epoch 49][Batch 359], Speed: 139.710 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 49][Batch 369], Speed: 140.164 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 49][Batch 379], Speed: 137.830 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 49][Batch 389], Speed: 144.372 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.987
[Epoch 49][Batch 399], Speed: 144.772 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.987
[Epoch 49][Batch 409], Speed: 139.401 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 49][Batch 419], Speed: 142.371 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 49][Batch 429], Speed: 144.681 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 49][Batch 439], Speed: 136.128 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.985
[Epoch 49][Batch 449], Speed: 143.748 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.985
[Epoch 49][Batch 459], Speed: 147.500 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.984
[Epoch 49][Batch 469], Speed: 152.273 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.984
[Epoch 49][Batch 479], Speed: 156.062 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.983
[Epoch 49][Batch 489], Speed: 152.986 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.983
[Epoch 49][Batch 499], Speed: 156.948 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.983
[Epoch 49][Batch 509], Speed: 153.894 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.982
[Epoch 49] Training cost: 121.726, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.982
[Epoch 50][Batch 9], Speed: 123.979 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.982
[Epoch 50][Batch 19], Speed: 150.914 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.237, HeatmapFocal=1.981
[Epoch 50][Batch 29], Speed: 162.035 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.236, HeatmapFocal=1.981
[Epoch 50][Batch 39], Speed: 162.467 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 50][Batch 49], Speed: 156.175 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 50][Batch 59], Speed: 153.972 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.980
[Epoch 50][Batch 69], Speed: 64.556 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.236, HeatmapFocal=1.979
[Epoch 50][Batch 79], Speed: 129.080 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.979
[Epoch 50][Batch 89], Speed: 144.017 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.978
[Epoch 50][Batch 99], Speed: 138.025 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.978
[Epoch 50][Batch 109], Speed: 143.225 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 50][Batch 119], Speed: 131.193 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 50][Batch 129], Speed: 147.993 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 50][Batch 139], Speed: 143.507 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 50][Batch 149], Speed: 145.255 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 50][Batch 159], Speed: 141.696 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 50][Batch 169], Speed: 143.709 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 50][Batch 179], Speed: 146.288 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 50][Batch 189], Speed: 145.091 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 50][Batch 199], Speed: 141.783 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 50][Batch 209], Speed: 139.971 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.973
[Epoch 50][Batch 219], Speed: 141.829 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.973
[Epoch 50][Batch 229], Speed: 142.575 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.973
[Epoch 50][Batch 239], Speed: 143.934 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 50][Batch 249], Speed: 139.318 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 50][Batch 259], Speed: 139.229 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.971
[Epoch 50][Batch 269], Speed: 137.024 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.971
[Epoch 50][Batch 279], Speed: 134.101 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.971
[Epoch 50][Batch 289], Speed: 131.396 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.970
[Epoch 50][Batch 299], Speed: 131.230 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.970
[Epoch 50][Batch 309], Speed: 143.268 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 50][Batch 319], Speed: 141.434 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 50][Batch 329], Speed: 140.338 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.969
[Epoch 50][Batch 339], Speed: 147.244 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.968
[Epoch 50][Batch 349], Speed: 141.745 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.968
[Epoch 50][Batch 359], Speed: 133.718 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.967
[Epoch 50][Batch 369], Speed: 147.441 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.967
[Epoch 50][Batch 379], Speed: 146.661 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.967
[Epoch 50][Batch 389], Speed: 141.836 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.966
[Epoch 50][Batch 399], Speed: 142.916 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.966
[Epoch 50][Batch 409], Speed: 141.320 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.965
[Epoch 50][Batch 419], Speed: 138.809 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.965
[Epoch 50][Batch 429], Speed: 154.147 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.965
[Epoch 50][Batch 439], Speed: 159.045 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.964
[Epoch 50][Batch 449], Speed: 156.979 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.964
[Epoch 50][Batch 459], Speed: 159.155 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.964
[Epoch 50][Batch 469], Speed: 145.950 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.963
[Epoch 50][Batch 479], Speed: 71.578 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.963
[Epoch 50][Batch 489], Speed: 154.764 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 50][Batch 499], Speed: 152.473 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 50][Batch 509], Speed: 157.388 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 50] Training cost: 123.645, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.961
[Epoch 50] Validation: 
aeroplane=0.7197638953089244
bicycle=0.8095320342240825
bird=0.755135966898071
boat=0.608812785790145
bottle=0.5434043004182445
bus=0.8143186276894336
car=0.8335592095108165
cat=0.8585495707076634
chair=0.5955683571507912
cow=0.8157483926639935
diningtable=0.7094128976442206
dog=0.8106632489334306
horse=0.8444983953104657
motorbike=0.7950944736090738
person=0.7737824731420575
pottedplant=0.48948836492840175
sheep=0.7784629069849556
sofa=0.6585056303242417
train=0.8153369412203291
tvmonitor=0.7400574866558252
mAP=0.7384847979557584
[Epoch 51][Batch 9], Speed: 120.482 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.236, HeatmapFocal=1.961
[Epoch 51][Batch 19], Speed: 138.195 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.960
[Epoch 51][Batch 29], Speed: 144.107 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.960
[Epoch 51][Batch 39], Speed: 144.405 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.960
[Epoch 51][Batch 49], Speed: 142.312 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.959
[Epoch 51][Batch 59], Speed: 140.506 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.959
[Epoch 51][Batch 69], Speed: 141.138 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.959
[Epoch 51][Batch 79], Speed: 147.626 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.958
[Epoch 51][Batch 89], Speed: 139.594 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.958
[Epoch 51][Batch 99], Speed: 139.227 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.957
[Epoch 51][Batch 109], Speed: 141.679 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.957
[Epoch 51][Batch 119], Speed: 144.089 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.957
[Epoch 51][Batch 129], Speed: 141.735 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.956
[Epoch 51][Batch 139], Speed: 144.520 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.956
[Epoch 51][Batch 149], Speed: 144.346 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.955
[Epoch 51][Batch 159], Speed: 141.381 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.955
[Epoch 51][Batch 169], Speed: 143.406 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.955
[Epoch 51][Batch 179], Speed: 141.420 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.954
[Epoch 51][Batch 189], Speed: 148.426 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.954
[Epoch 51][Batch 199], Speed: 145.618 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.235, HeatmapFocal=1.953
[Epoch 51][Batch 209], Speed: 155.495 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.953
[Epoch 51][Batch 219], Speed: 159.539 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.953
[Epoch 51][Batch 229], Speed: 154.297 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.952
[Epoch 51][Batch 239], Speed: 161.211 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.952
[Epoch 51][Batch 249], Speed: 52.496 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.951
[Epoch 51][Batch 259], Speed: 150.141 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.951
[Epoch 51][Batch 269], Speed: 147.859 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.951
[Epoch 51][Batch 279], Speed: 143.569 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 51][Batch 289], Speed: 147.842 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 51][Batch 299], Speed: 145.478 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 51][Batch 309], Speed: 155.165 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.949
[Epoch 51][Batch 319], Speed: 157.550 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.949
[Epoch 51][Batch 329], Speed: 157.933 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.948
[Epoch 51][Batch 339], Speed: 78.299 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.948
[Epoch 51][Batch 349], Speed: 75.174 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.948
[Epoch 51][Batch 359], Speed: 145.385 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.947
[Epoch 51][Batch 369], Speed: 136.027 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.947
[Epoch 51][Batch 379], Speed: 142.807 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.947
[Epoch 51][Batch 389], Speed: 135.722 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.946
[Epoch 51][Batch 399], Speed: 140.574 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.946
[Epoch 51][Batch 409], Speed: 134.640 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 51][Batch 419], Speed: 145.046 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 51][Batch 429], Speed: 147.423 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 51][Batch 439], Speed: 145.866 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.944
[Epoch 51][Batch 449], Speed: 145.586 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.944
[Epoch 51][Batch 459], Speed: 147.786 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.944
[Epoch 51][Batch 469], Speed: 152.002 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.943
[Epoch 51][Batch 479], Speed: 157.696 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.943
[Epoch 51][Batch 489], Speed: 159.867 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.942
[Epoch 51][Batch 499], Speed: 158.305 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.942
[Epoch 51][Batch 509], Speed: 160.624 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.942
[Epoch 51] Training cost: 122.217, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.941
[Epoch 52][Batch 9], Speed: 125.165 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=1.941
[Epoch 52][Batch 19], Speed: 147.705 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.941
[Epoch 52][Batch 29], Speed: 144.658 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.940
[Epoch 52][Batch 39], Speed: 152.165 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.940
[Epoch 52][Batch 49], Speed: 149.497 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.939
[Epoch 52][Batch 59], Speed: 143.762 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.939
[Epoch 52][Batch 69], Speed: 144.493 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.939
[Epoch 52][Batch 79], Speed: 144.197 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.938
[Epoch 52][Batch 89], Speed: 137.739 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.938
[Epoch 52][Batch 99], Speed: 146.568 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.938
[Epoch 52][Batch 109], Speed: 139.307 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.937
[Epoch 52][Batch 119], Speed: 140.198 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.937
[Epoch 52][Batch 129], Speed: 142.985 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.936
[Epoch 52][Batch 139], Speed: 140.935 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.936
[Epoch 52][Batch 149], Speed: 137.210 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.936
[Epoch 52][Batch 159], Speed: 146.068 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=1.935
[Epoch 52][Batch 169], Speed: 144.553 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=1.935
[Epoch 52][Batch 179], Speed: 143.203 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.934
[Epoch 52][Batch 189], Speed: 159.317 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.934
[Epoch 52][Batch 199], Speed: 155.656 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.934
[Epoch 52][Batch 209], Speed: 162.115 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.933
[Epoch 52][Batch 219], Speed: 147.161 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.933
[Epoch 52][Batch 229], Speed: 79.607 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.933
[Epoch 52][Batch 239], Speed: 126.646 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.932
[Epoch 52][Batch 249], Speed: 135.655 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.932
[Epoch 52][Batch 259], Speed: 134.560 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.932
[Epoch 52][Batch 269], Speed: 143.720 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.931
[Epoch 52][Batch 279], Speed: 137.759 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.931
[Epoch 52][Batch 289], Speed: 146.775 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.930
[Epoch 52][Batch 299], Speed: 143.789 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.930
[Epoch 52][Batch 309], Speed: 134.651 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.930
[Epoch 52][Batch 319], Speed: 142.071 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.929
[Epoch 52][Batch 329], Speed: 138.885 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.929
[Epoch 52][Batch 339], Speed: 136.843 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.928
[Epoch 52][Batch 349], Speed: 146.427 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.928
[Epoch 52][Batch 359], Speed: 144.829 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.928
[Epoch 52][Batch 369], Speed: 143.107 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.927
[Epoch 52][Batch 379], Speed: 137.690 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.927
[Epoch 52][Batch 389], Speed: 146.233 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.927
[Epoch 52][Batch 399], Speed: 140.180 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.926
[Epoch 52][Batch 409], Speed: 149.361 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.926
[Epoch 52][Batch 419], Speed: 141.872 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.925
[Epoch 52][Batch 429], Speed: 146.182 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.925
[Epoch 52][Batch 439], Speed: 136.383 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.925
[Epoch 52][Batch 449], Speed: 147.000 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=1.924
[Epoch 52][Batch 459], Speed: 152.464 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.924
[Epoch 52][Batch 469], Speed: 158.154 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.924
[Epoch 52][Batch 479], Speed: 154.195 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.923
[Epoch 52][Batch 489], Speed: 161.239 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.923
[Epoch 52][Batch 499], Speed: 160.836 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.922
[Epoch 52][Batch 509], Speed: 162.397 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.922
[Epoch 52] Training cost: 121.778, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.922
[Epoch 53][Batch 9], Speed: 119.115 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.233, HeatmapFocal=1.921
[Epoch 53][Batch 19], Speed: 135.256 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.231, HeatmapFocal=1.921
[Epoch 53][Batch 29], Speed: 140.227 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.231, HeatmapFocal=1.921
[Epoch 53][Batch 39], Speed: 152.281 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.231, HeatmapFocal=1.920
[Epoch 53][Batch 49], Speed: 148.659 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.920
[Epoch 53][Batch 59], Speed: 135.601 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.920
[Epoch 53][Batch 69], Speed: 160.250 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.919
[Epoch 53][Batch 79], Speed: 161.738 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.919
[Epoch 53][Batch 89], Speed: 157.982 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.919
[Epoch 53][Batch 99], Speed: 160.068 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.918
[Epoch 53][Batch 109], Speed: 61.752 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.918
[Epoch 53][Batch 119], Speed: 93.420 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.917
[Epoch 53][Batch 129], Speed: 137.682 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.917
[Epoch 53][Batch 139], Speed: 136.529 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.917
[Epoch 53][Batch 149], Speed: 135.379 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.916
[Epoch 53][Batch 159], Speed: 140.553 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.916
[Epoch 53][Batch 169], Speed: 143.370 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.916
[Epoch 53][Batch 179], Speed: 145.577 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.915
[Epoch 53][Batch 189], Speed: 146.836 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.915
[Epoch 53][Batch 199], Speed: 140.300 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.914
[Epoch 53][Batch 209], Speed: 140.924 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.914
[Epoch 53][Batch 219], Speed: 137.559 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.914
[Epoch 53][Batch 229], Speed: 138.428 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.913
[Epoch 53][Batch 239], Speed: 138.269 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.913
[Epoch 53][Batch 249], Speed: 137.131 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.913
[Epoch 53][Batch 259], Speed: 146.716 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.912
[Epoch 53][Batch 269], Speed: 143.900 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.912
[Epoch 53][Batch 279], Speed: 140.444 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.912
[Epoch 53][Batch 289], Speed: 143.435 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.911
[Epoch 53][Batch 299], Speed: 132.918 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.911
[Epoch 53][Batch 309], Speed: 143.255 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.910
[Epoch 53][Batch 319], Speed: 137.220 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.910
[Epoch 53][Batch 329], Speed: 144.239 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.910
[Epoch 53][Batch 339], Speed: 142.101 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.909
[Epoch 53][Batch 349], Speed: 142.145 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.909
[Epoch 53][Batch 359], Speed: 139.202 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.909
[Epoch 53][Batch 369], Speed: 147.883 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 53][Batch 379], Speed: 141.742 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 53][Batch 389], Speed: 135.117 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 53][Batch 399], Speed: 141.648 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.907
[Epoch 53][Batch 409], Speed: 140.406 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.907
[Epoch 53][Batch 419], Speed: 145.831 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 53][Batch 429], Speed: 147.494 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 53][Batch 439], Speed: 141.026 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 53][Batch 449], Speed: 138.637 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 53][Batch 459], Speed: 151.228 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 53][Batch 469], Speed: 157.277 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 53][Batch 479], Speed: 160.901 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 53][Batch 489], Speed: 166.578 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 53][Batch 499], Speed: 163.346 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 53][Batch 509], Speed: 162.735 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.903
[Epoch 53] Training cost: 121.808, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.903
[Epoch 54][Batch 9], Speed: 130.111 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.233, HeatmapFocal=1.903
[Epoch 54][Batch 19], Speed: 145.533 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.902
[Epoch 54][Batch 29], Speed: 140.238 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.902
[Epoch 54][Batch 39], Speed: 140.471 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.236, HeatmapFocal=1.902
[Epoch 54][Batch 49], Speed: 148.029 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 54][Batch 59], Speed: 149.946 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.901
[Epoch 54][Batch 69], Speed: 141.154 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 54][Batch 79], Speed: 147.742 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 54][Batch 89], Speed: 140.535 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 54][Batch 99], Speed: 137.335 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 54][Batch 109], Speed: 141.949 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 54][Batch 119], Speed: 146.481 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 54][Batch 129], Speed: 144.120 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.898
[Epoch 54][Batch 139], Speed: 145.673 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.898
[Epoch 54][Batch 149], Speed: 136.270 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.898
[Epoch 54][Batch 159], Speed: 136.639 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.897
[Epoch 54][Batch 169], Speed: 136.532 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.897
[Epoch 54][Batch 179], Speed: 144.216 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.897
[Epoch 54][Batch 189], Speed: 147.134 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.896
[Epoch 54][Batch 199], Speed: 148.331 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.896
[Epoch 54][Batch 209], Speed: 144.237 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.895
[Epoch 54][Batch 219], Speed: 141.701 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.895
[Epoch 54][Batch 229], Speed: 142.066 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.895
[Epoch 54][Batch 239], Speed: 143.108 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.894
[Epoch 54][Batch 249], Speed: 143.720 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.894
[Epoch 54][Batch 259], Speed: 151.033 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.894
[Epoch 54][Batch 269], Speed: 133.595 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.893
[Epoch 54][Batch 279], Speed: 141.690 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.893
[Epoch 54][Batch 289], Speed: 142.970 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.893
[Epoch 54][Batch 299], Speed: 141.462 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.892
[Epoch 54][Batch 309], Speed: 140.840 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.892
[Epoch 54][Batch 319], Speed: 142.530 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.892
[Epoch 54][Batch 329], Speed: 137.769 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.891
[Epoch 54][Batch 339], Speed: 147.557 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.891
[Epoch 54][Batch 349], Speed: 145.737 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.891
[Epoch 54][Batch 359], Speed: 158.650 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.890
[Epoch 54][Batch 369], Speed: 154.948 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.890
[Epoch 54][Batch 379], Speed: 164.042 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.890
[Epoch 54][Batch 389], Speed: 157.480 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.889
[Epoch 54][Batch 399], Speed: 107.780 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.889
[Epoch 54][Batch 409], Speed: 137.527 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.888
[Epoch 54][Batch 419], Speed: 139.945 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.888
[Epoch 54][Batch 429], Speed: 147.256 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.888
[Epoch 54][Batch 439], Speed: 142.802 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.887
[Epoch 54][Batch 449], Speed: 142.109 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.887
[Epoch 54][Batch 459], Speed: 163.112 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.887
[Epoch 54][Batch 469], Speed: 165.524 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.886
[Epoch 54][Batch 479], Speed: 166.602 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.886
[Epoch 54][Batch 489], Speed: 153.010 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.886
[Epoch 54][Batch 499], Speed: 162.724 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.885
[Epoch 54][Batch 509], Speed: 164.387 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.885
[Epoch 54] Training cost: 122.602, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.885
[Epoch 55][Batch 9], Speed: 154.466 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.884
[Epoch 55][Batch 19], Speed: 161.125 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.229, HeatmapFocal=1.884
[Epoch 55][Batch 29], Speed: 161.835 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.884
[Epoch 55][Batch 39], Speed: 163.439 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.883
[Epoch 55][Batch 49], Speed: 162.938 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.236, HeatmapFocal=1.883
[Epoch 55][Batch 59], Speed: 161.603 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.883
[Epoch 55][Batch 69], Speed: 153.287 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 55][Batch 79], Speed: 157.388 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 55][Batch 89], Speed: 160.667 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 55][Batch 99], Speed: 160.978 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 55][Batch 109], Speed: 161.932 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 55][Batch 119], Speed: 160.556 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 55][Batch 129], Speed: 153.781 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.235, HeatmapFocal=1.880
[Epoch 55][Batch 139], Speed: 159.768 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.235, HeatmapFocal=1.880
[Epoch 55][Batch 149], Speed: 160.053 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.880
[Epoch 55][Batch 159], Speed: 159.811 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.879
[Epoch 55][Batch 169], Speed: 159.935 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.879
[Epoch 55][Batch 179], Speed: 159.070 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.879
[Epoch 55][Batch 189], Speed: 160.300 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.878
[Epoch 55][Batch 199], Speed: 161.677 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.878
[Epoch 55][Batch 209], Speed: 161.759 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.877
[Epoch 55][Batch 219], Speed: 162.932 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.235, HeatmapFocal=1.877
[Epoch 55][Batch 229], Speed: 162.307 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.877
[Epoch 55][Batch 239], Speed: 154.430 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 55][Batch 249], Speed: 160.333 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 55][Batch 259], Speed: 159.522 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 55][Batch 269], Speed: 159.135 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.875
[Epoch 55][Batch 279], Speed: 161.777 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.875
[Epoch 55][Batch 289], Speed: 161.416 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.875
[Epoch 55][Batch 299], Speed: 160.706 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.874
[Epoch 55][Batch 309], Speed: 162.742 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.874
[Epoch 55][Batch 319], Speed: 163.354 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.874
[Epoch 55][Batch 329], Speed: 152.473 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.873
[Epoch 55][Batch 339], Speed: 160.783 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.873
[Epoch 55][Batch 349], Speed: 161.268 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.873
[Epoch 55][Batch 359], Speed: 158.502 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.872
[Epoch 55][Batch 369], Speed: 161.552 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.872
[Epoch 55][Batch 379], Speed: 161.412 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.872
[Epoch 55][Batch 389], Speed: 161.537 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.871
[Epoch 55][Batch 399], Speed: 164.871 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.871
[Epoch 55][Batch 409], Speed: 153.881 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.871
[Epoch 55][Batch 419], Speed: 159.691 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.870
[Epoch 55][Batch 429], Speed: 158.676 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.870
[Epoch 55][Batch 439], Speed: 158.659 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.870
[Epoch 55][Batch 449], Speed: 159.665 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.869
[Epoch 55][Batch 459], Speed: 164.803 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.869
[Epoch 55][Batch 469], Speed: 165.639 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.869
[Epoch 55][Batch 479], Speed: 167.294 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.868
[Epoch 55][Batch 489], Speed: 167.554 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.868
[Epoch 55][Batch 499], Speed: 166.120 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.868
[Epoch 55][Batch 509], Speed: 167.190 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.867
[Epoch 55] Training cost: 106.221, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.867
[Epoch 55] Validation: 
aeroplane=0.7282699009282759
bicycle=0.8084929452143989
bird=0.7579132089199591
boat=0.5981012340256048
bottle=0.5472745972981188
bus=0.8086129281137854
car=0.8359932500323706
cat=0.8609565377401559
chair=0.5972872531532647
cow=0.8297344361059278
diningtable=0.6833630630887926
dog=0.8203001218139325
horse=0.8330490385454441
motorbike=0.8134999107940524
person=0.7764768099872393
pottedplant=0.5054414732497515
sheep=0.7832869671776853
sofa=0.6882181276875979
train=0.8240876442790199
tvmonitor=0.7383693366436345
mAP=0.7419364392399506
[Epoch 56][Batch 9], Speed: 154.351 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.231, HeatmapFocal=1.867
[Epoch 56][Batch 19], Speed: 156.038 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.866
[Epoch 56][Batch 29], Speed: 160.887 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.866
[Epoch 56][Batch 39], Speed: 159.957 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.866
[Epoch 56][Batch 49], Speed: 161.286 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.865
[Epoch 56][Batch 59], Speed: 162.237 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.865
[Epoch 56][Batch 69], Speed: 158.695 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.865
[Epoch 56][Batch 79], Speed: 159.538 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.864
[Epoch 56][Batch 89], Speed: 158.156 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.864
[Epoch 56][Batch 99], Speed: 164.007 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.864
[Epoch 56][Batch 109], Speed: 162.139 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.863
[Epoch 56][Batch 119], Speed: 160.320 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.863
[Epoch 56][Batch 129], Speed: 161.959 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.863
[Epoch 56][Batch 139], Speed: 162.243 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.862
[Epoch 56][Batch 149], Speed: 160.229 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.862
[Epoch 56][Batch 159], Speed: 153.205 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.862
[Epoch 56][Batch 169], Speed: 157.029 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.861
[Epoch 56][Batch 179], Speed: 162.421 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.861
[Epoch 56][Batch 189], Speed: 160.319 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.861
[Epoch 56][Batch 199], Speed: 162.905 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.860
[Epoch 56][Batch 209], Speed: 160.732 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.860
[Epoch 56][Batch 219], Speed: 162.450 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.860
[Epoch 56][Batch 229], Speed: 162.860 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.859
[Epoch 56][Batch 239], Speed: 160.440 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.859
[Epoch 56][Batch 249], Speed: 161.222 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.859
[Epoch 56][Batch 259], Speed: 161.501 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.858
[Epoch 56][Batch 269], Speed: 162.609 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.858
[Epoch 56][Batch 279], Speed: 160.442 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.858
[Epoch 56][Batch 289], Speed: 155.757 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.857
[Epoch 56][Batch 299], Speed: 162.050 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.857
[Epoch 56][Batch 309], Speed: 160.928 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.857
[Epoch 56][Batch 319], Speed: 163.875 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.856
[Epoch 56][Batch 329], Speed: 160.339 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.856
[Epoch 56][Batch 339], Speed: 161.725 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.856
[Epoch 56][Batch 349], Speed: 160.591 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.855
[Epoch 56][Batch 359], Speed: 157.992 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.855
[Epoch 56][Batch 369], Speed: 158.622 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.855
[Epoch 56][Batch 379], Speed: 162.345 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.854
[Epoch 56][Batch 389], Speed: 158.546 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.854
[Epoch 56][Batch 399], Speed: 153.838 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.854
[Epoch 56][Batch 409], Speed: 164.494 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 56][Batch 419], Speed: 160.145 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 56][Batch 429], Speed: 159.972 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 56][Batch 439], Speed: 162.250 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.852
[Epoch 56][Batch 449], Speed: 161.838 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.852
[Epoch 56][Batch 459], Speed: 165.223 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.852
[Epoch 56][Batch 469], Speed: 166.701 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.851
[Epoch 56][Batch 479], Speed: 165.084 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.851
[Epoch 56][Batch 489], Speed: 168.411 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.851
[Epoch 56][Batch 499], Speed: 168.343 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.850
[Epoch 56][Batch 509], Speed: 167.656 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.850
[Epoch 56] Training cost: 106.149, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.850
[Epoch 57][Batch 9], Speed: 152.024 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.850
[Epoch 57][Batch 19], Speed: 160.145 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.849
[Epoch 57][Batch 29], Speed: 163.075 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 57][Batch 39], Speed: 163.068 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.849
[Epoch 57][Batch 49], Speed: 159.618 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.848
[Epoch 57][Batch 59], Speed: 161.557 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.848
[Epoch 57][Batch 69], Speed: 151.164 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.848
[Epoch 57][Batch 79], Speed: 158.456 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.847
[Epoch 57][Batch 89], Speed: 158.246 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.847
[Epoch 57][Batch 99], Speed: 162.375 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.847
[Epoch 57][Batch 109], Speed: 161.754 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.846
[Epoch 57][Batch 119], Speed: 162.881 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.846
[Epoch 57][Batch 129], Speed: 156.765 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.846
[Epoch 57][Batch 139], Speed: 161.631 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 57][Batch 149], Speed: 163.261 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 57][Batch 159], Speed: 160.733 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 57][Batch 169], Speed: 155.471 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 57][Batch 179], Speed: 159.004 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 57][Batch 189], Speed: 162.624 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.844
[Epoch 57][Batch 199], Speed: 162.097 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.843
[Epoch 57][Batch 209], Speed: 161.018 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.843
[Epoch 57][Batch 219], Speed: 152.786 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.843
[Epoch 57][Batch 229], Speed: 163.384 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.842
[Epoch 57][Batch 239], Speed: 160.859 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.842
[Epoch 57][Batch 249], Speed: 158.044 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=1.842
[Epoch 57][Batch 259], Speed: 156.772 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 57][Batch 269], Speed: 162.751 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 57][Batch 279], Speed: 160.116 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 57][Batch 289], Speed: 158.917 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 57][Batch 299], Speed: 156.529 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.234, HeatmapFocal=1.840
[Epoch 57][Batch 309], Speed: 161.084 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.840
[Epoch 57][Batch 319], Speed: 160.994 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.840
[Epoch 57][Batch 329], Speed: 163.811 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 57][Batch 339], Speed: 161.493 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 57][Batch 349], Speed: 160.207 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.839
[Epoch 57][Batch 359], Speed: 158.557 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 57][Batch 369], Speed: 149.902 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 57][Batch 379], Speed: 152.151 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.838
[Epoch 57][Batch 389], Speed: 151.978 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.837
[Epoch 57][Batch 399], Speed: 160.199 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.837
[Epoch 57][Batch 409], Speed: 162.736 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.837
[Epoch 57][Batch 419], Speed: 161.390 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.836
[Epoch 57][Batch 429], Speed: 161.031 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.836
[Epoch 57][Batch 439], Speed: 162.354 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.836
[Epoch 57][Batch 449], Speed: 155.233 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.835
[Epoch 57][Batch 459], Speed: 164.706 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.835
[Epoch 57][Batch 469], Speed: 169.269 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.835
[Epoch 57][Batch 479], Speed: 168.338 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.834
[Epoch 57][Batch 489], Speed: 165.940 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.834
[Epoch 57][Batch 499], Speed: 168.747 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.834
[Epoch 57][Batch 509], Speed: 167.888 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.833
[Epoch 57] Training cost: 106.325, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.833
[Epoch 58][Batch 9], Speed: 155.736 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.230, HeatmapFocal=1.833
[Epoch 58][Batch 19], Speed: 161.255 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.833
[Epoch 58][Batch 29], Speed: 158.226 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.235, HeatmapFocal=1.832
[Epoch 58][Batch 39], Speed: 160.811 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.832
[Epoch 58][Batch 49], Speed: 158.547 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.832
[Epoch 58][Batch 59], Speed: 162.412 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.831
[Epoch 58][Batch 69], Speed: 158.447 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.831
[Epoch 58][Batch 79], Speed: 163.539 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.831
[Epoch 58][Batch 89], Speed: 156.087 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 58][Batch 99], Speed: 152.634 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 58][Batch 109], Speed: 163.640 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 58][Batch 119], Speed: 160.620 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.829
[Epoch 58][Batch 129], Speed: 159.856 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.829
[Epoch 58][Batch 139], Speed: 160.022 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.829
[Epoch 58][Batch 149], Speed: 159.462 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.828
[Epoch 58][Batch 159], Speed: 161.559 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.828
[Epoch 58][Batch 169], Speed: 162.745 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.828
[Epoch 58][Batch 179], Speed: 163.569 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.827
[Epoch 58][Batch 189], Speed: 154.953 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.827
[Epoch 58][Batch 199], Speed: 160.153 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.827
[Epoch 58][Batch 209], Speed: 162.147 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.827
[Epoch 58][Batch 219], Speed: 162.114 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.826
[Epoch 58][Batch 229], Speed: 163.575 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.826
[Epoch 58][Batch 239], Speed: 157.152 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.826
[Epoch 58][Batch 249], Speed: 157.247 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.825
[Epoch 58][Batch 259], Speed: 157.955 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.825
[Epoch 58][Batch 269], Speed: 161.913 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.825
[Epoch 58][Batch 279], Speed: 162.446 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.824
[Epoch 58][Batch 289], Speed: 162.474 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.824
[Epoch 58][Batch 299], Speed: 158.415 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.824
[Epoch 58][Batch 309], Speed: 161.361 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.823
[Epoch 58][Batch 319], Speed: 160.281 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.823
[Epoch 58][Batch 329], Speed: 155.480 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.823
[Epoch 58][Batch 339], Speed: 159.880 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.822
[Epoch 58][Batch 349], Speed: 159.070 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.822
[Epoch 58][Batch 359], Speed: 161.057 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.822
[Epoch 58][Batch 369], Speed: 159.732 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.822
[Epoch 58][Batch 379], Speed: 160.155 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.821
[Epoch 58][Batch 389], Speed: 161.430 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.821
[Epoch 58][Batch 399], Speed: 163.218 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.821
[Epoch 58][Batch 409], Speed: 163.876 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.820
[Epoch 58][Batch 419], Speed: 161.485 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.820
[Epoch 58][Batch 429], Speed: 161.904 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 58][Batch 439], Speed: 154.662 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 58][Batch 449], Speed: 161.886 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 58][Batch 459], Speed: 167.621 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 58][Batch 469], Speed: 165.115 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 58][Batch 479], Speed: 168.455 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 58][Batch 489], Speed: 166.533 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 58][Batch 499], Speed: 164.503 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 58][Batch 509], Speed: 167.615 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.817
[Epoch 58] Training cost: 105.822, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 59][Batch 9], Speed: 151.762 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.817
[Epoch 59][Batch 19], Speed: 161.172 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.816
[Epoch 59][Batch 29], Speed: 160.275 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 59][Batch 39], Speed: 153.570 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 59][Batch 49], Speed: 161.805 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.815
[Epoch 59][Batch 59], Speed: 163.176 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.815
[Epoch 59][Batch 69], Speed: 158.082 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.815
[Epoch 59][Batch 79], Speed: 162.274 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.815
[Epoch 59][Batch 89], Speed: 160.631 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 59][Batch 99], Speed: 160.659 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 59][Batch 109], Speed: 163.058 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 59][Batch 119], Speed: 161.817 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 59][Batch 129], Speed: 154.087 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 59][Batch 139], Speed: 162.306 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 59][Batch 149], Speed: 158.687 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 59][Batch 159], Speed: 155.475 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 59][Batch 169], Speed: 160.749 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 59][Batch 179], Speed: 162.397 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 59][Batch 189], Speed: 160.896 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 59][Batch 199], Speed: 163.423 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 59][Batch 209], Speed: 161.075 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 59][Batch 219], Speed: 162.448 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 59][Batch 229], Speed: 160.932 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 59][Batch 239], Speed: 160.531 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 59][Batch 249], Speed: 160.952 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.809
[Epoch 59][Batch 259], Speed: 161.751 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 59][Batch 269], Speed: 160.586 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 59][Batch 279], Speed: 163.049 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 59][Batch 289], Speed: 158.185 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 59][Batch 299], Speed: 161.464 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 59][Batch 309], Speed: 162.651 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 59][Batch 319], Speed: 161.063 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.807
[Epoch 59][Batch 329], Speed: 162.642 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.807
[Epoch 59][Batch 339], Speed: 160.431 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.807
[Epoch 59][Batch 349], Speed: 163.688 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.806
[Epoch 59][Batch 359], Speed: 157.918 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.806
[Epoch 59][Batch 369], Speed: 162.378 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.806
[Epoch 59][Batch 379], Speed: 163.468 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 59][Batch 389], Speed: 162.900 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 59][Batch 399], Speed: 152.356 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 59][Batch 409], Speed: 162.968 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 59][Batch 419], Speed: 161.362 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.804
[Epoch 59][Batch 429], Speed: 162.777 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.804
[Epoch 59][Batch 439], Speed: 161.517 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.804
[Epoch 59][Batch 449], Speed: 164.244 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.803
[Epoch 59][Batch 459], Speed: 164.825 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.803
[Epoch 59][Batch 469], Speed: 167.462 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.803
[Epoch 59][Batch 479], Speed: 166.407 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.802
[Epoch 59][Batch 489], Speed: 168.426 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 59][Batch 499], Speed: 169.051 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 59][Batch 509], Speed: 168.571 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 59] Training cost: 106.029, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.801
[Epoch 60][Batch 9], Speed: 152.236 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.801
[Epoch 60][Batch 19], Speed: 159.774 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.801
[Epoch 60][Batch 29], Speed: 159.330 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.800
[Epoch 60][Batch 39], Speed: 162.515 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.800
[Epoch 60][Batch 49], Speed: 159.297 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.800
[Epoch 60][Batch 59], Speed: 161.139 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.800
[Epoch 60][Batch 69], Speed: 158.008 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.799
[Epoch 60][Batch 79], Speed: 162.784 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.799
[Epoch 60][Batch 89], Speed: 163.570 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.235, HeatmapFocal=1.799
[Epoch 60][Batch 99], Speed: 163.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.235, HeatmapFocal=1.798
[Epoch 60][Batch 109], Speed: 161.423 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.798
[Epoch 60][Batch 119], Speed: 159.343 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.798
[Epoch 60][Batch 129], Speed: 158.155 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.797
[Epoch 60][Batch 139], Speed: 163.517 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.797
[Epoch 60][Batch 149], Speed: 154.241 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.797
[Epoch 60][Batch 159], Speed: 154.435 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.797
[Epoch 60][Batch 169], Speed: 163.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.796
[Epoch 60][Batch 179], Speed: 161.881 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.235, HeatmapFocal=1.796
[Epoch 60][Batch 189], Speed: 160.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.796
[Epoch 60][Batch 199], Speed: 160.370 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 60][Batch 209], Speed: 163.205 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 60][Batch 219], Speed: 162.708 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 60][Batch 229], Speed: 162.141 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.794
[Epoch 60][Batch 239], Speed: 158.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 60][Batch 249], Speed: 162.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 60][Batch 259], Speed: 163.130 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 60][Batch 269], Speed: 161.509 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 60][Batch 279], Speed: 162.276 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 60][Batch 289], Speed: 161.660 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 60][Batch 299], Speed: 162.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 60][Batch 309], Speed: 159.493 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 60][Batch 319], Speed: 159.461 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 60][Batch 329], Speed: 161.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 60][Batch 339], Speed: 162.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 60][Batch 349], Speed: 161.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 60][Batch 359], Speed: 160.364 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 60][Batch 369], Speed: 160.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.790
[Epoch 60][Batch 379], Speed: 159.859 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.790
[Epoch 60][Batch 389], Speed: 160.860 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.790
[Epoch 60][Batch 399], Speed: 159.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.789
[Epoch 60][Batch 409], Speed: 162.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.789
[Epoch 60][Batch 419], Speed: 160.650 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.789
[Epoch 60][Batch 429], Speed: 161.341 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.789
[Epoch 60][Batch 439], Speed: 154.236 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.788
[Epoch 60][Batch 449], Speed: 161.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.788
[Epoch 60][Batch 459], Speed: 165.750 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.788
[Epoch 60][Batch 469], Speed: 169.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.787
[Epoch 60][Batch 479], Speed: 165.149 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.787
[Epoch 60][Batch 489], Speed: 167.265 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.787
[Epoch 60][Batch 499], Speed: 168.159 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.787
[Epoch 60][Batch 509], Speed: 168.711 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.786
[Epoch 60] Training cost: 105.741, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.786
[Epoch 60] Validation: 
aeroplane=0.7385290014110278
bicycle=0.8087102645775072
bird=0.7612745700214092
boat=0.6146401770733273
bottle=0.5519735171560441
bus=0.8268211319934803
car=0.8420431556922333
cat=0.8576053586216956
chair=0.5942634171751309
cow=0.8356264246974704
diningtable=0.6426039480785406
dog=0.8178832568235171
horse=0.8429704406989291
motorbike=0.8166376100664103
person=0.7769301524407629
pottedplant=0.5085323099591893
sheep=0.7569042942857601
sofa=0.7075646648094329
train=0.824692604222221
tvmonitor=0.7483252082342639
mAP=0.7437265754019176
[Epoch 61][Batch 9], Speed: 154.896 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.786
[Epoch 61][Batch 19], Speed: 158.836 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.234, HeatmapFocal=1.785
[Epoch 61][Batch 29], Speed: 161.213 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.233, HeatmapFocal=1.785
[Epoch 61][Batch 39], Speed: 159.221 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.236, HeatmapFocal=1.785
[Epoch 61][Batch 49], Speed: 159.956 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.235, HeatmapFocal=1.785
[Epoch 61][Batch 59], Speed: 165.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.784
[Epoch 61][Batch 69], Speed: 161.202 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.235, HeatmapFocal=1.784
[Epoch 61][Batch 79], Speed: 162.953 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.235, HeatmapFocal=1.784
[Epoch 61][Batch 89], Speed: 159.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.236, HeatmapFocal=1.783
[Epoch 61][Batch 99], Speed: 163.290 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.783
[Epoch 61][Batch 109], Speed: 162.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.783
[Epoch 61][Batch 119], Speed: 162.516 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.235, HeatmapFocal=1.783
[Epoch 61][Batch 129], Speed: 148.630 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.782
[Epoch 61][Batch 139], Speed: 155.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 61][Batch 149], Speed: 160.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 61][Batch 159], Speed: 163.066 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.781
[Epoch 61][Batch 169], Speed: 159.979 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 61][Batch 179], Speed: 160.193 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 61][Batch 189], Speed: 163.664 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.781
[Epoch 61][Batch 199], Speed: 160.245 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.780
[Epoch 61][Batch 209], Speed: 160.110 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.780
[Epoch 61][Batch 219], Speed: 160.328 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.780
[Epoch 61][Batch 229], Speed: 161.722 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.779
[Epoch 61][Batch 239], Speed: 161.397 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.779
[Epoch 61][Batch 249], Speed: 159.480 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.779
[Epoch 61][Batch 259], Speed: 159.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.779
[Epoch 61][Batch 269], Speed: 162.052 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 61][Batch 279], Speed: 161.982 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 61][Batch 289], Speed: 153.916 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 61][Batch 299], Speed: 153.029 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.777
[Epoch 61][Batch 309], Speed: 162.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.777
[Epoch 61][Batch 319], Speed: 160.617 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.777
[Epoch 61][Batch 329], Speed: 161.036 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.235, HeatmapFocal=1.776
[Epoch 61][Batch 339], Speed: 157.548 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 61][Batch 349], Speed: 163.272 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 61][Batch 359], Speed: 160.268 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 61][Batch 369], Speed: 162.937 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.775
[Epoch 61][Batch 379], Speed: 162.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.775
[Epoch 61][Batch 389], Speed: 160.803 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.775
[Epoch 61][Batch 399], Speed: 155.809 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.775
[Epoch 61][Batch 409], Speed: 161.607 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.774
[Epoch 61][Batch 419], Speed: 161.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.774
[Epoch 61][Batch 429], Speed: 163.022 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.774
[Epoch 61][Batch 439], Speed: 163.220 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.773
[Epoch 61][Batch 449], Speed: 163.487 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.773
[Epoch 61][Batch 459], Speed: 162.463 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.773
[Epoch 61][Batch 469], Speed: 165.468 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.772
[Epoch 61][Batch 479], Speed: 168.770 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.772
[Epoch 61][Batch 489], Speed: 169.195 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.772
[Epoch 61][Batch 499], Speed: 168.259 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.772
[Epoch 61][Batch 509], Speed: 167.885 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.771
[Epoch 61] Training cost: 105.706, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.771
[Epoch 62][Batch 9], Speed: 156.614 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.771
[Epoch 62][Batch 19], Speed: 162.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.771
[Epoch 62][Batch 29], Speed: 159.720 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.770
[Epoch 62][Batch 39], Speed: 161.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.234, HeatmapFocal=1.770
[Epoch 62][Batch 49], Speed: 160.205 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.770
[Epoch 62][Batch 59], Speed: 156.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.769
[Epoch 62][Batch 69], Speed: 162.349 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.769
[Epoch 62][Batch 79], Speed: 152.966 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.769
[Epoch 62][Batch 89], Speed: 163.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.769
[Epoch 62][Batch 99], Speed: 154.589 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.768
[Epoch 62][Batch 109], Speed: 161.462 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.768
[Epoch 62][Batch 119], Speed: 156.702 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.234, HeatmapFocal=1.768
[Epoch 62][Batch 129], Speed: 161.285 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.767
[Epoch 62][Batch 139], Speed: 162.713 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.234, HeatmapFocal=1.767
[Epoch 62][Batch 149], Speed: 156.819 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.767
[Epoch 62][Batch 159], Speed: 158.508 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.767
[Epoch 62][Batch 169], Speed: 164.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.234, HeatmapFocal=1.766
[Epoch 62][Batch 179], Speed: 160.662 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.234, HeatmapFocal=1.766
[Epoch 62][Batch 189], Speed: 161.292 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.766
[Epoch 62][Batch 199], Speed: 159.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.765
[Epoch 62][Batch 209], Speed: 160.631 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.765
[Epoch 62][Batch 219], Speed: 161.816 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.765
[Epoch 62][Batch 229], Speed: 162.437 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.233, HeatmapFocal=1.764
[Epoch 62][Batch 239], Speed: 161.478 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.764
[Epoch 62][Batch 249], Speed: 159.910 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.764
[Epoch 62][Batch 259], Speed: 159.584 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.764
[Epoch 62][Batch 269], Speed: 163.095 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.763
[Epoch 62][Batch 279], Speed: 163.391 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.763
[Epoch 62][Batch 289], Speed: 157.519 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.763
[Epoch 62][Batch 299], Speed: 160.788 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.233, HeatmapFocal=1.763
[Epoch 62][Batch 309], Speed: 158.623 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.762
[Epoch 62][Batch 319], Speed: 160.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.762
[Epoch 62][Batch 329], Speed: 160.406 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.762
[Epoch 62][Batch 339], Speed: 159.089 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.761
[Epoch 62][Batch 349], Speed: 164.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.761
[Epoch 62][Batch 359], Speed: 163.269 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.761
[Epoch 62][Batch 369], Speed: 161.535 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.761
[Epoch 62][Batch 379], Speed: 155.625 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.760
[Epoch 62][Batch 389], Speed: 161.504 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.760
[Epoch 62][Batch 399], Speed: 160.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.760
[Epoch 62][Batch 409], Speed: 159.190 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.759
[Epoch 62][Batch 419], Speed: 161.758 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.759
[Epoch 62][Batch 429], Speed: 161.704 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.759
[Epoch 62][Batch 439], Speed: 164.280 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.759
[Epoch 62][Batch 449], Speed: 162.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.758
[Epoch 62][Batch 459], Speed: 167.109 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.758
[Epoch 62][Batch 469], Speed: 165.795 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.758
[Epoch 62][Batch 479], Speed: 167.231 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.758
[Epoch 62][Batch 489], Speed: 167.658 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.757
[Epoch 62][Batch 499], Speed: 166.243 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.757
[Epoch 62][Batch 509], Speed: 167.676 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.757
[Epoch 62] Training cost: 105.754, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.756
[Epoch 63][Batch 9], Speed: 153.077 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.236, HeatmapFocal=1.756
[Epoch 63][Batch 19], Speed: 162.557 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.238, HeatmapFocal=1.756
[Epoch 63][Batch 29], Speed: 163.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.234, HeatmapFocal=1.756
[Epoch 63][Batch 39], Speed: 161.051 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.755
[Epoch 63][Batch 49], Speed: 163.862 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.234, HeatmapFocal=1.755
[Epoch 63][Batch 59], Speed: 162.962 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.234, HeatmapFocal=1.755
[Epoch 63][Batch 69], Speed: 163.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.234, HeatmapFocal=1.754
[Epoch 63][Batch 79], Speed: 161.003 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.234, HeatmapFocal=1.754
[Epoch 63][Batch 89], Speed: 158.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.754
[Epoch 63][Batch 99], Speed: 162.553 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.754
[Epoch 63][Batch 109], Speed: 163.181 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.235, HeatmapFocal=1.753
[Epoch 63][Batch 119], Speed: 160.624 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.753
[Epoch 63][Batch 129], Speed: 161.873 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.753
[Epoch 63][Batch 139], Speed: 153.923 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.753
[Epoch 63][Batch 149], Speed: 162.919 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.752
[Epoch 63][Batch 159], Speed: 159.821 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.752
[Epoch 63][Batch 169], Speed: 164.201 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.752
[Epoch 63][Batch 179], Speed: 161.790 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.751
[Epoch 63][Batch 189], Speed: 162.824 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.751
[Epoch 63][Batch 199], Speed: 160.914 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.751
[Epoch 63][Batch 209], Speed: 152.106 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.751
[Epoch 63][Batch 219], Speed: 160.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.235, HeatmapFocal=1.750
[Epoch 63][Batch 229], Speed: 158.279 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.235, HeatmapFocal=1.750
[Epoch 63][Batch 239], Speed: 162.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.235, HeatmapFocal=1.750
[Epoch 63][Batch 249], Speed: 161.194 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.750
[Epoch 63][Batch 259], Speed: 159.425 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.235, HeatmapFocal=1.749
[Epoch 63][Batch 269], Speed: 163.402 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.749
[Epoch 63][Batch 279], Speed: 161.720 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.749
[Epoch 63][Batch 289], Speed: 161.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.748
[Epoch 63][Batch 299], Speed: 159.231 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.748
[Epoch 63][Batch 309], Speed: 160.356 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.748
[Epoch 63][Batch 319], Speed: 157.804 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.748
[Epoch 63][Batch 329], Speed: 159.638 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.747
[Epoch 63][Batch 339], Speed: 157.695 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.747
[Epoch 63][Batch 349], Speed: 154.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.747
[Epoch 63][Batch 359], Speed: 161.789 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.235, HeatmapFocal=1.747
[Epoch 63][Batch 369], Speed: 164.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.746
[Epoch 63][Batch 379], Speed: 160.440 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.746
[Epoch 63][Batch 389], Speed: 163.622 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.746
[Epoch 63][Batch 399], Speed: 161.435 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.746
[Epoch 63][Batch 409], Speed: 164.739 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.745
[Epoch 63][Batch 419], Speed: 162.266 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.745
[Epoch 63][Batch 429], Speed: 161.742 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.745
[Epoch 63][Batch 439], Speed: 164.014 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.744
[Epoch 63][Batch 449], Speed: 164.683 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.744
[Epoch 63][Batch 459], Speed: 165.796 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.744
[Epoch 63][Batch 469], Speed: 167.873 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.744
[Epoch 63][Batch 479], Speed: 168.203 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.743
[Epoch 63][Batch 489], Speed: 168.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.743
[Epoch 63][Batch 499], Speed: 169.056 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.743
[Epoch 63][Batch 509], Speed: 170.205 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.742
[Epoch 63] Training cost: 105.900, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.742
[Epoch 64][Batch 9], Speed: 146.738 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.238, HeatmapFocal=1.742
[Epoch 64][Batch 19], Speed: 161.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.742
[Epoch 64][Batch 29], Speed: 162.001 samples/sec, LR=1.2500000000000003e-06, WHL1=0.250, CenterRegL1=0.235, HeatmapFocal=1.741
[Epoch 64][Batch 39], Speed: 163.223 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.741
[Epoch 64][Batch 49], Speed: 155.665 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.741
[Epoch 64][Batch 59], Speed: 160.746 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.741
[Epoch 64][Batch 69], Speed: 159.607 samples/sec, LR=1.2500000000000003e-06, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.740
[Epoch 64][Batch 79], Speed: 158.170 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.740
[Epoch 64][Batch 89], Speed: 152.214 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.740
[Epoch 64][Batch 99], Speed: 162.784 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.740
[Epoch 64][Batch 109], Speed: 160.944 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.739
[Epoch 64][Batch 119], Speed: 162.903 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.739
[Epoch 64][Batch 129], Speed: 160.111 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.739
[Epoch 64][Batch 139], Speed: 162.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.739
[Epoch 64][Batch 149], Speed: 163.707 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.738
[Epoch 64][Batch 159], Speed: 157.470 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.738
[Epoch 64][Batch 169], Speed: 163.237 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.234, HeatmapFocal=1.738
[Epoch 64][Batch 179], Speed: 161.616 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.738
[Epoch 64][Batch 189], Speed: 162.921 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.234, HeatmapFocal=1.737
[Epoch 64][Batch 199], Speed: 159.797 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.737
[Epoch 64][Batch 209], Speed: 156.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.737
[Epoch 64][Batch 219], Speed: 162.141 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.736
[Epoch 64][Batch 229], Speed: 164.547 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.235, HeatmapFocal=1.736
[Epoch 64][Batch 239], Speed: 160.447 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.235, HeatmapFocal=1.736
[Epoch 64][Batch 249], Speed: 157.617 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.736
[Epoch 64][Batch 259], Speed: 163.554 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.735
[Epoch 64][Batch 269], Speed: 156.552 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.735
[Epoch 64][Batch 279], Speed: 159.920 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.735
[Epoch 64][Batch 289], Speed: 161.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.735
[Epoch 64][Batch 299], Speed: 150.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.734
[Epoch 64][Batch 309], Speed: 162.671 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.734
[Epoch 64][Batch 319], Speed: 162.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.734
[Epoch 64][Batch 329], Speed: 157.786 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.734
[Epoch 64][Batch 339], Speed: 162.862 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.733
[Epoch 64][Batch 349], Speed: 157.163 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.733
[Epoch 64][Batch 359], Speed: 161.055 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.733
[Epoch 64][Batch 369], Speed: 162.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.733
[Epoch 64][Batch 379], Speed: 160.491 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.732
[Epoch 64][Batch 389], Speed: 164.578 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.732
[Epoch 64][Batch 399], Speed: 161.310 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.732
[Epoch 64][Batch 409], Speed: 163.693 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.731
[Epoch 64][Batch 419], Speed: 161.058 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.731
[Epoch 64][Batch 429], Speed: 160.542 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.731
[Epoch 64][Batch 439], Speed: 162.862 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.731
[Epoch 64][Batch 449], Speed: 162.307 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.730
[Epoch 64][Batch 459], Speed: 167.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.730
[Epoch 64][Batch 469], Speed: 167.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.730
[Epoch 64][Batch 479], Speed: 168.297 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.730
[Epoch 64][Batch 489], Speed: 168.340 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.729
[Epoch 64][Batch 499], Speed: 165.272 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.729
[Epoch 64][Batch 509], Speed: 167.982 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.729
[Epoch 64] Training cost: 105.817, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.729
[Epoch 65][Batch 9], Speed: 150.803 samples/sec, LR=1.2500000000000003e-06, WHL1=0.251, CenterRegL1=0.230, HeatmapFocal=1.728
[Epoch 65][Batch 19], Speed: 160.592 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.728
[Epoch 65][Batch 29], Speed: 163.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.728
[Epoch 65][Batch 39], Speed: 162.604 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.728
[Epoch 65][Batch 49], Speed: 154.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 65][Batch 59], Speed: 164.516 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 65][Batch 69], Speed: 161.406 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 65][Batch 79], Speed: 161.217 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.727
[Epoch 65][Batch 89], Speed: 161.478 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.726
[Epoch 65][Batch 99], Speed: 163.813 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.726
[Epoch 65][Batch 109], Speed: 163.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.726
[Epoch 65][Batch 119], Speed: 161.570 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.726
[Epoch 65][Batch 129], Speed: 160.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.725
[Epoch 65][Batch 139], Speed: 153.614 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.725
[Epoch 65][Batch 149], Speed: 158.655 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.725
[Epoch 65][Batch 159], Speed: 160.685 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.725
[Epoch 65][Batch 169], Speed: 161.765 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.724
[Epoch 65][Batch 179], Speed: 162.610 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.724
[Epoch 65][Batch 189], Speed: 156.448 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.724
[Epoch 65][Batch 199], Speed: 154.680 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.724
[Epoch 65][Batch 209], Speed: 161.342 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.723
[Epoch 65][Batch 219], Speed: 163.556 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.723
[Epoch 65][Batch 229], Speed: 163.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.723
[Epoch 65][Batch 239], Speed: 152.044 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.722
[Epoch 65][Batch 249], Speed: 157.839 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.722
[Epoch 65][Batch 259], Speed: 158.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.722
[Epoch 65][Batch 269], Speed: 160.136 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.722
[Epoch 65][Batch 279], Speed: 154.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.721
[Epoch 65][Batch 289], Speed: 161.843 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.721
[Epoch 65][Batch 299], Speed: 161.582 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.721
[Epoch 65][Batch 309], Speed: 160.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.721
[Epoch 65][Batch 319], Speed: 157.372 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.720
[Epoch 65][Batch 329], Speed: 163.628 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.720
[Epoch 65][Batch 339], Speed: 162.662 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.720
[Epoch 65][Batch 349], Speed: 162.477 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.720
[Epoch 65][Batch 359], Speed: 159.673 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.719
[Epoch 65][Batch 369], Speed: 158.910 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.719
[Epoch 65][Batch 379], Speed: 159.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.719
[Epoch 65][Batch 389], Speed: 163.103 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.719
[Epoch 65][Batch 399], Speed: 160.865 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 65][Batch 409], Speed: 160.854 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 65][Batch 419], Speed: 150.637 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 65][Batch 429], Speed: 160.470 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.718
[Epoch 65][Batch 439], Speed: 158.903 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 65][Batch 449], Speed: 160.224 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 65][Batch 459], Speed: 166.064 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.717
[Epoch 65][Batch 469], Speed: 169.018 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.717
[Epoch 65][Batch 479], Speed: 167.160 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.716
[Epoch 65][Batch 489], Speed: 167.039 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.716
[Epoch 65][Batch 499], Speed: 165.420 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.716
[Epoch 65][Batch 509], Speed: 166.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.716
[Epoch 65] Training cost: 105.844, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.715
[Epoch 65] Validation: 
aeroplane=0.7199042892445181
bicycle=0.8291554849118016
bird=0.7618770593697677
boat=0.630870958177738
bottle=0.5438808919822801
bus=0.8232085586703202
car=0.8383843228819393
cat=0.854346084487619
chair=0.5890031785384947
cow=0.8349598337727917
diningtable=0.6849411025767348
dog=0.8260022783657182
horse=0.8443686685012328
motorbike=0.8247421162090125
person=0.7779193059679815
pottedplant=0.496008418833892
sheep=0.7743894356995719
sofa=0.7083849503418708
train=0.8295478503074467
tvmonitor=0.7526194955157633
mAP=0.7472257142178248
[Epoch 66][Batch 9], Speed: 154.812 samples/sec, LR=1.2500000000000003e-06, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.715
[Epoch 66][Batch 19], Speed: 158.361 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.715
[Epoch 66][Batch 29], Speed: 162.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.715
[Epoch 66][Batch 39], Speed: 160.962 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.235, HeatmapFocal=1.714
[Epoch 66][Batch 49], Speed: 163.934 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.235, HeatmapFocal=1.714
[Epoch 66][Batch 59], Speed: 156.950 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.235, HeatmapFocal=1.714
[Epoch 66][Batch 69], Speed: 157.058 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.236, HeatmapFocal=1.714
[Epoch 66][Batch 79], Speed: 157.412 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.235, HeatmapFocal=1.713
[Epoch 66][Batch 89], Speed: 161.655 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.235, HeatmapFocal=1.713
[Epoch 66][Batch 99], Speed: 160.491 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.713
[Epoch 66][Batch 109], Speed: 160.685 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.713
[Epoch 66][Batch 119], Speed: 160.243 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.712
[Epoch 66][Batch 129], Speed: 158.817 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.712
[Epoch 66][Batch 139], Speed: 157.674 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.234, HeatmapFocal=1.712
[Epoch 66][Batch 149], Speed: 162.279 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.712
[Epoch 66][Batch 159], Speed: 155.079 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.711
[Epoch 66][Batch 169], Speed: 162.612 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.711
[Epoch 66][Batch 179], Speed: 163.557 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.711
[Epoch 66][Batch 189], Speed: 158.159 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.710
[Epoch 66][Batch 199], Speed: 163.129 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.710
[Epoch 66][Batch 209], Speed: 163.427 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.232, HeatmapFocal=1.710
[Epoch 66][Batch 219], Speed: 163.203 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.710
[Epoch 66][Batch 229], Speed: 160.665 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.710
[Epoch 66][Batch 239], Speed: 163.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.709
[Epoch 66][Batch 249], Speed: 162.059 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.709
[Epoch 66][Batch 259], Speed: 160.911 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.709
[Epoch 66][Batch 269], Speed: 158.664 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.709
[Epoch 66][Batch 279], Speed: 162.615 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.708
[Epoch 66][Batch 289], Speed: 161.738 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.708
[Epoch 66][Batch 299], Speed: 160.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.708
[Epoch 66][Batch 309], Speed: 164.654 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.708
[Epoch 66][Batch 319], Speed: 157.531 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.707
[Epoch 66][Batch 329], Speed: 161.873 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.707
[Epoch 66][Batch 339], Speed: 162.997 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.707
[Epoch 66][Batch 349], Speed: 163.775 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.706
[Epoch 66][Batch 359], Speed: 161.513 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.706
[Epoch 66][Batch 369], Speed: 159.596 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.706
[Epoch 66][Batch 379], Speed: 163.333 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.706
[Epoch 66][Batch 389], Speed: 159.055 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.705
[Epoch 66][Batch 399], Speed: 159.189 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.705
[Epoch 66][Batch 409], Speed: 162.657 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.705
[Epoch 66][Batch 419], Speed: 158.879 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.705
[Epoch 66][Batch 429], Speed: 161.100 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.705
[Epoch 66][Batch 439], Speed: 158.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.704
[Epoch 66][Batch 449], Speed: 156.255 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.704
[Epoch 66][Batch 459], Speed: 165.466 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.704
[Epoch 66][Batch 469], Speed: 167.665 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.704
[Epoch 66][Batch 479], Speed: 168.580 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.703
[Epoch 66][Batch 489], Speed: 168.059 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.703
[Epoch 66][Batch 499], Speed: 167.102 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.703
[Epoch 66][Batch 509], Speed: 168.315 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.703
[Epoch 66] Training cost: 105.557, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.702
[Epoch 67][Batch 9], Speed: 154.337 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.232, HeatmapFocal=1.702
[Epoch 67][Batch 19], Speed: 158.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.235, HeatmapFocal=1.702
[Epoch 67][Batch 29], Speed: 155.308 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.236, HeatmapFocal=1.702
[Epoch 67][Batch 39], Speed: 159.452 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.234, HeatmapFocal=1.701
[Epoch 67][Batch 49], Speed: 161.036 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.235, HeatmapFocal=1.701
[Epoch 67][Batch 59], Speed: 162.813 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.234, HeatmapFocal=1.701
[Epoch 67][Batch 69], Speed: 69.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.701
[Epoch 67][Batch 79], Speed: 154.186 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.700
[Epoch 67][Batch 89], Speed: 156.592 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.700
[Epoch 67][Batch 99], Speed: 159.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.700
[Epoch 67][Batch 109], Speed: 148.902 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.700
[Epoch 67][Batch 119], Speed: 147.983 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.699
[Epoch 67][Batch 129], Speed: 155.538 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.699
[Epoch 67][Batch 139], Speed: 152.544 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.699
[Epoch 67][Batch 149], Speed: 153.887 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.699
[Epoch 67][Batch 159], Speed: 151.537 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.698
[Epoch 67][Batch 169], Speed: 154.987 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.698
[Epoch 67][Batch 179], Speed: 155.570 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.698
[Epoch 67][Batch 189], Speed: 152.619 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.698
[Epoch 67][Batch 199], Speed: 157.952 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.697
[Epoch 67][Batch 209], Speed: 154.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.697
[Epoch 67][Batch 219], Speed: 157.870 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.697
[Epoch 67][Batch 229], Speed: 149.633 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.697
[Epoch 67][Batch 239], Speed: 157.942 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.696
[Epoch 67][Batch 249], Speed: 158.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.696
[Epoch 67][Batch 259], Speed: 151.930 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.696
[Epoch 67][Batch 269], Speed: 155.605 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.696
[Epoch 67][Batch 279], Speed: 157.919 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.695
[Epoch 67][Batch 289], Speed: 157.787 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.695
[Epoch 67][Batch 299], Speed: 150.358 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.695
[Epoch 67][Batch 309], Speed: 156.673 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.695
[Epoch 67][Batch 319], Speed: 154.995 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.695
[Epoch 67][Batch 329], Speed: 160.838 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.694
[Epoch 67][Batch 339], Speed: 149.887 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.694
[Epoch 67][Batch 349], Speed: 160.584 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.694
[Epoch 67][Batch 359], Speed: 155.577 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.694
[Epoch 67][Batch 369], Speed: 155.803 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.693
[Epoch 67][Batch 379], Speed: 157.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.693
[Epoch 67][Batch 389], Speed: 157.576 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.693
[Epoch 67][Batch 399], Speed: 155.761 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.693
[Epoch 67][Batch 409], Speed: 151.978 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.692
[Epoch 67][Batch 419], Speed: 160.756 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.692
[Epoch 67][Batch 429], Speed: 150.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.692
[Epoch 67][Batch 439], Speed: 149.682 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.692
[Epoch 67][Batch 449], Speed: 159.515 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.691
[Epoch 67][Batch 459], Speed: 163.424 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.691
[Epoch 67][Batch 469], Speed: 162.526 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.691
[Epoch 67][Batch 479], Speed: 163.711 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.691
[Epoch 67][Batch 489], Speed: 162.631 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.690
[Epoch 67][Batch 499], Speed: 163.698 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.690
[Epoch 67][Batch 509], Speed: 164.347 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.690
[Epoch 67] Training cost: 112.295, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.690
[Epoch 68][Batch 9], Speed: 146.629 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.233, HeatmapFocal=1.690
[Epoch 68][Batch 19], Speed: 152.666 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.236, HeatmapFocal=1.689
[Epoch 68][Batch 29], Speed: 155.736 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.234, HeatmapFocal=1.689
[Epoch 68][Batch 39], Speed: 155.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.233, HeatmapFocal=1.689
[Epoch 68][Batch 49], Speed: 154.276 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.689
[Epoch 68][Batch 59], Speed: 150.193 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.688
[Epoch 68][Batch 69], Speed: 155.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.688
[Epoch 68][Batch 79], Speed: 157.474 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.233, HeatmapFocal=1.688
[Epoch 68][Batch 89], Speed: 157.617 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.688
[Epoch 68][Batch 99], Speed: 154.308 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.687
[Epoch 68][Batch 109], Speed: 150.130 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.687
[Epoch 68][Batch 119], Speed: 153.118 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.687
[Epoch 68][Batch 129], Speed: 154.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.687
[Epoch 68][Batch 139], Speed: 149.244 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.686
[Epoch 68][Batch 149], Speed: 153.973 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.686
[Epoch 68][Batch 159], Speed: 159.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.686
[Epoch 68][Batch 169], Speed: 154.832 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.686
[Epoch 68][Batch 179], Speed: 151.045 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.685
[Epoch 68][Batch 189], Speed: 159.083 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.233, HeatmapFocal=1.685
[Epoch 68][Batch 199], Speed: 148.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.685
[Epoch 68][Batch 209], Speed: 150.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.685
[Epoch 68][Batch 219], Speed: 156.910 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.684
[Epoch 68][Batch 229], Speed: 154.582 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.684
[Epoch 68][Batch 239], Speed: 154.966 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.233, HeatmapFocal=1.684
[Epoch 68][Batch 249], Speed: 154.047 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.234, HeatmapFocal=1.684
[Epoch 68][Batch 259], Speed: 153.516 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.684
[Epoch 68][Batch 269], Speed: 149.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.233, HeatmapFocal=1.683
[Epoch 68][Batch 279], Speed: 159.640 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.683
[Epoch 68][Batch 289], Speed: 160.631 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.683
[Epoch 68][Batch 299], Speed: 161.402 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.683
[Epoch 68][Batch 309], Speed: 157.746 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.682
[Epoch 68][Batch 319], Speed: 160.400 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.682
[Epoch 68][Batch 329], Speed: 160.343 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.682
[Epoch 68][Batch 339], Speed: 157.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.682
[Epoch 68][Batch 349], Speed: 158.108 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.681
[Epoch 68][Batch 359], Speed: 155.470 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.681
[Epoch 68][Batch 369], Speed: 71.311 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.681
[Epoch 68][Batch 379], Speed: 157.457 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.234, HeatmapFocal=1.681
[Epoch 68][Batch 389], Speed: 157.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.680
[Epoch 68][Batch 399], Speed: 157.136 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.680
[Epoch 68][Batch 409], Speed: 154.871 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.680
[Epoch 68][Batch 419], Speed: 156.037 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.680
[Epoch 68][Batch 429], Speed: 158.396 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.680
[Epoch 68][Batch 439], Speed: 154.112 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.679
[Epoch 68][Batch 449], Speed: 146.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.679
[Epoch 68][Batch 459], Speed: 159.706 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.679
[Epoch 68][Batch 469], Speed: 166.395 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.679
[Epoch 68][Batch 479], Speed: 164.604 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.678
[Epoch 68][Batch 489], Speed: 167.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.678
[Epoch 68][Batch 499], Speed: 166.448 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.678
[Epoch 68][Batch 509], Speed: 166.374 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.678
[Epoch 68] Training cost: 111.755, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.677
[Epoch 69][Batch 9], Speed: 152.182 samples/sec, LR=1.2500000000000003e-06, WHL1=0.253, CenterRegL1=0.229, HeatmapFocal=1.677
[Epoch 69][Batch 19], Speed: 159.010 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.229, HeatmapFocal=1.677
[Epoch 69][Batch 29], Speed: 73.926 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.677
[Epoch 69][Batch 39], Speed: 159.107 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.677
[Epoch 69][Batch 49], Speed: 159.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 69][Batch 59], Speed: 159.977 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.676
[Epoch 69][Batch 69], Speed: 160.264 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.676
[Epoch 69][Batch 79], Speed: 162.219 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.676
[Epoch 69][Batch 89], Speed: 160.880 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.675
[Epoch 69][Batch 99], Speed: 160.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.675
[Epoch 69][Batch 109], Speed: 161.037 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.675
[Epoch 69][Batch 119], Speed: 163.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.675
[Epoch 69][Batch 129], Speed: 161.174 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.674
[Epoch 69][Batch 139], Speed: 157.683 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.674
[Epoch 69][Batch 149], Speed: 159.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.233, HeatmapFocal=1.674
[Epoch 69][Batch 159], Speed: 159.801 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.674
[Epoch 69][Batch 169], Speed: 164.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.233, HeatmapFocal=1.673
[Epoch 69][Batch 179], Speed: 161.202 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.234, HeatmapFocal=1.673
[Epoch 69][Batch 189], Speed: 162.330 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.673
[Epoch 69][Batch 199], Speed: 160.513 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.234, HeatmapFocal=1.673
[Epoch 69][Batch 209], Speed: 155.816 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.673
[Epoch 69][Batch 219], Speed: 161.639 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.234, HeatmapFocal=1.672
[Epoch 69][Batch 229], Speed: 163.704 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.672
[Epoch 69][Batch 239], Speed: 160.018 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.672
[Epoch 69][Batch 249], Speed: 158.604 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.672
[Epoch 69][Batch 259], Speed: 161.376 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.671
[Epoch 69][Batch 269], Speed: 155.468 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.671
[Epoch 69][Batch 279], Speed: 159.580 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.671
[Epoch 69][Batch 289], Speed: 162.613 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.671
[Epoch 69][Batch 299], Speed: 161.936 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.233, HeatmapFocal=1.671
[Epoch 69][Batch 309], Speed: 159.363 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.670
[Epoch 69][Batch 319], Speed: 159.166 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.670
[Epoch 69][Batch 329], Speed: 156.787 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.670
[Epoch 69][Batch 339], Speed: 162.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.670
[Epoch 69][Batch 349], Speed: 159.074 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 69][Batch 359], Speed: 159.260 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 69][Batch 369], Speed: 164.158 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 69][Batch 379], Speed: 158.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 69][Batch 389], Speed: 150.786 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.669
[Epoch 69][Batch 399], Speed: 162.324 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.668
[Epoch 69][Batch 409], Speed: 161.460 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.668
[Epoch 69][Batch 419], Speed: 159.149 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.233, HeatmapFocal=1.668
[Epoch 69][Batch 429], Speed: 151.914 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.668
[Epoch 69][Batch 439], Speed: 154.997 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.667
[Epoch 69][Batch 449], Speed: 159.946 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.667
[Epoch 69][Batch 459], Speed: 162.005 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.667
[Epoch 69][Batch 469], Speed: 168.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.233, HeatmapFocal=1.667
[Epoch 69][Batch 479], Speed: 168.562 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.666
[Epoch 69][Batch 489], Speed: 164.413 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.666
[Epoch 69][Batch 499], Speed: 164.930 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.666
[Epoch 69][Batch 509], Speed: 167.479 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.666
[Epoch 69] Training cost: 109.110, WHL1=0.241, CenterRegL1=0.233, HeatmapFocal=1.666
[Epoch 69] Validation: 
aeroplane=0.7217829847830868
bicycle=0.8217888467644994
bird=0.7662635177130398
boat=0.6179497922773337
bottle=0.5519523939717415
bus=0.8245732135073821
car=0.8406298890114869
cat=0.8591257185202951
chair=0.5943118616751915
cow=0.835775510837793
diningtable=0.6931810336612851
dog=0.8285314591646533
horse=0.8441919511729054
motorbike=0.819616465196851
person=0.7773582578437914
pottedplant=0.5074418449954639
sheep=0.7558007396669767
sofa=0.7081072968619129
train=0.837142759686979
tvmonitor=0.7463520442202144
mAP=0.7475938790766441