Namespace(batch_size=32, center_reg_weight=1.0, data_shape=512, dataset='voc', dataset_root='~/.mxnet/datasets/', epochs=70, flip_validation=True, gpus='2,3', log_interval=10, lr=0.000125, lr_decay=0.1, lr_decay_epoch='45,60', lr_mode='step', momentum=0.9, network='resnet18_v1b', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet18_v1b_voc', seed=233, start_epoch=0, val_interval=5, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1)
Start training from [Epoch 0]
[Epoch 0][Batch 9], Speed: 218.798 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.486, HeatmapFocal=278.131
[Epoch 0][Batch 19], Speed: 217.645 samples/sec, LR=0.000125, WHL1=4.170, CenterRegL1=0.478, HeatmapFocal=191.797
[Epoch 0][Batch 29], Speed: 214.207 samples/sec, LR=0.000125, WHL1=4.109, CenterRegL1=0.459, HeatmapFocal=152.253
[Epoch 0][Batch 39], Speed: 82.782 samples/sec, LR=0.000125, WHL1=4.154, CenterRegL1=0.431, HeatmapFocal=129.486
[Epoch 0][Batch 49], Speed: 98.486 samples/sec, LR=0.000125, WHL1=4.222, CenterRegL1=0.401, HeatmapFocal=113.567
[Epoch 0][Batch 59], Speed: 198.754 samples/sec, LR=0.000125, WHL1=4.233, CenterRegL1=0.375, HeatmapFocal=101.401
[Epoch 0][Batch 69], Speed: 190.268 samples/sec, LR=0.000125, WHL1=4.202, CenterRegL1=0.357, HeatmapFocal=91.272
[Epoch 0][Batch 79], Speed: 199.725 samples/sec, LR=0.000125, WHL1=4.164, CenterRegL1=0.343, HeatmapFocal=83.070
[Epoch 0][Batch 89], Speed: 177.961 samples/sec, LR=0.000125, WHL1=4.196, CenterRegL1=0.331, HeatmapFocal=76.291
[Epoch 0][Batch 99], Speed: 198.230 samples/sec, LR=0.000125, WHL1=4.166, CenterRegL1=0.323, HeatmapFocal=70.298
[Epoch 0][Batch 109], Speed: 185.777 samples/sec, LR=0.000125, WHL1=4.113, CenterRegL1=0.316, HeatmapFocal=65.007
[Epoch 0][Batch 119], Speed: 183.819 samples/sec, LR=0.000125, WHL1=4.063, CenterRegL1=0.310, HeatmapFocal=60.463
[Epoch 0][Batch 129], Speed: 180.558 samples/sec, LR=0.000125, WHL1=4.035, CenterRegL1=0.306, HeatmapFocal=56.579
[Epoch 0][Batch 139], Speed: 192.526 samples/sec, LR=0.000125, WHL1=3.994, CenterRegL1=0.301, HeatmapFocal=53.128
[Epoch 0][Batch 149], Speed: 191.608 samples/sec, LR=0.000125, WHL1=3.979, CenterRegL1=0.297, HeatmapFocal=50.136
[Epoch 0][Batch 159], Speed: 180.877 samples/sec, LR=0.000125, WHL1=3.944, CenterRegL1=0.294, HeatmapFocal=47.456
[Epoch 0][Batch 169], Speed: 186.909 samples/sec, LR=0.000125, WHL1=3.916, CenterRegL1=0.291, HeatmapFocal=45.076
[Epoch 0][Batch 179], Speed: 179.149 samples/sec, LR=0.000125, WHL1=3.890, CenterRegL1=0.289, HeatmapFocal=42.928
[Epoch 0][Batch 189], Speed: 181.586 samples/sec, LR=0.000125, WHL1=3.870, CenterRegL1=0.287, HeatmapFocal=41.002
[Epoch 0][Batch 199], Speed: 181.734 samples/sec, LR=0.000125, WHL1=3.835, CenterRegL1=0.284, HeatmapFocal=39.254
[Epoch 0][Batch 209], Speed: 191.896 samples/sec, LR=0.000125, WHL1=3.806, CenterRegL1=0.282, HeatmapFocal=37.654
[Epoch 0][Batch 219], Speed: 196.999 samples/sec, LR=0.000125, WHL1=3.778, CenterRegL1=0.281, HeatmapFocal=36.196
[Epoch 0][Batch 229], Speed: 181.279 samples/sec, LR=0.000125, WHL1=3.755, CenterRegL1=0.279, HeatmapFocal=34.862
[Epoch 0][Batch 239], Speed: 187.519 samples/sec, LR=0.000125, WHL1=3.737, CenterRegL1=0.278, HeatmapFocal=33.634
[Epoch 0][Batch 249], Speed: 195.111 samples/sec, LR=0.000125, WHL1=3.704, CenterRegL1=0.276, HeatmapFocal=32.494
[Epoch 0][Batch 259], Speed: 184.477 samples/sec, LR=0.000125, WHL1=3.681, CenterRegL1=0.275, HeatmapFocal=31.445
[Epoch 0][Batch 269], Speed: 184.829 samples/sec, LR=0.000125, WHL1=3.649, CenterRegL1=0.274, HeatmapFocal=30.465
[Epoch 0][Batch 279], Speed: 182.908 samples/sec, LR=0.000125, WHL1=3.629, CenterRegL1=0.273, HeatmapFocal=29.558
[Epoch 0][Batch 289], Speed: 183.352 samples/sec, LR=0.000125, WHL1=3.598, CenterRegL1=0.272, HeatmapFocal=28.705
[Epoch 0][Batch 299], Speed: 178.867 samples/sec, LR=0.000125, WHL1=3.567, CenterRegL1=0.271, HeatmapFocal=27.906
[Epoch 0][Batch 309], Speed: 180.875 samples/sec, LR=0.000125, WHL1=3.543, CenterRegL1=0.271, HeatmapFocal=27.159
[Epoch 0][Batch 319], Speed: 192.097 samples/sec, LR=0.000125, WHL1=3.518, CenterRegL1=0.270, HeatmapFocal=26.460
[Epoch 0][Batch 329], Speed: 172.138 samples/sec, LR=0.000125, WHL1=3.496, CenterRegL1=0.269, HeatmapFocal=25.804
[Epoch 0][Batch 339], Speed: 182.701 samples/sec, LR=0.000125, WHL1=3.464, CenterRegL1=0.268, HeatmapFocal=25.180
[Epoch 0][Batch 349], Speed: 183.798 samples/sec, LR=0.000125, WHL1=3.434, CenterRegL1=0.268, HeatmapFocal=24.592
[Epoch 0][Batch 359], Speed: 190.167 samples/sec, LR=0.000125, WHL1=3.408, CenterRegL1=0.267, HeatmapFocal=24.035
[Epoch 0][Batch 369], Speed: 184.116 samples/sec, LR=0.000125, WHL1=3.377, CenterRegL1=0.267, HeatmapFocal=23.505
[Epoch 0][Batch 379], Speed: 180.911 samples/sec, LR=0.000125, WHL1=3.347, CenterRegL1=0.266, HeatmapFocal=23.004
[Epoch 0][Batch 389], Speed: 187.447 samples/sec, LR=0.000125, WHL1=3.319, CenterRegL1=0.266, HeatmapFocal=22.526
[Epoch 0][Batch 399], Speed: 186.781 samples/sec, LR=0.000125, WHL1=3.290, CenterRegL1=0.266, HeatmapFocal=22.073
[Epoch 0][Batch 409], Speed: 183.770 samples/sec, LR=0.000125, WHL1=3.267, CenterRegL1=0.266, HeatmapFocal=21.644
[Epoch 0][Batch 419], Speed: 186.914 samples/sec, LR=0.000125, WHL1=3.244, CenterRegL1=0.266, HeatmapFocal=21.235
[Epoch 0][Batch 429], Speed: 176.775 samples/sec, LR=0.000125, WHL1=3.222, CenterRegL1=0.265, HeatmapFocal=20.846
[Epoch 0][Batch 439], Speed: 195.455 samples/sec, LR=0.000125, WHL1=3.198, CenterRegL1=0.265, HeatmapFocal=20.473
[Epoch 0][Batch 449], Speed: 187.644 samples/sec, LR=0.000125, WHL1=3.176, CenterRegL1=0.265, HeatmapFocal=20.116
[Epoch 0][Batch 459], Speed: 185.070 samples/sec, LR=0.000125, WHL1=3.152, CenterRegL1=0.265, HeatmapFocal=19.773
[Epoch 0][Batch 469], Speed: 214.176 samples/sec, LR=0.000125, WHL1=3.128, CenterRegL1=0.265, HeatmapFocal=19.443
[Epoch 0][Batch 479], Speed: 208.784 samples/sec, LR=0.000125, WHL1=3.105, CenterRegL1=0.265, HeatmapFocal=19.127
[Epoch 0][Batch 489], Speed: 212.002 samples/sec, LR=0.000125, WHL1=3.084, CenterRegL1=0.265, HeatmapFocal=18.823
[Epoch 0][Batch 499], Speed: 219.339 samples/sec, LR=0.000125, WHL1=3.064, CenterRegL1=0.265, HeatmapFocal=18.533
[Epoch 0][Batch 509], Speed: 218.654 samples/sec, LR=0.000125, WHL1=3.043, CenterRegL1=0.265, HeatmapFocal=18.255
[Epoch 0] Training cost: 95.736, WHL1=3.028, CenterRegL1=0.265, HeatmapFocal=18.065
[Epoch 0] Validation: 
aeroplane=0.0
bicycle=0.0
bird=0.0
boat=0.0
bottle=0.0
bus=0.0
car=0.002932551319648094
cat=0.0
chair=0.0
cow=0.0
diningtable=0.0
dog=0.0
horse=0.0
motorbike=0.0
person=0.011363636363636364
pottedplant=1.4622662201880475e-05
sheep=0.004329004329004329
sofa=0.0
train=0.0
tvmonitor=0.0
mAP=0.0009319907337245334
[Epoch 1][Batch 9], Speed: 202.345 samples/sec, LR=0.000125, WHL1=2.014, CenterRegL1=0.269, HeatmapFocal=17.802
[Epoch 1][Batch 19], Speed: 214.415 samples/sec, LR=0.000125, WHL1=1.968, CenterRegL1=0.265, HeatmapFocal=17.551
[Epoch 1][Batch 29], Speed: 208.080 samples/sec, LR=0.000125, WHL1=1.950, CenterRegL1=0.264, HeatmapFocal=17.308
[Epoch 1][Batch 39], Speed: 209.948 samples/sec, LR=0.000125, WHL1=1.937, CenterRegL1=0.265, HeatmapFocal=17.073
[Epoch 1][Batch 49], Speed: 206.358 samples/sec, LR=0.000125, WHL1=1.901, CenterRegL1=0.265, HeatmapFocal=16.844
[Epoch 1][Batch 59], Speed: 213.110 samples/sec, LR=0.000125, WHL1=1.893, CenterRegL1=0.264, HeatmapFocal=16.625
[Epoch 1][Batch 69], Speed: 65.779 samples/sec, LR=0.000125, WHL1=1.881, CenterRegL1=0.263, HeatmapFocal=16.413
[Epoch 1][Batch 79], Speed: 186.313 samples/sec, LR=0.000125, WHL1=1.870, CenterRegL1=0.264, HeatmapFocal=16.208
[Epoch 1][Batch 89], Speed: 183.211 samples/sec, LR=0.000125, WHL1=1.869, CenterRegL1=0.264, HeatmapFocal=16.013
[Epoch 1][Batch 99], Speed: 184.761 samples/sec, LR=0.000125, WHL1=1.863, CenterRegL1=0.263, HeatmapFocal=15.821
[Epoch 1][Batch 109], Speed: 182.096 samples/sec, LR=0.000125, WHL1=1.848, CenterRegL1=0.263, HeatmapFocal=15.635
[Epoch 1][Batch 119], Speed: 192.029 samples/sec, LR=0.000125, WHL1=1.835, CenterRegL1=0.263, HeatmapFocal=15.454
[Epoch 1][Batch 129], Speed: 191.393 samples/sec, LR=0.000125, WHL1=1.833, CenterRegL1=0.262, HeatmapFocal=15.278
[Epoch 1][Batch 139], Speed: 189.564 samples/sec, LR=0.000125, WHL1=1.824, CenterRegL1=0.262, HeatmapFocal=15.109
[Epoch 1][Batch 149], Speed: 203.416 samples/sec, LR=0.000125, WHL1=1.816, CenterRegL1=0.262, HeatmapFocal=14.945
[Epoch 1][Batch 159], Speed: 215.793 samples/sec, LR=0.000125, WHL1=1.813, CenterRegL1=0.261, HeatmapFocal=14.786
[Epoch 1][Batch 169], Speed: 196.067 samples/sec, LR=0.000125, WHL1=1.804, CenterRegL1=0.261, HeatmapFocal=14.631
[Epoch 1][Batch 179], Speed: 207.649 samples/sec, LR=0.000125, WHL1=1.802, CenterRegL1=0.261, HeatmapFocal=14.481
[Epoch 1][Batch 189], Speed: 208.707 samples/sec, LR=0.000125, WHL1=1.796, CenterRegL1=0.260, HeatmapFocal=14.336
[Epoch 1][Batch 199], Speed: 212.880 samples/sec, LR=0.000125, WHL1=1.790, CenterRegL1=0.260, HeatmapFocal=14.194
[Epoch 1][Batch 209], Speed: 75.876 samples/sec, LR=0.000125, WHL1=1.784, CenterRegL1=0.260, HeatmapFocal=14.053
[Epoch 1][Batch 219], Speed: 79.167 samples/sec, LR=0.000125, WHL1=1.783, CenterRegL1=0.259, HeatmapFocal=13.919
[Epoch 1][Batch 229], Speed: 170.259 samples/sec, LR=0.000125, WHL1=1.779, CenterRegL1=0.259, HeatmapFocal=13.787
[Epoch 1][Batch 239], Speed: 178.130 samples/sec, LR=0.000125, WHL1=1.772, CenterRegL1=0.259, HeatmapFocal=13.660
[Epoch 1][Batch 249], Speed: 172.123 samples/sec, LR=0.000125, WHL1=1.762, CenterRegL1=0.259, HeatmapFocal=13.534
[Epoch 1][Batch 259], Speed: 187.338 samples/sec, LR=0.000125, WHL1=1.756, CenterRegL1=0.258, HeatmapFocal=13.412
[Epoch 1][Batch 269], Speed: 177.567 samples/sec, LR=0.000125, WHL1=1.748, CenterRegL1=0.258, HeatmapFocal=13.293
[Epoch 1][Batch 279], Speed: 189.750 samples/sec, LR=0.000125, WHL1=1.739, CenterRegL1=0.258, HeatmapFocal=13.176
[Epoch 1][Batch 289], Speed: 191.084 samples/sec, LR=0.000125, WHL1=1.730, CenterRegL1=0.257, HeatmapFocal=13.061
[Epoch 1][Batch 299], Speed: 179.301 samples/sec, LR=0.000125, WHL1=1.721, CenterRegL1=0.257, HeatmapFocal=12.950
[Epoch 1][Batch 309], Speed: 189.792 samples/sec, LR=0.000125, WHL1=1.713, CenterRegL1=0.257, HeatmapFocal=12.841
[Epoch 1][Batch 319], Speed: 194.744 samples/sec, LR=0.000125, WHL1=1.705, CenterRegL1=0.257, HeatmapFocal=12.735
[Epoch 1][Batch 329], Speed: 185.698 samples/sec, LR=0.000125, WHL1=1.700, CenterRegL1=0.256, HeatmapFocal=12.631
[Epoch 1][Batch 339], Speed: 179.649 samples/sec, LR=0.000125, WHL1=1.692, CenterRegL1=0.256, HeatmapFocal=12.530
[Epoch 1][Batch 349], Speed: 171.042 samples/sec, LR=0.000125, WHL1=1.686, CenterRegL1=0.256, HeatmapFocal=12.431
[Epoch 1][Batch 359], Speed: 175.516 samples/sec, LR=0.000125, WHL1=1.681, CenterRegL1=0.256, HeatmapFocal=12.334
[Epoch 1][Batch 369], Speed: 178.275 samples/sec, LR=0.000125, WHL1=1.678, CenterRegL1=0.256, HeatmapFocal=12.240
[Epoch 1][Batch 379], Speed: 188.900 samples/sec, LR=0.000125, WHL1=1.677, CenterRegL1=0.255, HeatmapFocal=12.148
[Epoch 1][Batch 389], Speed: 192.003 samples/sec, LR=0.000125, WHL1=1.672, CenterRegL1=0.255, HeatmapFocal=12.057
[Epoch 1][Batch 399], Speed: 192.625 samples/sec, LR=0.000125, WHL1=1.670, CenterRegL1=0.255, HeatmapFocal=11.969
[Epoch 1][Batch 409], Speed: 190.099 samples/sec, LR=0.000125, WHL1=1.665, CenterRegL1=0.255, HeatmapFocal=11.882
[Epoch 1][Batch 419], Speed: 190.250 samples/sec, LR=0.000125, WHL1=1.660, CenterRegL1=0.255, HeatmapFocal=11.796
[Epoch 1][Batch 429], Speed: 186.648 samples/sec, LR=0.000125, WHL1=1.656, CenterRegL1=0.255, HeatmapFocal=11.713
[Epoch 1][Batch 439], Speed: 172.696 samples/sec, LR=0.000125, WHL1=1.653, CenterRegL1=0.255, HeatmapFocal=11.631
[Epoch 1][Batch 449], Speed: 185.499 samples/sec, LR=0.000125, WHL1=1.647, CenterRegL1=0.254, HeatmapFocal=11.550
[Epoch 1][Batch 459], Speed: 189.669 samples/sec, LR=0.000125, WHL1=1.643, CenterRegL1=0.254, HeatmapFocal=11.471
[Epoch 1][Batch 469], Speed: 211.566 samples/sec, LR=0.000125, WHL1=1.639, CenterRegL1=0.254, HeatmapFocal=11.394
[Epoch 1][Batch 479], Speed: 212.364 samples/sec, LR=0.000125, WHL1=1.635, CenterRegL1=0.254, HeatmapFocal=11.318
[Epoch 1][Batch 489], Speed: 205.689 samples/sec, LR=0.000125, WHL1=1.631, CenterRegL1=0.254, HeatmapFocal=11.242
[Epoch 1][Batch 499], Speed: 217.604 samples/sec, LR=0.000125, WHL1=1.627, CenterRegL1=0.254, HeatmapFocal=11.170
[Epoch 1][Batch 509], Speed: 205.967 samples/sec, LR=0.000125, WHL1=1.622, CenterRegL1=0.254, HeatmapFocal=11.098
[Epoch 1] Training cost: 94.819, WHL1=1.622, CenterRegL1=0.254, HeatmapFocal=11.049
[Epoch 2][Batch 9], Speed: 150.363 samples/sec, LR=0.000125, WHL1=1.538, CenterRegL1=0.245, HeatmapFocal=10.979
[Epoch 2][Batch 19], Speed: 179.225 samples/sec, LR=0.000125, WHL1=1.449, CenterRegL1=0.245, HeatmapFocal=10.910
[Epoch 2][Batch 29], Speed: 178.917 samples/sec, LR=0.000125, WHL1=1.437, CenterRegL1=0.246, HeatmapFocal=10.843
[Epoch 2][Batch 39], Speed: 186.008 samples/sec, LR=0.000125, WHL1=1.398, CenterRegL1=0.247, HeatmapFocal=10.776
[Epoch 2][Batch 49], Speed: 183.418 samples/sec, LR=0.000125, WHL1=1.393, CenterRegL1=0.247, HeatmapFocal=10.711
[Epoch 2][Batch 59], Speed: 183.043 samples/sec, LR=0.000125, WHL1=1.381, CenterRegL1=0.248, HeatmapFocal=10.647
[Epoch 2][Batch 69], Speed: 183.434 samples/sec, LR=0.000125, WHL1=1.384, CenterRegL1=0.248, HeatmapFocal=10.584
[Epoch 2][Batch 79], Speed: 178.908 samples/sec, LR=0.000125, WHL1=1.381, CenterRegL1=0.248, HeatmapFocal=10.521
[Epoch 2][Batch 89], Speed: 191.187 samples/sec, LR=0.000125, WHL1=1.379, CenterRegL1=0.248, HeatmapFocal=10.460
[Epoch 2][Batch 99], Speed: 194.727 samples/sec, LR=0.000125, WHL1=1.388, CenterRegL1=0.248, HeatmapFocal=10.401
[Epoch 2][Batch 109], Speed: 181.800 samples/sec, LR=0.000125, WHL1=1.390, CenterRegL1=0.248, HeatmapFocal=10.341
[Epoch 2][Batch 119], Speed: 184.332 samples/sec, LR=0.000125, WHL1=1.380, CenterRegL1=0.248, HeatmapFocal=10.283
[Epoch 2][Batch 129], Speed: 179.299 samples/sec, LR=0.000125, WHL1=1.369, CenterRegL1=0.248, HeatmapFocal=10.226
[Epoch 2][Batch 139], Speed: 183.537 samples/sec, LR=0.000125, WHL1=1.366, CenterRegL1=0.248, HeatmapFocal=10.170
[Epoch 2][Batch 149], Speed: 187.817 samples/sec, LR=0.000125, WHL1=1.360, CenterRegL1=0.248, HeatmapFocal=10.115
[Epoch 2][Batch 159], Speed: 191.785 samples/sec, LR=0.000125, WHL1=1.366, CenterRegL1=0.248, HeatmapFocal=10.061
[Epoch 2][Batch 169], Speed: 176.255 samples/sec, LR=0.000125, WHL1=1.366, CenterRegL1=0.248, HeatmapFocal=10.008
[Epoch 2][Batch 179], Speed: 168.113 samples/sec, LR=0.000125, WHL1=1.362, CenterRegL1=0.248, HeatmapFocal=9.955
[Epoch 2][Batch 189], Speed: 192.654 samples/sec, LR=0.000125, WHL1=1.360, CenterRegL1=0.248, HeatmapFocal=9.902
[Epoch 2][Batch 199], Speed: 194.603 samples/sec, LR=0.000125, WHL1=1.362, CenterRegL1=0.247, HeatmapFocal=9.850
[Epoch 2][Batch 209], Speed: 180.621 samples/sec, LR=0.000125, WHL1=1.359, CenterRegL1=0.247, HeatmapFocal=9.800
[Epoch 2][Batch 219], Speed: 181.627 samples/sec, LR=0.000125, WHL1=1.357, CenterRegL1=0.247, HeatmapFocal=9.749
[Epoch 2][Batch 229], Speed: 190.471 samples/sec, LR=0.000125, WHL1=1.355, CenterRegL1=0.247, HeatmapFocal=9.701
[Epoch 2][Batch 239], Speed: 192.661 samples/sec, LR=0.000125, WHL1=1.353, CenterRegL1=0.247, HeatmapFocal=9.652
[Epoch 2][Batch 249], Speed: 190.055 samples/sec, LR=0.000125, WHL1=1.349, CenterRegL1=0.247, HeatmapFocal=9.604
[Epoch 2][Batch 259], Speed: 167.925 samples/sec, LR=0.000125, WHL1=1.350, CenterRegL1=0.248, HeatmapFocal=9.558
[Epoch 2][Batch 269], Speed: 190.034 samples/sec, LR=0.000125, WHL1=1.349, CenterRegL1=0.248, HeatmapFocal=9.512
[Epoch 2][Batch 279], Speed: 189.584 samples/sec, LR=0.000125, WHL1=1.345, CenterRegL1=0.248, HeatmapFocal=9.466
[Epoch 2][Batch 289], Speed: 206.591 samples/sec, LR=0.000125, WHL1=1.344, CenterRegL1=0.248, HeatmapFocal=9.421
[Epoch 2][Batch 299], Speed: 203.183 samples/sec, LR=0.000125, WHL1=1.341, CenterRegL1=0.248, HeatmapFocal=9.376
[Epoch 2][Batch 309], Speed: 210.857 samples/sec, LR=0.000125, WHL1=1.339, CenterRegL1=0.248, HeatmapFocal=9.332
[Epoch 2][Batch 319], Speed: 203.680 samples/sec, LR=0.000125, WHL1=1.337, CenterRegL1=0.248, HeatmapFocal=9.289
[Epoch 2][Batch 329], Speed: 200.640 samples/sec, LR=0.000125, WHL1=1.335, CenterRegL1=0.248, HeatmapFocal=9.246
[Epoch 2][Batch 339], Speed: 207.309 samples/sec, LR=0.000125, WHL1=1.335, CenterRegL1=0.248, HeatmapFocal=9.205
[Epoch 2][Batch 349], Speed: 200.031 samples/sec, LR=0.000125, WHL1=1.332, CenterRegL1=0.248, HeatmapFocal=9.163
[Epoch 2][Batch 359], Speed: 77.868 samples/sec, LR=0.000125, WHL1=1.330, CenterRegL1=0.248, HeatmapFocal=9.121
[Epoch 2][Batch 369], Speed: 93.034 samples/sec, LR=0.000125, WHL1=1.327, CenterRegL1=0.248, HeatmapFocal=9.080
[Epoch 2][Batch 379], Speed: 175.130 samples/sec, LR=0.000125, WHL1=1.324, CenterRegL1=0.248, HeatmapFocal=9.040
[Epoch 2][Batch 389], Speed: 175.939 samples/sec, LR=0.000125, WHL1=1.322, CenterRegL1=0.248, HeatmapFocal=9.001
[Epoch 2][Batch 399], Speed: 184.964 samples/sec, LR=0.000125, WHL1=1.322, CenterRegL1=0.248, HeatmapFocal=8.962
[Epoch 2][Batch 409], Speed: 180.375 samples/sec, LR=0.000125, WHL1=1.320, CenterRegL1=0.248, HeatmapFocal=8.923
[Epoch 2][Batch 419], Speed: 182.015 samples/sec, LR=0.000125, WHL1=1.320, CenterRegL1=0.249, HeatmapFocal=8.885
[Epoch 2][Batch 429], Speed: 185.202 samples/sec, LR=0.000125, WHL1=1.318, CenterRegL1=0.249, HeatmapFocal=8.847
[Epoch 2][Batch 439], Speed: 183.877 samples/sec, LR=0.000125, WHL1=1.317, CenterRegL1=0.249, HeatmapFocal=8.810
[Epoch 2][Batch 449], Speed: 191.215 samples/sec, LR=0.000125, WHL1=1.315, CenterRegL1=0.249, HeatmapFocal=8.774
[Epoch 2][Batch 459], Speed: 195.355 samples/sec, LR=0.000125, WHL1=1.314, CenterRegL1=0.249, HeatmapFocal=8.738
[Epoch 2][Batch 469], Speed: 218.448 samples/sec, LR=0.000125, WHL1=1.313, CenterRegL1=0.249, HeatmapFocal=8.702
[Epoch 2][Batch 479], Speed: 203.425 samples/sec, LR=0.000125, WHL1=1.313, CenterRegL1=0.249, HeatmapFocal=8.667
[Epoch 2][Batch 489], Speed: 206.265 samples/sec, LR=0.000125, WHL1=1.313, CenterRegL1=0.249, HeatmapFocal=8.633
[Epoch 2][Batch 499], Speed: 210.472 samples/sec, LR=0.000125, WHL1=1.311, CenterRegL1=0.249, HeatmapFocal=8.598
[Epoch 2][Batch 509], Speed: 216.154 samples/sec, LR=0.000125, WHL1=1.306, CenterRegL1=0.249, HeatmapFocal=8.564
[Epoch 2] Training cost: 95.123, WHL1=1.306, CenterRegL1=0.249, HeatmapFocal=8.541
[Epoch 3][Batch 9], Speed: 177.122 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.252, HeatmapFocal=8.507
[Epoch 3][Batch 19], Speed: 182.782 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.251, HeatmapFocal=8.474
[Epoch 3][Batch 29], Speed: 185.904 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.251, HeatmapFocal=8.441
[Epoch 3][Batch 39], Speed: 188.217 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.250, HeatmapFocal=8.409
[Epoch 3][Batch 49], Speed: 193.247 samples/sec, LR=0.000125, WHL1=1.175, CenterRegL1=0.250, HeatmapFocal=8.377
[Epoch 3][Batch 59], Speed: 181.316 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.251, HeatmapFocal=8.345
[Epoch 3][Batch 69], Speed: 191.818 samples/sec, LR=0.000125, WHL1=1.183, CenterRegL1=0.250, HeatmapFocal=8.313
[Epoch 3][Batch 79], Speed: 183.176 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.250, HeatmapFocal=8.283
[Epoch 3][Batch 89], Speed: 184.315 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.250, HeatmapFocal=8.253
[Epoch 3][Batch 99], Speed: 171.626 samples/sec, LR=0.000125, WHL1=1.192, CenterRegL1=0.250, HeatmapFocal=8.223
[Epoch 3][Batch 109], Speed: 186.914 samples/sec, LR=0.000125, WHL1=1.199, CenterRegL1=0.250, HeatmapFocal=8.193
[Epoch 3][Batch 119], Speed: 190.651 samples/sec, LR=0.000125, WHL1=1.201, CenterRegL1=0.250, HeatmapFocal=8.164
[Epoch 3][Batch 129], Speed: 178.435 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.250, HeatmapFocal=8.136
[Epoch 3][Batch 139], Speed: 174.359 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.250, HeatmapFocal=8.107
[Epoch 3][Batch 149], Speed: 165.489 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.249, HeatmapFocal=8.079
[Epoch 3][Batch 159], Speed: 183.205 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.249, HeatmapFocal=8.051
[Epoch 3][Batch 169], Speed: 191.264 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.249, HeatmapFocal=8.023
[Epoch 3][Batch 179], Speed: 190.536 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.249, HeatmapFocal=7.996
[Epoch 3][Batch 189], Speed: 186.616 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.248, HeatmapFocal=7.969
[Epoch 3][Batch 199], Speed: 178.329 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.249, HeatmapFocal=7.942
[Epoch 3][Batch 209], Speed: 184.462 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.248, HeatmapFocal=7.916
[Epoch 3][Batch 219], Speed: 168.964 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.248, HeatmapFocal=7.889
[Epoch 3][Batch 229], Speed: 192.044 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.248, HeatmapFocal=7.863
[Epoch 3][Batch 239], Speed: 190.911 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.248, HeatmapFocal=7.837
[Epoch 3][Batch 249], Speed: 174.761 samples/sec, LR=0.000125, WHL1=1.211, CenterRegL1=0.248, HeatmapFocal=7.811
[Epoch 3][Batch 259], Speed: 166.623 samples/sec, LR=0.000125, WHL1=1.213, CenterRegL1=0.248, HeatmapFocal=7.786
[Epoch 3][Batch 269], Speed: 193.112 samples/sec, LR=0.000125, WHL1=1.212, CenterRegL1=0.248, HeatmapFocal=7.762
[Epoch 3][Batch 279], Speed: 190.448 samples/sec, LR=0.000125, WHL1=1.209, CenterRegL1=0.248, HeatmapFocal=7.737
[Epoch 3][Batch 289], Speed: 187.395 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.248, HeatmapFocal=7.712
[Epoch 3][Batch 299], Speed: 182.585 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.248, HeatmapFocal=7.688
[Epoch 3][Batch 309], Speed: 180.720 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.248, HeatmapFocal=7.663
[Epoch 3][Batch 319], Speed: 183.300 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.248, HeatmapFocal=7.639
[Epoch 3][Batch 329], Speed: 184.148 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.615
[Epoch 3][Batch 339], Speed: 183.763 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.247, HeatmapFocal=7.592
[Epoch 3][Batch 349], Speed: 175.777 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.247, HeatmapFocal=7.568
[Epoch 3][Batch 359], Speed: 188.457 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.247, HeatmapFocal=7.546
[Epoch 3][Batch 369], Speed: 182.821 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.247, HeatmapFocal=7.523
[Epoch 3][Batch 379], Speed: 175.996 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.500
[Epoch 3][Batch 389], Speed: 186.894 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.478
[Epoch 3][Batch 399], Speed: 181.468 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.247, HeatmapFocal=7.456
[Epoch 3][Batch 409], Speed: 193.395 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.435
[Epoch 3][Batch 419], Speed: 184.748 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.247, HeatmapFocal=7.413
[Epoch 3][Batch 429], Speed: 184.132 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.247, HeatmapFocal=7.392
[Epoch 3][Batch 439], Speed: 203.943 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.247, HeatmapFocal=7.371
[Epoch 3][Batch 449], Speed: 204.739 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.247, HeatmapFocal=7.350
[Epoch 3][Batch 459], Speed: 211.031 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.330
[Epoch 3][Batch 469], Speed: 225.024 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.309
[Epoch 3][Batch 479], Speed: 223.404 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.289
[Epoch 3][Batch 489], Speed: 222.933 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.268
[Epoch 3][Batch 499], Speed: 218.284 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.248
[Epoch 3][Batch 509], Speed: 114.030 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.228
[Epoch 3] Training cost: 93.753, WHL1=1.205, CenterRegL1=0.247, HeatmapFocal=7.215
[Epoch 4][Batch 9], Speed: 144.239 samples/sec, LR=0.000125, WHL1=1.251, CenterRegL1=0.248, HeatmapFocal=7.195
[Epoch 4][Batch 19], Speed: 173.681 samples/sec, LR=0.000125, WHL1=1.216, CenterRegL1=0.248, HeatmapFocal=7.176
[Epoch 4][Batch 29], Speed: 184.915 samples/sec, LR=0.000125, WHL1=1.224, CenterRegL1=0.247, HeatmapFocal=7.157
[Epoch 4][Batch 39], Speed: 184.951 samples/sec, LR=0.000125, WHL1=1.218, CenterRegL1=0.246, HeatmapFocal=7.138
[Epoch 4][Batch 49], Speed: 180.543 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.246, HeatmapFocal=7.119
[Epoch 4][Batch 59], Speed: 196.653 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.247, HeatmapFocal=7.100
[Epoch 4][Batch 69], Speed: 183.326 samples/sec, LR=0.000125, WHL1=1.199, CenterRegL1=0.245, HeatmapFocal=7.081
[Epoch 4][Batch 79], Speed: 169.632 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.246, HeatmapFocal=7.063
[Epoch 4][Batch 89], Speed: 184.873 samples/sec, LR=0.000125, WHL1=1.189, CenterRegL1=0.246, HeatmapFocal=7.044
[Epoch 4][Batch 99], Speed: 187.392 samples/sec, LR=0.000125, WHL1=1.186, CenterRegL1=0.247, HeatmapFocal=7.026
[Epoch 4][Batch 109], Speed: 198.835 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.247, HeatmapFocal=7.008
[Epoch 4][Batch 119], Speed: 179.838 samples/sec, LR=0.000125, WHL1=1.172, CenterRegL1=0.246, HeatmapFocal=6.990
[Epoch 4][Batch 129], Speed: 180.011 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.247, HeatmapFocal=6.971
[Epoch 4][Batch 139], Speed: 189.927 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.246, HeatmapFocal=6.954
[Epoch 4][Batch 149], Speed: 190.579 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.246, HeatmapFocal=6.936
[Epoch 4][Batch 159], Speed: 184.348 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.918
[Epoch 4][Batch 169], Speed: 166.960 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.246, HeatmapFocal=6.901
[Epoch 4][Batch 179], Speed: 190.468 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.246, HeatmapFocal=6.884
[Epoch 4][Batch 189], Speed: 188.943 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.867
[Epoch 4][Batch 199], Speed: 187.267 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.247, HeatmapFocal=6.850
[Epoch 4][Batch 209], Speed: 182.253 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.833
[Epoch 4][Batch 219], Speed: 194.479 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.246, HeatmapFocal=6.816
[Epoch 4][Batch 229], Speed: 179.546 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.246, HeatmapFocal=6.800
[Epoch 4][Batch 239], Speed: 158.297 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.246, HeatmapFocal=6.783
[Epoch 4][Batch 249], Speed: 181.218 samples/sec, LR=0.000125, WHL1=1.157, CenterRegL1=0.247, HeatmapFocal=6.767
[Epoch 4][Batch 259], Speed: 188.557 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.751
[Epoch 4][Batch 269], Speed: 173.019 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.736
[Epoch 4][Batch 279], Speed: 184.544 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=6.721
[Epoch 4][Batch 289], Speed: 193.728 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.705
[Epoch 4][Batch 299], Speed: 185.637 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.690
[Epoch 4][Batch 309], Speed: 177.509 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.674
[Epoch 4][Batch 319], Speed: 182.678 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.658
[Epoch 4][Batch 329], Speed: 187.782 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.643
[Epoch 4][Batch 339], Speed: 179.745 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.628
[Epoch 4][Batch 349], Speed: 187.306 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.613
[Epoch 4][Batch 359], Speed: 188.239 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.598
[Epoch 4][Batch 369], Speed: 189.024 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.246, HeatmapFocal=6.583
[Epoch 4][Batch 379], Speed: 181.804 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.246, HeatmapFocal=6.569
[Epoch 4][Batch 389], Speed: 186.661 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.246, HeatmapFocal=6.554
[Epoch 4][Batch 399], Speed: 189.409 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.247, HeatmapFocal=6.539
[Epoch 4][Batch 409], Speed: 184.778 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.525
[Epoch 4][Batch 419], Speed: 182.604 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.511
[Epoch 4][Batch 429], Speed: 186.697 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.497
[Epoch 4][Batch 439], Speed: 178.334 samples/sec, LR=0.000125, WHL1=1.163, CenterRegL1=0.247, HeatmapFocal=6.483
[Epoch 4][Batch 449], Speed: 190.110 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.468
[Epoch 4][Batch 459], Speed: 193.395 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.455
[Epoch 4][Batch 469], Speed: 200.075 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.247, HeatmapFocal=6.441
[Epoch 4][Batch 479], Speed: 198.924 samples/sec, LR=0.000125, WHL1=1.159, CenterRegL1=0.247, HeatmapFocal=6.428
[Epoch 4][Batch 489], Speed: 204.005 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.414
[Epoch 4][Batch 499], Speed: 209.689 samples/sec, LR=0.000125, WHL1=1.160, CenterRegL1=0.247, HeatmapFocal=6.401
[Epoch 4][Batch 509], Speed: 214.138 samples/sec, LR=0.000125, WHL1=1.161, CenterRegL1=0.247, HeatmapFocal=6.388
[Epoch 4] Training cost: 95.019, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=6.378
[Epoch 5][Batch 9], Speed: 185.609 samples/sec, LR=0.000125, WHL1=1.232, CenterRegL1=0.243, HeatmapFocal=6.365
[Epoch 5][Batch 19], Speed: 185.337 samples/sec, LR=0.000125, WHL1=1.224, CenterRegL1=0.242, HeatmapFocal=6.351
[Epoch 5][Batch 29], Speed: 194.069 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.244, HeatmapFocal=6.338
[Epoch 5][Batch 39], Speed: 195.263 samples/sec, LR=0.000125, WHL1=1.197, CenterRegL1=0.244, HeatmapFocal=6.325
[Epoch 5][Batch 49], Speed: 174.761 samples/sec, LR=0.000125, WHL1=1.191, CenterRegL1=0.244, HeatmapFocal=6.313
[Epoch 5][Batch 59], Speed: 204.884 samples/sec, LR=0.000125, WHL1=1.194, CenterRegL1=0.244, HeatmapFocal=6.300
[Epoch 5][Batch 69], Speed: 207.033 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.245, HeatmapFocal=6.287
[Epoch 5][Batch 79], Speed: 193.022 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.245, HeatmapFocal=6.274
[Epoch 5][Batch 89], Speed: 197.319 samples/sec, LR=0.000125, WHL1=1.178, CenterRegL1=0.246, HeatmapFocal=6.262
[Epoch 5][Batch 99], Speed: 208.343 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.247, HeatmapFocal=6.249
[Epoch 5][Batch 109], Speed: 208.592 samples/sec, LR=0.000125, WHL1=1.162, CenterRegL1=0.247, HeatmapFocal=6.237
[Epoch 5][Batch 119], Speed: 204.330 samples/sec, LR=0.000125, WHL1=1.156, CenterRegL1=0.248, HeatmapFocal=6.224
[Epoch 5][Batch 129], Speed: 207.518 samples/sec, LR=0.000125, WHL1=1.155, CenterRegL1=0.247, HeatmapFocal=6.212
[Epoch 5][Batch 139], Speed: 76.635 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.247, HeatmapFocal=6.200
[Epoch 5][Batch 149], Speed: 150.284 samples/sec, LR=0.000125, WHL1=1.153, CenterRegL1=0.247, HeatmapFocal=6.188
[Epoch 5][Batch 159], Speed: 188.373 samples/sec, LR=0.000125, WHL1=1.151, CenterRegL1=0.247, HeatmapFocal=6.176
[Epoch 5][Batch 169], Speed: 181.068 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.246, HeatmapFocal=6.164
[Epoch 5][Batch 179], Speed: 189.542 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.246, HeatmapFocal=6.152
[Epoch 5][Batch 189], Speed: 187.815 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.247, HeatmapFocal=6.140
[Epoch 5][Batch 199], Speed: 189.898 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.246, HeatmapFocal=6.128
[Epoch 5][Batch 209], Speed: 179.135 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.246, HeatmapFocal=6.117
[Epoch 5][Batch 219], Speed: 178.832 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=6.105
[Epoch 5][Batch 229], Speed: 178.784 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=6.094
[Epoch 5][Batch 239], Speed: 176.959 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=6.082
[Epoch 5][Batch 249], Speed: 189.824 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=6.071
[Epoch 5][Batch 259], Speed: 181.086 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.247, HeatmapFocal=6.060
[Epoch 5][Batch 269], Speed: 174.923 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=6.048
[Epoch 5][Batch 279], Speed: 174.948 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.247, HeatmapFocal=6.037
[Epoch 5][Batch 289], Speed: 182.162 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=6.026
[Epoch 5][Batch 299], Speed: 186.000 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=6.015
[Epoch 5][Batch 309], Speed: 178.761 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=6.004
[Epoch 5][Batch 319], Speed: 177.629 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.247, HeatmapFocal=5.993
[Epoch 5][Batch 329], Speed: 186.196 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.247, HeatmapFocal=5.982
[Epoch 5][Batch 339], Speed: 194.279 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.247, HeatmapFocal=5.972
[Epoch 5][Batch 349], Speed: 184.235 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=5.961
[Epoch 5][Batch 359], Speed: 182.980 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.247, HeatmapFocal=5.950
[Epoch 5][Batch 369], Speed: 197.149 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=5.940
[Epoch 5][Batch 379], Speed: 183.480 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=5.929
[Epoch 5][Batch 389], Speed: 188.978 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.247, HeatmapFocal=5.919
[Epoch 5][Batch 399], Speed: 189.300 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.247, HeatmapFocal=5.908
[Epoch 5][Batch 409], Speed: 186.148 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=5.898
[Epoch 5][Batch 419], Speed: 195.472 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.247, HeatmapFocal=5.888
[Epoch 5][Batch 429], Speed: 178.840 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.247, HeatmapFocal=5.878
[Epoch 5][Batch 439], Speed: 174.828 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.247, HeatmapFocal=5.868
[Epoch 5][Batch 449], Speed: 184.804 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.247, HeatmapFocal=5.858
[Epoch 5][Batch 459], Speed: 186.139 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.247, HeatmapFocal=5.847
[Epoch 5][Batch 469], Speed: 213.233 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.247, HeatmapFocal=5.837
[Epoch 5][Batch 479], Speed: 208.113 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=5.827
[Epoch 5][Batch 489], Speed: 212.637 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=5.818
[Epoch 5][Batch 499], Speed: 216.484 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.247, HeatmapFocal=5.808
[Epoch 5][Batch 509], Speed: 213.378 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.247, HeatmapFocal=5.798
[Epoch 5] Training cost: 95.406, WHL1=1.135, CenterRegL1=0.247, HeatmapFocal=5.791
[Epoch 5] Validation: 
aeroplane=0.008658008658008658
bicycle=0.032140630000696765
bird=0.15325219614892147
boat=0.0054053527601386885
bottle=0.008410726505688868
bus=0.008680782727651224
car=0.16306473517253225
cat=0.21361438705342867
chair=0.18008424444407423
cow=0.17633734705845946
diningtable=0.0
dog=0.23666957760045565
horse=0.06929152674864972
motorbike=0.02548921188929381
person=0.24387949399572684
pottedplant=0.005919931818257428
sheep=0.11426435620144772
sofa=0.01327092470551004
train=0.04745237698142557
tvmonitor=0.18831992100368442
mAP=0.09471028657370258
[Epoch 6][Batch 9], Speed: 158.618 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.246, HeatmapFocal=5.781
[Epoch 6][Batch 19], Speed: 183.734 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.246, HeatmapFocal=5.771
[Epoch 6][Batch 29], Speed: 187.714 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.245, HeatmapFocal=5.762
[Epoch 6][Batch 39], Speed: 179.592 samples/sec, LR=0.000125, WHL1=1.150, CenterRegL1=0.248, HeatmapFocal=5.752
[Epoch 6][Batch 49], Speed: 183.373 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=5.743
[Epoch 6][Batch 59], Speed: 186.011 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.247, HeatmapFocal=5.733
[Epoch 6][Batch 69], Speed: 189.990 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.248, HeatmapFocal=5.724
[Epoch 6][Batch 79], Speed: 177.483 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.248, HeatmapFocal=5.715
[Epoch 6][Batch 89], Speed: 196.003 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.248, HeatmapFocal=5.705
[Epoch 6][Batch 99], Speed: 211.165 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.248, HeatmapFocal=5.696
[Epoch 6][Batch 109], Speed: 198.726 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.248, HeatmapFocal=5.686
[Epoch 6][Batch 119], Speed: 204.864 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.248, HeatmapFocal=5.677
[Epoch 6][Batch 129], Speed: 198.498 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.247, HeatmapFocal=5.668
[Epoch 6][Batch 139], Speed: 199.923 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.659
[Epoch 6][Batch 149], Speed: 211.561 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.650
[Epoch 6][Batch 159], Speed: 194.824 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.640
[Epoch 6][Batch 169], Speed: 78.045 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.632
[Epoch 6][Batch 179], Speed: 108.232 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.247, HeatmapFocal=5.623
[Epoch 6][Batch 189], Speed: 167.974 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.614
[Epoch 6][Batch 199], Speed: 174.907 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.605
[Epoch 6][Batch 209], Speed: 179.984 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.596
[Epoch 6][Batch 219], Speed: 170.211 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.587
[Epoch 6][Batch 229], Speed: 190.798 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.579
[Epoch 6][Batch 239], Speed: 180.141 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.570
[Epoch 6][Batch 249], Speed: 181.350 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.247, HeatmapFocal=5.562
[Epoch 6][Batch 259], Speed: 186.263 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.247, HeatmapFocal=5.554
[Epoch 6][Batch 269], Speed: 189.214 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=5.545
[Epoch 6][Batch 279], Speed: 191.064 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.537
[Epoch 6][Batch 289], Speed: 186.151 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.247, HeatmapFocal=5.528
[Epoch 6][Batch 299], Speed: 188.310 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=5.520
[Epoch 6][Batch 309], Speed: 175.106 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.247, HeatmapFocal=5.512
[Epoch 6][Batch 319], Speed: 175.705 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.503
[Epoch 6][Batch 329], Speed: 174.380 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.495
[Epoch 6][Batch 339], Speed: 177.102 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.247, HeatmapFocal=5.487
[Epoch 6][Batch 349], Speed: 171.206 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.479
[Epoch 6][Batch 359], Speed: 184.370 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.471
[Epoch 6][Batch 369], Speed: 191.011 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.247, HeatmapFocal=5.463
[Epoch 6][Batch 379], Speed: 189.012 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.247, HeatmapFocal=5.455
[Epoch 6][Batch 389], Speed: 179.751 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=5.447
[Epoch 6][Batch 399], Speed: 184.471 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=5.439
[Epoch 6][Batch 409], Speed: 190.732 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.431
[Epoch 6][Batch 419], Speed: 172.890 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=5.423
[Epoch 6][Batch 429], Speed: 180.208 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.247, HeatmapFocal=5.415
[Epoch 6][Batch 439], Speed: 183.406 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=5.407
[Epoch 6][Batch 449], Speed: 178.067 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.247, HeatmapFocal=5.399
[Epoch 6][Batch 459], Speed: 203.906 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=5.391
[Epoch 6][Batch 469], Speed: 207.013 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.384
[Epoch 6][Batch 479], Speed: 205.973 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=5.376
[Epoch 6][Batch 489], Speed: 213.484 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.368
[Epoch 6][Batch 499], Speed: 208.613 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.361
[Epoch 6][Batch 509], Speed: 215.016 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.353
[Epoch 6] Training cost: 95.744, WHL1=1.128, CenterRegL1=0.247, HeatmapFocal=5.348
[Epoch 7][Batch 9], Speed: 159.374 samples/sec, LR=0.000125, WHL1=1.072, CenterRegL1=0.242, HeatmapFocal=5.340
[Epoch 7][Batch 19], Speed: 175.536 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.244, HeatmapFocal=5.333
[Epoch 7][Batch 29], Speed: 187.202 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=5.325
[Epoch 7][Batch 39], Speed: 175.592 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.247, HeatmapFocal=5.317
[Epoch 7][Batch 49], Speed: 186.992 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.248, HeatmapFocal=5.309
[Epoch 7][Batch 59], Speed: 180.891 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.247, HeatmapFocal=5.302
[Epoch 7][Batch 69], Speed: 184.116 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.246, HeatmapFocal=5.294
[Epoch 7][Batch 79], Speed: 184.331 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=5.286
[Epoch 7][Batch 89], Speed: 181.257 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.247, HeatmapFocal=5.279
[Epoch 7][Batch 99], Speed: 178.848 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.248, HeatmapFocal=5.271
[Epoch 7][Batch 109], Speed: 173.631 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.248, HeatmapFocal=5.264
[Epoch 7][Batch 119], Speed: 190.468 samples/sec, LR=0.000125, WHL1=1.075, CenterRegL1=0.248, HeatmapFocal=5.257
[Epoch 7][Batch 129], Speed: 187.033 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.248, HeatmapFocal=5.250
[Epoch 7][Batch 139], Speed: 190.252 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.247, HeatmapFocal=5.242
[Epoch 7][Batch 149], Speed: 180.561 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.247, HeatmapFocal=5.235
[Epoch 7][Batch 159], Speed: 179.976 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.247, HeatmapFocal=5.228
[Epoch 7][Batch 169], Speed: 192.672 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.247, HeatmapFocal=5.221
[Epoch 7][Batch 179], Speed: 177.171 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.247, HeatmapFocal=5.214
[Epoch 7][Batch 189], Speed: 180.930 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.247, HeatmapFocal=5.207
[Epoch 7][Batch 199], Speed: 185.187 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=5.200
[Epoch 7][Batch 209], Speed: 177.694 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.247, HeatmapFocal=5.192
[Epoch 7][Batch 219], Speed: 170.615 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.247, HeatmapFocal=5.185
[Epoch 7][Batch 229], Speed: 175.707 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.247, HeatmapFocal=5.178
[Epoch 7][Batch 239], Speed: 196.366 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=5.171
[Epoch 7][Batch 249], Speed: 210.912 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.247, HeatmapFocal=5.164
[Epoch 7][Batch 259], Speed: 210.254 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.247, HeatmapFocal=5.158
[Epoch 7][Batch 269], Speed: 199.441 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=5.151
[Epoch 7][Batch 279], Speed: 208.777 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.247, HeatmapFocal=5.144
[Epoch 7][Batch 289], Speed: 203.580 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.247, HeatmapFocal=5.137
[Epoch 7][Batch 299], Speed: 194.930 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.247, HeatmapFocal=5.131
[Epoch 7][Batch 309], Speed: 205.520 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.247, HeatmapFocal=5.124
[Epoch 7][Batch 319], Speed: 75.447 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.247, HeatmapFocal=5.117
[Epoch 7][Batch 329], Speed: 182.512 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.246, HeatmapFocal=5.111
[Epoch 7][Batch 339], Speed: 189.346 samples/sec, LR=0.000125, WHL1=1.076, CenterRegL1=0.246, HeatmapFocal=5.104
[Epoch 7][Batch 349], Speed: 180.307 samples/sec, LR=0.000125, WHL1=1.074, CenterRegL1=0.246, HeatmapFocal=5.097
[Epoch 7][Batch 359], Speed: 180.292 samples/sec, LR=0.000125, WHL1=1.072, CenterRegL1=0.246, HeatmapFocal=5.090
[Epoch 7][Batch 369], Speed: 193.539 samples/sec, LR=0.000125, WHL1=1.070, CenterRegL1=0.246, HeatmapFocal=5.084
[Epoch 7][Batch 379], Speed: 190.066 samples/sec, LR=0.000125, WHL1=1.069, CenterRegL1=0.246, HeatmapFocal=5.077
[Epoch 7][Batch 389], Speed: 176.900 samples/sec, LR=0.000125, WHL1=1.068, CenterRegL1=0.246, HeatmapFocal=5.071
[Epoch 7][Batch 399], Speed: 203.485 samples/sec, LR=0.000125, WHL1=1.064, CenterRegL1=0.246, HeatmapFocal=5.065
[Epoch 7][Batch 409], Speed: 200.309 samples/sec, LR=0.000125, WHL1=1.063, CenterRegL1=0.246, HeatmapFocal=5.058
[Epoch 7][Batch 419], Speed: 208.821 samples/sec, LR=0.000125, WHL1=1.063, CenterRegL1=0.247, HeatmapFocal=5.052
[Epoch 7][Batch 429], Speed: 200.987 samples/sec, LR=0.000125, WHL1=1.062, CenterRegL1=0.246, HeatmapFocal=5.045
[Epoch 7][Batch 439], Speed: 211.412 samples/sec, LR=0.000125, WHL1=1.061, CenterRegL1=0.246, HeatmapFocal=5.039
[Epoch 7][Batch 449], Speed: 94.077 samples/sec, LR=0.000125, WHL1=1.058, CenterRegL1=0.247, HeatmapFocal=5.032
[Epoch 7][Batch 459], Speed: 92.505 samples/sec, LR=0.000125, WHL1=1.057, CenterRegL1=0.247, HeatmapFocal=5.026
[Epoch 7][Batch 469], Speed: 200.479 samples/sec, LR=0.000125, WHL1=1.056, CenterRegL1=0.247, HeatmapFocal=5.020
[Epoch 7][Batch 479], Speed: 203.070 samples/sec, LR=0.000125, WHL1=1.055, CenterRegL1=0.247, HeatmapFocal=5.014
[Epoch 7][Batch 489], Speed: 198.436 samples/sec, LR=0.000125, WHL1=1.053, CenterRegL1=0.247, HeatmapFocal=5.008
[Epoch 7][Batch 499], Speed: 215.185 samples/sec, LR=0.000125, WHL1=1.051, CenterRegL1=0.247, HeatmapFocal=5.001
[Epoch 7][Batch 509], Speed: 214.867 samples/sec, LR=0.000125, WHL1=1.051, CenterRegL1=0.247, HeatmapFocal=4.995
[Epoch 7] Training cost: 95.992, WHL1=1.051, CenterRegL1=0.247, HeatmapFocal=4.991
[Epoch 8][Batch 9], Speed: 141.162 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.244, HeatmapFocal=4.985
[Epoch 8][Batch 19], Speed: 190.393 samples/sec, LR=0.000125, WHL1=1.060, CenterRegL1=0.246, HeatmapFocal=4.979
[Epoch 8][Batch 29], Speed: 185.913 samples/sec, LR=0.000125, WHL1=1.029, CenterRegL1=0.247, HeatmapFocal=4.973
[Epoch 8][Batch 39], Speed: 182.513 samples/sec, LR=0.000125, WHL1=1.010, CenterRegL1=0.247, HeatmapFocal=4.967
[Epoch 8][Batch 49], Speed: 180.127 samples/sec, LR=0.000125, WHL1=0.991, CenterRegL1=0.247, HeatmapFocal=4.961
[Epoch 8][Batch 59], Speed: 181.870 samples/sec, LR=0.000125, WHL1=0.987, CenterRegL1=0.246, HeatmapFocal=4.954
[Epoch 8][Batch 69], Speed: 186.913 samples/sec, LR=0.000125, WHL1=0.981, CenterRegL1=0.247, HeatmapFocal=4.948
[Epoch 8][Batch 79], Speed: 178.162 samples/sec, LR=0.000125, WHL1=0.985, CenterRegL1=0.247, HeatmapFocal=4.942
[Epoch 8][Batch 89], Speed: 176.833 samples/sec, LR=0.000125, WHL1=0.987, CenterRegL1=0.246, HeatmapFocal=4.936
[Epoch 8][Batch 99], Speed: 179.282 samples/sec, LR=0.000125, WHL1=0.984, CenterRegL1=0.246, HeatmapFocal=4.930
[Epoch 8][Batch 109], Speed: 183.546 samples/sec, LR=0.000125, WHL1=0.975, CenterRegL1=0.246, HeatmapFocal=4.925
[Epoch 8][Batch 119], Speed: 183.905 samples/sec, LR=0.000125, WHL1=0.975, CenterRegL1=0.247, HeatmapFocal=4.919
[Epoch 8][Batch 129], Speed: 176.142 samples/sec, LR=0.000125, WHL1=0.975, CenterRegL1=0.246, HeatmapFocal=4.913
[Epoch 8][Batch 139], Speed: 182.539 samples/sec, LR=0.000125, WHL1=0.972, CenterRegL1=0.247, HeatmapFocal=4.907
[Epoch 8][Batch 149], Speed: 184.049 samples/sec, LR=0.000125, WHL1=0.966, CenterRegL1=0.247, HeatmapFocal=4.901
[Epoch 8][Batch 159], Speed: 193.915 samples/sec, LR=0.000125, WHL1=0.965, CenterRegL1=0.247, HeatmapFocal=4.895
[Epoch 8][Batch 169], Speed: 192.357 samples/sec, LR=0.000125, WHL1=0.962, CenterRegL1=0.247, HeatmapFocal=4.890
[Epoch 8][Batch 179], Speed: 183.805 samples/sec, LR=0.000125, WHL1=0.958, CenterRegL1=0.247, HeatmapFocal=4.884
[Epoch 8][Batch 189], Speed: 187.444 samples/sec, LR=0.000125, WHL1=0.954, CenterRegL1=0.247, HeatmapFocal=4.878
[Epoch 8][Batch 199], Speed: 192.947 samples/sec, LR=0.000125, WHL1=0.953, CenterRegL1=0.247, HeatmapFocal=4.872
[Epoch 8][Batch 209], Speed: 186.946 samples/sec, LR=0.000125, WHL1=0.950, CenterRegL1=0.247, HeatmapFocal=4.867
[Epoch 8][Batch 219], Speed: 173.520 samples/sec, LR=0.000125, WHL1=0.947, CenterRegL1=0.247, HeatmapFocal=4.861
[Epoch 8][Batch 229], Speed: 177.775 samples/sec, LR=0.000125, WHL1=0.944, CenterRegL1=0.247, HeatmapFocal=4.856
[Epoch 8][Batch 239], Speed: 172.933 samples/sec, LR=0.000125, WHL1=0.943, CenterRegL1=0.247, HeatmapFocal=4.850
[Epoch 8][Batch 249], Speed: 192.465 samples/sec, LR=0.000125, WHL1=0.942, CenterRegL1=0.247, HeatmapFocal=4.845
[Epoch 8][Batch 259], Speed: 167.918 samples/sec, LR=0.000125, WHL1=0.941, CenterRegL1=0.246, HeatmapFocal=4.839
[Epoch 8][Batch 269], Speed: 189.330 samples/sec, LR=0.000125, WHL1=0.939, CenterRegL1=0.246, HeatmapFocal=4.833
[Epoch 8][Batch 279], Speed: 181.325 samples/sec, LR=0.000125, WHL1=0.937, CenterRegL1=0.246, HeatmapFocal=4.828
[Epoch 8][Batch 289], Speed: 191.030 samples/sec, LR=0.000125, WHL1=0.935, CenterRegL1=0.246, HeatmapFocal=4.823
[Epoch 8][Batch 299], Speed: 177.932 samples/sec, LR=0.000125, WHL1=0.933, CenterRegL1=0.246, HeatmapFocal=4.817
[Epoch 8][Batch 309], Speed: 185.183 samples/sec, LR=0.000125, WHL1=0.929, CenterRegL1=0.246, HeatmapFocal=4.811
[Epoch 8][Batch 319], Speed: 164.738 samples/sec, LR=0.000125, WHL1=0.930, CenterRegL1=0.246, HeatmapFocal=4.806
[Epoch 8][Batch 329], Speed: 182.080 samples/sec, LR=0.000125, WHL1=0.926, CenterRegL1=0.246, HeatmapFocal=4.800
[Epoch 8][Batch 339], Speed: 172.750 samples/sec, LR=0.000125, WHL1=0.923, CenterRegL1=0.246, HeatmapFocal=4.795
[Epoch 8][Batch 349], Speed: 172.740 samples/sec, LR=0.000125, WHL1=0.921, CenterRegL1=0.246, HeatmapFocal=4.789
[Epoch 8][Batch 359], Speed: 176.969 samples/sec, LR=0.000125, WHL1=0.921, CenterRegL1=0.246, HeatmapFocal=4.784
[Epoch 8][Batch 369], Speed: 178.062 samples/sec, LR=0.000125, WHL1=0.920, CenterRegL1=0.246, HeatmapFocal=4.779
[Epoch 8][Batch 379], Speed: 185.130 samples/sec, LR=0.000125, WHL1=0.918, CenterRegL1=0.246, HeatmapFocal=4.773
[Epoch 8][Batch 389], Speed: 170.168 samples/sec, LR=0.000125, WHL1=0.917, CenterRegL1=0.246, HeatmapFocal=4.768
[Epoch 8][Batch 399], Speed: 166.763 samples/sec, LR=0.000125, WHL1=0.915, CenterRegL1=0.247, HeatmapFocal=4.763
[Epoch 8][Batch 409], Speed: 188.632 samples/sec, LR=0.000125, WHL1=0.914, CenterRegL1=0.247, HeatmapFocal=4.758
[Epoch 8][Batch 419], Speed: 183.179 samples/sec, LR=0.000125, WHL1=0.912, CenterRegL1=0.247, HeatmapFocal=4.753
[Epoch 8][Batch 429], Speed: 189.752 samples/sec, LR=0.000125, WHL1=0.910, CenterRegL1=0.247, HeatmapFocal=4.747
[Epoch 8][Batch 439], Speed: 189.266 samples/sec, LR=0.000125, WHL1=0.906, CenterRegL1=0.247, HeatmapFocal=4.742
[Epoch 8][Batch 449], Speed: 173.297 samples/sec, LR=0.000125, WHL1=0.904, CenterRegL1=0.247, HeatmapFocal=4.737
[Epoch 8][Batch 459], Speed: 199.245 samples/sec, LR=0.000125, WHL1=0.900, CenterRegL1=0.247, HeatmapFocal=4.732
[Epoch 8][Batch 469], Speed: 204.726 samples/sec, LR=0.000125, WHL1=0.897, CenterRegL1=0.247, HeatmapFocal=4.726
[Epoch 8][Batch 479], Speed: 203.307 samples/sec, LR=0.000125, WHL1=0.895, CenterRegL1=0.247, HeatmapFocal=4.721
[Epoch 8][Batch 489], Speed: 203.480 samples/sec, LR=0.000125, WHL1=0.893, CenterRegL1=0.246, HeatmapFocal=4.716
[Epoch 8][Batch 499], Speed: 211.321 samples/sec, LR=0.000125, WHL1=0.890, CenterRegL1=0.246, HeatmapFocal=4.711
[Epoch 8][Batch 509], Speed: 200.433 samples/sec, LR=0.000125, WHL1=0.890, CenterRegL1=0.246, HeatmapFocal=4.706
[Epoch 8] Training cost: 93.861, WHL1=0.890, CenterRegL1=0.246, HeatmapFocal=4.703
[Epoch 9][Batch 9], Speed: 199.968 samples/sec, LR=0.000125, WHL1=0.814, CenterRegL1=0.242, HeatmapFocal=4.698
[Epoch 9][Batch 19], Speed: 206.449 samples/sec, LR=0.000125, WHL1=0.809, CenterRegL1=0.244, HeatmapFocal=4.692
[Epoch 9][Batch 29], Speed: 211.746 samples/sec, LR=0.000125, WHL1=0.797, CenterRegL1=0.244, HeatmapFocal=4.687
[Epoch 9][Batch 39], Speed: 205.208 samples/sec, LR=0.000125, WHL1=0.775, CenterRegL1=0.244, HeatmapFocal=4.682
[Epoch 9][Batch 49], Speed: 213.961 samples/sec, LR=0.000125, WHL1=0.772, CenterRegL1=0.245, HeatmapFocal=4.677
[Epoch 9][Batch 59], Speed: 204.769 samples/sec, LR=0.000125, WHL1=0.772, CenterRegL1=0.246, HeatmapFocal=4.672
[Epoch 9][Batch 69], Speed: 208.373 samples/sec, LR=0.000125, WHL1=0.772, CenterRegL1=0.245, HeatmapFocal=4.667
[Epoch 9][Batch 79], Speed: 85.494 samples/sec, LR=0.000125, WHL1=0.769, CenterRegL1=0.246, HeatmapFocal=4.662
[Epoch 9][Batch 89], Speed: 177.643 samples/sec, LR=0.000125, WHL1=0.778, CenterRegL1=0.246, HeatmapFocal=4.657
[Epoch 9][Batch 99], Speed: 187.305 samples/sec, LR=0.000125, WHL1=0.771, CenterRegL1=0.246, HeatmapFocal=4.652
[Epoch 9][Batch 109], Speed: 188.604 samples/sec, LR=0.000125, WHL1=0.767, CenterRegL1=0.246, HeatmapFocal=4.647
[Epoch 9][Batch 119], Speed: 186.816 samples/sec, LR=0.000125, WHL1=0.767, CenterRegL1=0.246, HeatmapFocal=4.642
[Epoch 9][Batch 129], Speed: 174.577 samples/sec, LR=0.000125, WHL1=0.765, CenterRegL1=0.246, HeatmapFocal=4.638
[Epoch 9][Batch 139], Speed: 169.797 samples/sec, LR=0.000125, WHL1=0.764, CenterRegL1=0.246, HeatmapFocal=4.633
[Epoch 9][Batch 149], Speed: 172.874 samples/sec, LR=0.000125, WHL1=0.759, CenterRegL1=0.246, HeatmapFocal=4.628
[Epoch 9][Batch 159], Speed: 176.200 samples/sec, LR=0.000125, WHL1=0.756, CenterRegL1=0.247, HeatmapFocal=4.623
[Epoch 9][Batch 169], Speed: 185.647 samples/sec, LR=0.000125, WHL1=0.757, CenterRegL1=0.247, HeatmapFocal=4.618
[Epoch 9][Batch 179], Speed: 188.082 samples/sec, LR=0.000125, WHL1=0.761, CenterRegL1=0.247, HeatmapFocal=4.613
[Epoch 9][Batch 189], Speed: 192.541 samples/sec, LR=0.000125, WHL1=0.763, CenterRegL1=0.247, HeatmapFocal=4.609
[Epoch 9][Batch 199], Speed: 177.601 samples/sec, LR=0.000125, WHL1=0.761, CenterRegL1=0.247, HeatmapFocal=4.604
[Epoch 9][Batch 209], Speed: 177.214 samples/sec, LR=0.000125, WHL1=0.758, CenterRegL1=0.247, HeatmapFocal=4.599
[Epoch 9][Batch 219], Speed: 173.901 samples/sec, LR=0.000125, WHL1=0.760, CenterRegL1=0.247, HeatmapFocal=4.595
[Epoch 9][Batch 229], Speed: 170.162 samples/sec, LR=0.000125, WHL1=0.757, CenterRegL1=0.246, HeatmapFocal=4.590
[Epoch 9][Batch 239], Speed: 190.853 samples/sec, LR=0.000125, WHL1=0.760, CenterRegL1=0.246, HeatmapFocal=4.586
[Epoch 9][Batch 249], Speed: 186.802 samples/sec, LR=0.000125, WHL1=0.758, CenterRegL1=0.246, HeatmapFocal=4.581
[Epoch 9][Batch 259], Speed: 185.575 samples/sec, LR=0.000125, WHL1=0.759, CenterRegL1=0.246, HeatmapFocal=4.577
[Epoch 9][Batch 269], Speed: 189.042 samples/sec, LR=0.000125, WHL1=0.755, CenterRegL1=0.246, HeatmapFocal=4.572
[Epoch 9][Batch 279], Speed: 183.380 samples/sec, LR=0.000125, WHL1=0.754, CenterRegL1=0.247, HeatmapFocal=4.567
[Epoch 9][Batch 289], Speed: 191.315 samples/sec, LR=0.000125, WHL1=0.755, CenterRegL1=0.246, HeatmapFocal=4.563
[Epoch 9][Batch 299], Speed: 176.143 samples/sec, LR=0.000125, WHL1=0.753, CenterRegL1=0.246, HeatmapFocal=4.558
[Epoch 9][Batch 309], Speed: 186.809 samples/sec, LR=0.000125, WHL1=0.752, CenterRegL1=0.247, HeatmapFocal=4.554
[Epoch 9][Batch 319], Speed: 190.830 samples/sec, LR=0.000125, WHL1=0.751, CenterRegL1=0.247, HeatmapFocal=4.550
[Epoch 9][Batch 329], Speed: 191.227 samples/sec, LR=0.000125, WHL1=0.750, CenterRegL1=0.247, HeatmapFocal=4.545
[Epoch 9][Batch 339], Speed: 172.400 samples/sec, LR=0.000125, WHL1=0.749, CenterRegL1=0.247, HeatmapFocal=4.541
[Epoch 9][Batch 349], Speed: 186.869 samples/sec, LR=0.000125, WHL1=0.747, CenterRegL1=0.247, HeatmapFocal=4.536
[Epoch 9][Batch 359], Speed: 179.519 samples/sec, LR=0.000125, WHL1=0.746, CenterRegL1=0.247, HeatmapFocal=4.532
[Epoch 9][Batch 369], Speed: 174.884 samples/sec, LR=0.000125, WHL1=0.744, CenterRegL1=0.247, HeatmapFocal=4.527
[Epoch 9][Batch 379], Speed: 185.771 samples/sec, LR=0.000125, WHL1=0.742, CenterRegL1=0.247, HeatmapFocal=4.523
[Epoch 9][Batch 389], Speed: 176.622 samples/sec, LR=0.000125, WHL1=0.742, CenterRegL1=0.247, HeatmapFocal=4.518
[Epoch 9][Batch 399], Speed: 184.917 samples/sec, LR=0.000125, WHL1=0.741, CenterRegL1=0.247, HeatmapFocal=4.514
[Epoch 9][Batch 409], Speed: 187.688 samples/sec, LR=0.000125, WHL1=0.740, CenterRegL1=0.247, HeatmapFocal=4.510
[Epoch 9][Batch 419], Speed: 173.669 samples/sec, LR=0.000125, WHL1=0.739, CenterRegL1=0.247, HeatmapFocal=4.506
[Epoch 9][Batch 429], Speed: 181.555 samples/sec, LR=0.000125, WHL1=0.739, CenterRegL1=0.247, HeatmapFocal=4.502
[Epoch 9][Batch 439], Speed: 170.622 samples/sec, LR=0.000125, WHL1=0.737, CenterRegL1=0.247, HeatmapFocal=4.497
[Epoch 9][Batch 449], Speed: 192.334 samples/sec, LR=0.000125, WHL1=0.736, CenterRegL1=0.247, HeatmapFocal=4.493
[Epoch 9][Batch 459], Speed: 185.167 samples/sec, LR=0.000125, WHL1=0.735, CenterRegL1=0.247, HeatmapFocal=4.488
[Epoch 9][Batch 469], Speed: 212.915 samples/sec, LR=0.000125, WHL1=0.735, CenterRegL1=0.247, HeatmapFocal=4.484
[Epoch 9][Batch 479], Speed: 210.015 samples/sec, LR=0.000125, WHL1=0.735, CenterRegL1=0.247, HeatmapFocal=4.480
[Epoch 9][Batch 489], Speed: 206.794 samples/sec, LR=0.000125, WHL1=0.734, CenterRegL1=0.247, HeatmapFocal=4.476
[Epoch 9][Batch 499], Speed: 208.399 samples/sec, LR=0.000125, WHL1=0.733, CenterRegL1=0.247, HeatmapFocal=4.471
[Epoch 9][Batch 509], Speed: 202.175 samples/sec, LR=0.000125, WHL1=0.732, CenterRegL1=0.247, HeatmapFocal=4.467
[Epoch 9] Training cost: 95.443, WHL1=0.732, CenterRegL1=0.247, HeatmapFocal=4.464
[Epoch 10][Batch 9], Speed: 154.670 samples/sec, LR=0.000125, WHL1=0.618, CenterRegL1=0.247, HeatmapFocal=4.460
[Epoch 10][Batch 19], Speed: 181.825 samples/sec, LR=0.000125, WHL1=0.655, CenterRegL1=0.245, HeatmapFocal=4.455
[Epoch 10][Batch 29], Speed: 197.469 samples/sec, LR=0.000125, WHL1=0.641, CenterRegL1=0.243, HeatmapFocal=4.451
[Epoch 10][Batch 39], Speed: 187.428 samples/sec, LR=0.000125, WHL1=0.651, CenterRegL1=0.244, HeatmapFocal=4.447
[Epoch 10][Batch 49], Speed: 180.647 samples/sec, LR=0.000125, WHL1=0.653, CenterRegL1=0.245, HeatmapFocal=4.443
[Epoch 10][Batch 59], Speed: 182.434 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.246, HeatmapFocal=4.438
[Epoch 10][Batch 69], Speed: 186.367 samples/sec, LR=0.000125, WHL1=0.642, CenterRegL1=0.247, HeatmapFocal=4.434
[Epoch 10][Batch 79], Speed: 177.430 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=4.430
[Epoch 10][Batch 89], Speed: 181.165 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=4.425
[Epoch 10][Batch 99], Speed: 175.584 samples/sec, LR=0.000125, WHL1=0.641, CenterRegL1=0.247, HeatmapFocal=4.421
[Epoch 10][Batch 109], Speed: 190.319 samples/sec, LR=0.000125, WHL1=0.641, CenterRegL1=0.246, HeatmapFocal=4.417
[Epoch 10][Batch 119], Speed: 184.083 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=4.413
[Epoch 10][Batch 129], Speed: 188.735 samples/sec, LR=0.000125, WHL1=0.642, CenterRegL1=0.246, HeatmapFocal=4.409
[Epoch 10][Batch 139], Speed: 189.141 samples/sec, LR=0.000125, WHL1=0.644, CenterRegL1=0.246, HeatmapFocal=4.405
[Epoch 10][Batch 149], Speed: 207.270 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=4.400
[Epoch 10][Batch 159], Speed: 208.005 samples/sec, LR=0.000125, WHL1=0.640, CenterRegL1=0.246, HeatmapFocal=4.396
[Epoch 10][Batch 169], Speed: 204.138 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=4.392
[Epoch 10][Batch 179], Speed: 210.888 samples/sec, LR=0.000125, WHL1=0.641, CenterRegL1=0.246, HeatmapFocal=4.388
[Epoch 10][Batch 189], Speed: 210.459 samples/sec, LR=0.000125, WHL1=0.641, CenterRegL1=0.246, HeatmapFocal=4.384
[Epoch 10][Batch 199], Speed: 204.635 samples/sec, LR=0.000125, WHL1=0.640, CenterRegL1=0.246, HeatmapFocal=4.380
[Epoch 10][Batch 209], Speed: 198.654 samples/sec, LR=0.000125, WHL1=0.639, CenterRegL1=0.246, HeatmapFocal=4.376
[Epoch 10][Batch 219], Speed: 195.238 samples/sec, LR=0.000125, WHL1=0.637, CenterRegL1=0.246, HeatmapFocal=4.372
[Epoch 10][Batch 229], Speed: 81.019 samples/sec, LR=0.000125, WHL1=0.637, CenterRegL1=0.246, HeatmapFocal=4.368
[Epoch 10][Batch 239], Speed: 167.871 samples/sec, LR=0.000125, WHL1=0.637, CenterRegL1=0.246, HeatmapFocal=4.364
[Epoch 10][Batch 249], Speed: 190.044 samples/sec, LR=0.000125, WHL1=0.636, CenterRegL1=0.246, HeatmapFocal=4.360
[Epoch 10][Batch 259], Speed: 179.156 samples/sec, LR=0.000125, WHL1=0.635, CenterRegL1=0.246, HeatmapFocal=4.356
[Epoch 10][Batch 269], Speed: 170.340 samples/sec, LR=0.000125, WHL1=0.634, CenterRegL1=0.246, HeatmapFocal=4.352
[Epoch 10][Batch 279], Speed: 179.655 samples/sec, LR=0.000125, WHL1=0.635, CenterRegL1=0.246, HeatmapFocal=4.348
[Epoch 10][Batch 289], Speed: 172.090 samples/sec, LR=0.000125, WHL1=0.634, CenterRegL1=0.246, HeatmapFocal=4.344
[Epoch 10][Batch 299], Speed: 189.379 samples/sec, LR=0.000125, WHL1=0.632, CenterRegL1=0.246, HeatmapFocal=4.340
[Epoch 10][Batch 309], Speed: 169.669 samples/sec, LR=0.000125, WHL1=0.631, CenterRegL1=0.246, HeatmapFocal=4.336
[Epoch 10][Batch 319], Speed: 187.718 samples/sec, LR=0.000125, WHL1=0.632, CenterRegL1=0.246, HeatmapFocal=4.332
[Epoch 10][Batch 329], Speed: 184.974 samples/sec, LR=0.000125, WHL1=0.631, CenterRegL1=0.246, HeatmapFocal=4.328
[Epoch 10][Batch 339], Speed: 173.394 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.324
[Epoch 10][Batch 349], Speed: 175.837 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.320
[Epoch 10][Batch 359], Speed: 182.401 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.316
[Epoch 10][Batch 369], Speed: 173.534 samples/sec, LR=0.000125, WHL1=0.629, CenterRegL1=0.246, HeatmapFocal=4.313
[Epoch 10][Batch 379], Speed: 181.719 samples/sec, LR=0.000125, WHL1=0.629, CenterRegL1=0.246, HeatmapFocal=4.309
[Epoch 10][Batch 389], Speed: 190.245 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.305
[Epoch 10][Batch 399], Speed: 182.577 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.246, HeatmapFocal=4.301
[Epoch 10][Batch 409], Speed: 178.230 samples/sec, LR=0.000125, WHL1=0.626, CenterRegL1=0.246, HeatmapFocal=4.297
[Epoch 10][Batch 419], Speed: 176.029 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.246, HeatmapFocal=4.294
[Epoch 10][Batch 429], Speed: 190.176 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.246, HeatmapFocal=4.290
[Epoch 10][Batch 439], Speed: 187.874 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.286
[Epoch 10][Batch 449], Speed: 187.113 samples/sec, LR=0.000125, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=4.283
[Epoch 10][Batch 459], Speed: 205.463 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.246, HeatmapFocal=4.279
[Epoch 10][Batch 469], Speed: 216.906 samples/sec, LR=0.000125, WHL1=0.626, CenterRegL1=0.246, HeatmapFocal=4.275
[Epoch 10][Batch 479], Speed: 215.575 samples/sec, LR=0.000125, WHL1=0.626, CenterRegL1=0.246, HeatmapFocal=4.272
[Epoch 10][Batch 489], Speed: 197.621 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.246, HeatmapFocal=4.268
[Epoch 10][Batch 499], Speed: 209.243 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.246, HeatmapFocal=4.264
[Epoch 10][Batch 509], Speed: 208.952 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.246, HeatmapFocal=4.261
[Epoch 10] Training cost: 95.703, WHL1=0.624, CenterRegL1=0.246, HeatmapFocal=4.258
[Epoch 10] Validation: 
aeroplane=0.2974537370114506
bicycle=0.3612429414824959
bird=0.2956165272650729
boat=0.2276600829814121
bottle=0.24978045861513362
bus=0.31584226172746077
car=0.49437324269191163
cat=0.3352171355612201
chair=0.3347834670018879
cow=0.4982247255388097
diningtable=0.18559853055791561
dog=0.30667851643841393
horse=0.3456288454203157
motorbike=0.29426757147862953
person=0.49348503363933294
pottedplant=0.2071100695065746
sheep=0.42766043556669886
sofa=0.2219718373039972
train=0.26400265236063497
tvmonitor=0.37152860084857176
mAP=0.326406333649897
[Epoch 11][Batch 9], Speed: 166.944 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.242, HeatmapFocal=4.254
[Epoch 11][Batch 19], Speed: 185.817 samples/sec, LR=0.000125, WHL1=0.570, CenterRegL1=0.240, HeatmapFocal=4.250
[Epoch 11][Batch 29], Speed: 186.362 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.241, HeatmapFocal=4.246
[Epoch 11][Batch 39], Speed: 169.226 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.242, HeatmapFocal=4.243
[Epoch 11][Batch 49], Speed: 192.113 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.242, HeatmapFocal=4.239
[Epoch 11][Batch 59], Speed: 193.951 samples/sec, LR=0.000125, WHL1=0.576, CenterRegL1=0.244, HeatmapFocal=4.235
[Epoch 11][Batch 69], Speed: 174.163 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.232
[Epoch 11][Batch 79], Speed: 189.671 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.228
[Epoch 11][Batch 89], Speed: 195.404 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.224
[Epoch 11][Batch 99], Speed: 181.035 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.221
[Epoch 11][Batch 109], Speed: 178.561 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.217
[Epoch 11][Batch 119], Speed: 187.238 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.213
[Epoch 11][Batch 129], Speed: 183.327 samples/sec, LR=0.000125, WHL1=0.570, CenterRegL1=0.245, HeatmapFocal=4.210
[Epoch 11][Batch 139], Speed: 184.514 samples/sec, LR=0.000125, WHL1=0.566, CenterRegL1=0.245, HeatmapFocal=4.206
[Epoch 11][Batch 149], Speed: 173.495 samples/sec, LR=0.000125, WHL1=0.566, CenterRegL1=0.245, HeatmapFocal=4.202
[Epoch 11][Batch 159], Speed: 172.624 samples/sec, LR=0.000125, WHL1=0.565, CenterRegL1=0.244, HeatmapFocal=4.199
[Epoch 11][Batch 169], Speed: 188.364 samples/sec, LR=0.000125, WHL1=0.565, CenterRegL1=0.244, HeatmapFocal=4.195
[Epoch 11][Batch 179], Speed: 208.832 samples/sec, LR=0.000125, WHL1=0.564, CenterRegL1=0.245, HeatmapFocal=4.191
[Epoch 11][Batch 189], Speed: 211.985 samples/sec, LR=0.000125, WHL1=0.565, CenterRegL1=0.245, HeatmapFocal=4.188
[Epoch 11][Batch 199], Speed: 206.774 samples/sec, LR=0.000125, WHL1=0.565, CenterRegL1=0.245, HeatmapFocal=4.184
[Epoch 11][Batch 209], Speed: 210.614 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.181
[Epoch 11][Batch 219], Speed: 201.795 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.177
[Epoch 11][Batch 229], Speed: 210.532 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.174
[Epoch 11][Batch 239], Speed: 202.409 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.170
[Epoch 11][Batch 249], Speed: 207.667 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.167
[Epoch 11][Batch 259], Speed: 86.167 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.163
[Epoch 11][Batch 269], Speed: 165.411 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.160
[Epoch 11][Batch 279], Speed: 165.669 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.157
[Epoch 11][Batch 289], Speed: 173.691 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.153
[Epoch 11][Batch 299], Speed: 192.610 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.150
[Epoch 11][Batch 309], Speed: 178.127 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.147
[Epoch 11][Batch 319], Speed: 188.717 samples/sec, LR=0.000125, WHL1=0.570, CenterRegL1=0.245, HeatmapFocal=4.143
[Epoch 11][Batch 329], Speed: 181.645 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.140
[Epoch 11][Batch 339], Speed: 179.160 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.137
[Epoch 11][Batch 349], Speed: 185.077 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.133
[Epoch 11][Batch 359], Speed: 160.948 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.130
[Epoch 11][Batch 369], Speed: 181.571 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.127
[Epoch 11][Batch 379], Speed: 179.996 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.123
[Epoch 11][Batch 389], Speed: 176.450 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.120
[Epoch 11][Batch 399], Speed: 190.740 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.116
[Epoch 11][Batch 409], Speed: 181.485 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.113
[Epoch 11][Batch 419], Speed: 183.766 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.110
[Epoch 11][Batch 429], Speed: 184.422 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.107
[Epoch 11][Batch 439], Speed: 187.424 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.103
[Epoch 11][Batch 449], Speed: 189.376 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.246, HeatmapFocal=4.100
[Epoch 11][Batch 459], Speed: 205.139 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.097
[Epoch 11][Batch 469], Speed: 205.678 samples/sec, LR=0.000125, WHL1=0.569, CenterRegL1=0.246, HeatmapFocal=4.094
[Epoch 11][Batch 479], Speed: 209.313 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.090
[Epoch 11][Batch 489], Speed: 207.352 samples/sec, LR=0.000125, WHL1=0.568, CenterRegL1=0.246, HeatmapFocal=4.087
[Epoch 11][Batch 499], Speed: 206.501 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.246, HeatmapFocal=4.084
[Epoch 11][Batch 509], Speed: 203.394 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.246, HeatmapFocal=4.081
[Epoch 11] Training cost: 96.420, WHL1=0.567, CenterRegL1=0.246, HeatmapFocal=4.079
[Epoch 12][Batch 9], Speed: 167.589 samples/sec, LR=0.000125, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.075
[Epoch 12][Batch 19], Speed: 184.229 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.244, HeatmapFocal=4.072
[Epoch 12][Batch 29], Speed: 189.925 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.243, HeatmapFocal=4.069
[Epoch 12][Batch 39], Speed: 193.913 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=4.066
[Epoch 12][Batch 49], Speed: 188.202 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.062
[Epoch 12][Batch 59], Speed: 188.886 samples/sec, LR=0.000125, WHL1=0.542, CenterRegL1=0.244, HeatmapFocal=4.059
[Epoch 12][Batch 69], Speed: 194.198 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.244, HeatmapFocal=4.056
[Epoch 12][Batch 79], Speed: 175.333 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.244, HeatmapFocal=4.053
[Epoch 12][Batch 89], Speed: 187.206 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.244, HeatmapFocal=4.050
[Epoch 12][Batch 99], Speed: 171.258 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.244, HeatmapFocal=4.047
[Epoch 12][Batch 109], Speed: 177.747 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.244, HeatmapFocal=4.043
[Epoch 12][Batch 119], Speed: 168.857 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=4.040
[Epoch 12][Batch 129], Speed: 182.886 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.244, HeatmapFocal=4.037
[Epoch 12][Batch 139], Speed: 170.995 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.244, HeatmapFocal=4.034
[Epoch 12][Batch 149], Speed: 175.397 samples/sec, LR=0.000125, WHL1=0.554, CenterRegL1=0.244, HeatmapFocal=4.031
[Epoch 12][Batch 159], Speed: 189.172 samples/sec, LR=0.000125, WHL1=0.554, CenterRegL1=0.244, HeatmapFocal=4.028
[Epoch 12][Batch 169], Speed: 175.598 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.244, HeatmapFocal=4.025
[Epoch 12][Batch 179], Speed: 181.323 samples/sec, LR=0.000125, WHL1=0.552, CenterRegL1=0.244, HeatmapFocal=4.022
[Epoch 12][Batch 189], Speed: 171.550 samples/sec, LR=0.000125, WHL1=0.552, CenterRegL1=0.244, HeatmapFocal=4.019
[Epoch 12][Batch 199], Speed: 174.645 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.244, HeatmapFocal=4.016
[Epoch 12][Batch 209], Speed: 163.357 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=4.012
[Epoch 12][Batch 219], Speed: 180.658 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.245, HeatmapFocal=4.009
[Epoch 12][Batch 229], Speed: 189.292 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.244, HeatmapFocal=4.006
[Epoch 12][Batch 239], Speed: 173.186 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=4.003
[Epoch 12][Batch 249], Speed: 187.951 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=4.000
[Epoch 12][Batch 259], Speed: 183.327 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.997
[Epoch 12][Batch 269], Speed: 184.691 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.994
[Epoch 12][Batch 279], Speed: 169.279 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.991
[Epoch 12][Batch 289], Speed: 181.582 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.987
[Epoch 12][Batch 299], Speed: 177.644 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.985
[Epoch 12][Batch 309], Speed: 180.135 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.982
[Epoch 12][Batch 319], Speed: 178.936 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.979
[Epoch 12][Batch 329], Speed: 210.609 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.976
[Epoch 12][Batch 339], Speed: 201.821 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.973
[Epoch 12][Batch 349], Speed: 208.380 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.970
[Epoch 12][Batch 359], Speed: 203.106 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.245, HeatmapFocal=3.967
[Epoch 12][Batch 369], Speed: 200.831 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.964
[Epoch 12][Batch 379], Speed: 202.467 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.961
[Epoch 12][Batch 389], Speed: 198.534 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.958
[Epoch 12][Batch 399], Speed: 92.856 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.955
[Epoch 12][Batch 409], Speed: 68.773 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.953
[Epoch 12][Batch 419], Speed: 170.232 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=3.950
[Epoch 12][Batch 429], Speed: 175.031 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.947
[Epoch 12][Batch 439], Speed: 191.656 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.944
[Epoch 12][Batch 449], Speed: 179.951 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.941
[Epoch 12][Batch 459], Speed: 191.892 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.938
[Epoch 12][Batch 469], Speed: 203.675 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.935
[Epoch 12][Batch 479], Speed: 213.594 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.932
[Epoch 12][Batch 489], Speed: 209.685 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.929
[Epoch 12][Batch 499], Speed: 206.177 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.926
[Epoch 12][Batch 509], Speed: 207.280 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.923
[Epoch 12] Training cost: 96.013, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=3.921
[Epoch 13][Batch 9], Speed: 184.596 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.249, HeatmapFocal=3.918
[Epoch 13][Batch 19], Speed: 170.064 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.249, HeatmapFocal=3.915
[Epoch 13][Batch 29], Speed: 179.152 samples/sec, LR=0.000125, WHL1=0.501, CenterRegL1=0.248, HeatmapFocal=3.913
[Epoch 13][Batch 39], Speed: 175.700 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.248, HeatmapFocal=3.910
[Epoch 13][Batch 49], Speed: 181.886 samples/sec, LR=0.000125, WHL1=0.511, CenterRegL1=0.248, HeatmapFocal=3.907
[Epoch 13][Batch 59], Speed: 173.826 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.248, HeatmapFocal=3.904
[Epoch 13][Batch 69], Speed: 184.999 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.247, HeatmapFocal=3.901
[Epoch 13][Batch 79], Speed: 182.115 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.247, HeatmapFocal=3.898
[Epoch 13][Batch 89], Speed: 173.133 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.246, HeatmapFocal=3.895
[Epoch 13][Batch 99], Speed: 181.200 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.892
[Epoch 13][Batch 109], Speed: 184.846 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.890
[Epoch 13][Batch 119], Speed: 175.945 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.887
[Epoch 13][Batch 129], Speed: 182.596 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.246, HeatmapFocal=3.884
[Epoch 13][Batch 139], Speed: 179.974 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.881
[Epoch 13][Batch 149], Speed: 189.622 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.246, HeatmapFocal=3.878
[Epoch 13][Batch 159], Speed: 178.348 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.246, HeatmapFocal=3.876
[Epoch 13][Batch 169], Speed: 173.926 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.246, HeatmapFocal=3.873
[Epoch 13][Batch 179], Speed: 175.227 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.246, HeatmapFocal=3.870
[Epoch 13][Batch 189], Speed: 177.428 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.246, HeatmapFocal=3.868
[Epoch 13][Batch 199], Speed: 193.561 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.246, HeatmapFocal=3.865
[Epoch 13][Batch 209], Speed: 181.967 samples/sec, LR=0.000125, WHL1=0.512, CenterRegL1=0.246, HeatmapFocal=3.862
[Epoch 13][Batch 219], Speed: 171.494 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.860
[Epoch 13][Batch 229], Speed: 190.880 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.857
[Epoch 13][Batch 239], Speed: 186.117 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.854
[Epoch 13][Batch 249], Speed: 178.218 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.852
[Epoch 13][Batch 259], Speed: 195.594 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.849
[Epoch 13][Batch 269], Speed: 169.945 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.846
[Epoch 13][Batch 279], Speed: 193.226 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.844
[Epoch 13][Batch 289], Speed: 192.053 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.841
[Epoch 13][Batch 299], Speed: 182.611 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.245, HeatmapFocal=3.838
[Epoch 13][Batch 309], Speed: 167.262 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.836
[Epoch 13][Batch 319], Speed: 178.142 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.833
[Epoch 13][Batch 329], Speed: 176.461 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.831
[Epoch 13][Batch 339], Speed: 193.127 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.828
[Epoch 13][Batch 349], Speed: 177.728 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.246, HeatmapFocal=3.826
[Epoch 13][Batch 359], Speed: 176.236 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.245, HeatmapFocal=3.823
[Epoch 13][Batch 369], Speed: 181.673 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.820
[Epoch 13][Batch 379], Speed: 175.780 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.818
[Epoch 13][Batch 389], Speed: 174.547 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=3.815
[Epoch 13][Batch 399], Speed: 179.677 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.813
[Epoch 13][Batch 409], Speed: 170.778 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.810
[Epoch 13][Batch 419], Speed: 182.131 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.808
[Epoch 13][Batch 429], Speed: 171.765 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.805
[Epoch 13][Batch 439], Speed: 182.937 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.803
[Epoch 13][Batch 449], Speed: 178.957 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=3.800
[Epoch 13][Batch 459], Speed: 184.164 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.797
[Epoch 13][Batch 469], Speed: 213.822 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.795
[Epoch 13][Batch 479], Speed: 220.323 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.792
[Epoch 13][Batch 489], Speed: 221.408 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.245, HeatmapFocal=3.790
[Epoch 13][Batch 499], Speed: 223.412 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=3.787
[Epoch 13][Batch 509], Speed: 219.801 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.245, HeatmapFocal=3.785
[Epoch 13] Training cost: 94.017, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=3.783
[Epoch 14][Batch 9], Speed: 197.111 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.246, HeatmapFocal=3.780
[Epoch 14][Batch 19], Speed: 66.767 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.246, HeatmapFocal=3.777
[Epoch 14][Batch 29], Speed: 190.327 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.245, HeatmapFocal=3.775
[Epoch 14][Batch 39], Speed: 189.643 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.245, HeatmapFocal=3.772
[Epoch 14][Batch 49], Speed: 184.323 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.244, HeatmapFocal=3.770
[Epoch 14][Batch 59], Speed: 183.363 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.244, HeatmapFocal=3.767
[Epoch 14][Batch 69], Speed: 182.843 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.244, HeatmapFocal=3.764
[Epoch 14][Batch 79], Speed: 195.091 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.762
[Epoch 14][Batch 89], Speed: 193.387 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.760
[Epoch 14][Batch 99], Speed: 189.748 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.244, HeatmapFocal=3.757
[Epoch 14][Batch 109], Speed: 207.725 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.244, HeatmapFocal=3.754
[Epoch 14][Batch 119], Speed: 209.952 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.752
[Epoch 14][Batch 129], Speed: 206.297 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.245, HeatmapFocal=3.749
[Epoch 14][Batch 139], Speed: 206.814 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.245, HeatmapFocal=3.747
[Epoch 14][Batch 149], Speed: 201.520 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.245, HeatmapFocal=3.744
[Epoch 14][Batch 159], Speed: 79.821 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.742
[Epoch 14][Batch 169], Speed: 129.443 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.739
[Epoch 14][Batch 179], Speed: 164.170 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.737
[Epoch 14][Batch 189], Speed: 178.979 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.735
[Epoch 14][Batch 199], Speed: 190.911 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.732
[Epoch 14][Batch 209], Speed: 181.884 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.730
[Epoch 14][Batch 219], Speed: 189.812 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.727
[Epoch 14][Batch 229], Speed: 189.025 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.725
[Epoch 14][Batch 239], Speed: 182.016 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.722
[Epoch 14][Batch 249], Speed: 182.208 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.720
[Epoch 14][Batch 259], Speed: 183.105 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.245, HeatmapFocal=3.718
[Epoch 14][Batch 269], Speed: 189.109 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.245, HeatmapFocal=3.715
[Epoch 14][Batch 279], Speed: 194.232 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.245, HeatmapFocal=3.713
[Epoch 14][Batch 289], Speed: 192.423 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.245, HeatmapFocal=3.710
[Epoch 14][Batch 299], Speed: 175.969 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.245, HeatmapFocal=3.708
[Epoch 14][Batch 309], Speed: 185.736 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.706
[Epoch 14][Batch 319], Speed: 183.138 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.703
[Epoch 14][Batch 329], Speed: 182.879 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.701
[Epoch 14][Batch 339], Speed: 177.766 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.699
[Epoch 14][Batch 349], Speed: 183.787 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.696
[Epoch 14][Batch 359], Speed: 183.253 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.694
[Epoch 14][Batch 369], Speed: 186.947 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.244, HeatmapFocal=3.692
[Epoch 14][Batch 379], Speed: 172.250 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.689
[Epoch 14][Batch 389], Speed: 184.775 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.687
[Epoch 14][Batch 399], Speed: 177.984 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.685
[Epoch 14][Batch 409], Speed: 191.777 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.244, HeatmapFocal=3.683
[Epoch 14][Batch 419], Speed: 174.020 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.680
[Epoch 14][Batch 429], Speed: 172.819 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.244, HeatmapFocal=3.678
[Epoch 14][Batch 439], Speed: 177.354 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.244, HeatmapFocal=3.676
[Epoch 14][Batch 449], Speed: 187.464 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.244, HeatmapFocal=3.673
[Epoch 14][Batch 459], Speed: 191.191 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.671
[Epoch 14][Batch 469], Speed: 198.363 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.669
[Epoch 14][Batch 479], Speed: 201.323 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.667
[Epoch 14][Batch 489], Speed: 216.867 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.665
[Epoch 14][Batch 499], Speed: 214.711 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.662
[Epoch 14][Batch 509], Speed: 208.447 samples/sec, LR=0.000125, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.660
[Epoch 14] Training cost: 96.577, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=3.658
[Epoch 15][Batch 9], Speed: 161.418 samples/sec, LR=0.000125, WHL1=0.522, CenterRegL1=0.243, HeatmapFocal=3.656
[Epoch 15][Batch 19], Speed: 187.500 samples/sec, LR=0.000125, WHL1=0.521, CenterRegL1=0.246, HeatmapFocal=3.654
[Epoch 15][Batch 29], Speed: 192.030 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.249, HeatmapFocal=3.652
[Epoch 15][Batch 39], Speed: 178.696 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.247, HeatmapFocal=3.650
[Epoch 15][Batch 49], Speed: 187.034 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.247, HeatmapFocal=3.647
[Epoch 15][Batch 59], Speed: 177.594 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.246, HeatmapFocal=3.645
[Epoch 15][Batch 69], Speed: 189.304 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.245, HeatmapFocal=3.643
[Epoch 15][Batch 79], Speed: 183.418 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.640
[Epoch 15][Batch 89], Speed: 178.694 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.638
[Epoch 15][Batch 99], Speed: 176.841 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.636
[Epoch 15][Batch 109], Speed: 174.937 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.634
[Epoch 15][Batch 119], Speed: 194.254 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.243, HeatmapFocal=3.631
[Epoch 15][Batch 129], Speed: 185.385 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.629
[Epoch 15][Batch 139], Speed: 184.098 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.627
[Epoch 15][Batch 149], Speed: 192.838 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.625
[Epoch 15][Batch 159], Speed: 176.811 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.623
[Epoch 15][Batch 169], Speed: 172.534 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.620
[Epoch 15][Batch 179], Speed: 180.403 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.618
[Epoch 15][Batch 189], Speed: 183.507 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.616
[Epoch 15][Batch 199], Speed: 192.985 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.245, HeatmapFocal=3.614
[Epoch 15][Batch 209], Speed: 190.771 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.612
[Epoch 15][Batch 219], Speed: 173.308 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.610
[Epoch 15][Batch 229], Speed: 202.329 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.607
[Epoch 15][Batch 239], Speed: 199.964 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.605
[Epoch 15][Batch 249], Speed: 211.055 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.603
[Epoch 15][Batch 259], Speed: 203.173 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.601
[Epoch 15][Batch 269], Speed: 207.546 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.599
[Epoch 15][Batch 279], Speed: 201.898 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.597
[Epoch 15][Batch 289], Speed: 209.942 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.595
[Epoch 15][Batch 299], Speed: 202.245 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.592
[Epoch 15][Batch 309], Speed: 83.989 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.590
[Epoch 15][Batch 319], Speed: 164.204 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.588
[Epoch 15][Batch 329], Speed: 181.301 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.245, HeatmapFocal=3.586
[Epoch 15][Batch 339], Speed: 184.956 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.584
[Epoch 15][Batch 349], Speed: 172.404 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.582
[Epoch 15][Batch 359], Speed: 190.482 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=3.580
[Epoch 15][Batch 369], Speed: 183.282 samples/sec, LR=0.000125, WHL1=0.498, CenterRegL1=0.245, HeatmapFocal=3.578
[Epoch 15][Batch 379], Speed: 179.243 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=3.575
[Epoch 15][Batch 389], Speed: 176.536 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.573
[Epoch 15][Batch 399], Speed: 183.059 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.571
[Epoch 15][Batch 409], Speed: 190.097 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.569
[Epoch 15][Batch 419], Speed: 166.274 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.567
[Epoch 15][Batch 429], Speed: 187.426 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.565
[Epoch 15][Batch 439], Speed: 182.840 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.563
[Epoch 15][Batch 449], Speed: 180.728 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.561
[Epoch 15][Batch 459], Speed: 191.879 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.559
[Epoch 15][Batch 469], Speed: 205.736 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.557
[Epoch 15][Batch 479], Speed: 212.731 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.555
[Epoch 15][Batch 489], Speed: 218.720 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.553
[Epoch 15][Batch 499], Speed: 209.877 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.551
[Epoch 15][Batch 509], Speed: 208.004 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.548
[Epoch 15] Training cost: 95.991, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.547
[Epoch 15] Validation: 
aeroplane=0.38376601325948473
bicycle=0.4725603004789103
bird=0.4894119403909742
boat=0.4053866774143787
bottle=0.3899185998615682
bus=0.40292844931451266
car=0.5609983103528077
cat=0.28123518053965185
chair=0.37714122098456343
cow=0.4886575269595876
diningtable=0.20398133744196856
dog=0.5027033620230024
horse=0.49343717421826383
motorbike=0.42889286877727434
person=0.6021938132782025
pottedplant=0.28629882657748806
sheep=0.5684612700099237
sofa=0.34620004738277194
train=0.30827775594015216
tvmonitor=0.5337086497978608
mAP=0.4263079662501674
[Epoch 16][Batch 9], Speed: 167.124 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.248, HeatmapFocal=3.545
[Epoch 16][Batch 19], Speed: 179.947 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.543
[Epoch 16][Batch 29], Speed: 188.620 samples/sec, LR=0.000125, WHL1=0.479, CenterRegL1=0.245, HeatmapFocal=3.541
[Epoch 16][Batch 39], Speed: 192.557 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.244, HeatmapFocal=3.539
[Epoch 16][Batch 49], Speed: 202.861 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.244, HeatmapFocal=3.536
[Epoch 16][Batch 59], Speed: 191.060 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.245, HeatmapFocal=3.534
[Epoch 16][Batch 69], Speed: 182.949 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.245, HeatmapFocal=3.533
[Epoch 16][Batch 79], Speed: 190.755 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.245, HeatmapFocal=3.530
[Epoch 16][Batch 89], Speed: 183.629 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.528
[Epoch 16][Batch 99], Speed: 179.205 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.526
[Epoch 16][Batch 109], Speed: 173.035 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.245, HeatmapFocal=3.524
[Epoch 16][Batch 119], Speed: 182.358 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.522
[Epoch 16][Batch 129], Speed: 185.296 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.245, HeatmapFocal=3.520
[Epoch 16][Batch 139], Speed: 194.592 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.245, HeatmapFocal=3.518
[Epoch 16][Batch 149], Speed: 183.131 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.245, HeatmapFocal=3.516
[Epoch 16][Batch 159], Speed: 181.638 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.514
[Epoch 16][Batch 169], Speed: 183.327 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.512
[Epoch 16][Batch 179], Speed: 188.591 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.245, HeatmapFocal=3.510
[Epoch 16][Batch 189], Speed: 190.797 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.508
[Epoch 16][Batch 199], Speed: 186.169 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.506
[Epoch 16][Batch 209], Speed: 175.468 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.245, HeatmapFocal=3.504
[Epoch 16][Batch 219], Speed: 196.931 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.502
[Epoch 16][Batch 229], Speed: 182.302 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.500
[Epoch 16][Batch 239], Speed: 181.930 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.498
[Epoch 16][Batch 249], Speed: 164.174 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.496
[Epoch 16][Batch 259], Speed: 191.866 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.245, HeatmapFocal=3.495
[Epoch 16][Batch 269], Speed: 205.325 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.245, HeatmapFocal=3.493
[Epoch 16][Batch 279], Speed: 210.740 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.245, HeatmapFocal=3.491
[Epoch 16][Batch 289], Speed: 210.335 samples/sec, LR=0.000125, WHL1=0.479, CenterRegL1=0.245, HeatmapFocal=3.489
[Epoch 16][Batch 299], Speed: 206.935 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.245, HeatmapFocal=3.487
[Epoch 16][Batch 309], Speed: 204.293 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.245, HeatmapFocal=3.485
[Epoch 16][Batch 319], Speed: 209.260 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.245, HeatmapFocal=3.483
[Epoch 16][Batch 329], Speed: 203.921 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.244, HeatmapFocal=3.481
[Epoch 16][Batch 339], Speed: 74.575 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.244, HeatmapFocal=3.479
[Epoch 16][Batch 349], Speed: 145.928 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.477
[Epoch 16][Batch 359], Speed: 172.312 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.244, HeatmapFocal=3.476
[Epoch 16][Batch 369], Speed: 182.522 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.474
[Epoch 16][Batch 379], Speed: 172.332 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.472
[Epoch 16][Batch 389], Speed: 180.899 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.470
[Epoch 16][Batch 399], Speed: 190.549 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.468
[Epoch 16][Batch 409], Speed: 174.451 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.466
[Epoch 16][Batch 419], Speed: 182.219 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.464
[Epoch 16][Batch 429], Speed: 190.495 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.463
[Epoch 16][Batch 439], Speed: 184.512 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.461
[Epoch 16][Batch 449], Speed: 157.709 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.459
[Epoch 16][Batch 459], Speed: 188.670 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.457
[Epoch 16][Batch 469], Speed: 209.742 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.455
[Epoch 16][Batch 479], Speed: 203.878 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.453
[Epoch 16][Batch 489], Speed: 214.993 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.451
[Epoch 16][Batch 499], Speed: 209.344 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.450
[Epoch 16][Batch 509], Speed: 202.449 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.245, HeatmapFocal=3.448
[Epoch 16] Training cost: 95.416, WHL1=0.470, CenterRegL1=0.245, HeatmapFocal=3.446
[Epoch 17][Batch 9], Speed: 176.781 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.251, HeatmapFocal=3.445
[Epoch 17][Batch 19], Speed: 192.885 samples/sec, LR=0.000125, WHL1=0.479, CenterRegL1=0.245, HeatmapFocal=3.443
[Epoch 17][Batch 29], Speed: 194.195 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.244, HeatmapFocal=3.441
[Epoch 17][Batch 39], Speed: 192.581 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.439
[Epoch 17][Batch 49], Speed: 188.944 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.243, HeatmapFocal=3.437
[Epoch 17][Batch 59], Speed: 186.006 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.435
[Epoch 17][Batch 69], Speed: 183.089 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.433
[Epoch 17][Batch 79], Speed: 177.029 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.242, HeatmapFocal=3.431
[Epoch 17][Batch 89], Speed: 187.514 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.429
[Epoch 17][Batch 99], Speed: 184.297 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.243, HeatmapFocal=3.428
[Epoch 17][Batch 109], Speed: 191.545 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.426
[Epoch 17][Batch 119], Speed: 190.110 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.243, HeatmapFocal=3.424
[Epoch 17][Batch 129], Speed: 179.415 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.422
[Epoch 17][Batch 139], Speed: 179.191 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.243, HeatmapFocal=3.420
[Epoch 17][Batch 149], Speed: 185.264 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.419
[Epoch 17][Batch 159], Speed: 178.429 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.417
[Epoch 17][Batch 169], Speed: 182.329 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.415
[Epoch 17][Batch 179], Speed: 174.859 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.413
[Epoch 17][Batch 189], Speed: 189.335 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.411
[Epoch 17][Batch 199], Speed: 172.574 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.410
[Epoch 17][Batch 209], Speed: 184.615 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.408
[Epoch 17][Batch 219], Speed: 183.368 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.244, HeatmapFocal=3.406
[Epoch 17][Batch 229], Speed: 184.364 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.244, HeatmapFocal=3.404
[Epoch 17][Batch 239], Speed: 194.339 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.244, HeatmapFocal=3.402
[Epoch 17][Batch 249], Speed: 182.910 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.244, HeatmapFocal=3.401
[Epoch 17][Batch 259], Speed: 194.317 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.244, HeatmapFocal=3.399
[Epoch 17][Batch 269], Speed: 191.378 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.244, HeatmapFocal=3.397
[Epoch 17][Batch 279], Speed: 181.642 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.244, HeatmapFocal=3.395
[Epoch 17][Batch 289], Speed: 176.169 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.244, HeatmapFocal=3.393
[Epoch 17][Batch 299], Speed: 180.889 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.244, HeatmapFocal=3.392
[Epoch 17][Batch 309], Speed: 188.364 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.244, HeatmapFocal=3.390
[Epoch 17][Batch 319], Speed: 177.965 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.244, HeatmapFocal=3.388
[Epoch 17][Batch 329], Speed: 180.343 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.245, HeatmapFocal=3.386
[Epoch 17][Batch 339], Speed: 177.139 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.385
[Epoch 17][Batch 349], Speed: 181.670 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.383
[Epoch 17][Batch 359], Speed: 180.304 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.381
[Epoch 17][Batch 369], Speed: 175.753 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.379
[Epoch 17][Batch 379], Speed: 170.490 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.378
[Epoch 17][Batch 389], Speed: 175.679 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.245, HeatmapFocal=3.376
[Epoch 17][Batch 399], Speed: 181.904 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.245, HeatmapFocal=3.374
[Epoch 17][Batch 409], Speed: 196.271 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.245, HeatmapFocal=3.372
[Epoch 17][Batch 419], Speed: 205.934 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.371
[Epoch 17][Batch 429], Speed: 200.412 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.369
[Epoch 17][Batch 439], Speed: 196.835 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.245, HeatmapFocal=3.367
[Epoch 17][Batch 449], Speed: 208.652 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.365
[Epoch 17][Batch 459], Speed: 218.470 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.364
[Epoch 17][Batch 469], Speed: 218.773 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.362
[Epoch 17][Batch 479], Speed: 205.791 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.360
[Epoch 17][Batch 489], Speed: 83.960 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.359
[Epoch 17][Batch 499], Speed: 143.761 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.245, HeatmapFocal=3.357
[Epoch 17][Batch 509], Speed: 213.233 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.245, HeatmapFocal=3.355
[Epoch 17] Training cost: 95.315, WHL1=0.458, CenterRegL1=0.245, HeatmapFocal=3.354
[Epoch 18][Batch 9], Speed: 174.616 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.244, HeatmapFocal=3.352
[Epoch 18][Batch 19], Speed: 187.686 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.245, HeatmapFocal=3.351
[Epoch 18][Batch 29], Speed: 180.637 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.244, HeatmapFocal=3.349
[Epoch 18][Batch 39], Speed: 178.596 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.245, HeatmapFocal=3.347
[Epoch 18][Batch 49], Speed: 178.010 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.245, HeatmapFocal=3.345
[Epoch 18][Batch 59], Speed: 186.321 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.245, HeatmapFocal=3.344
[Epoch 18][Batch 69], Speed: 186.244 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.245, HeatmapFocal=3.342
[Epoch 18][Batch 79], Speed: 172.297 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=3.340
[Epoch 18][Batch 89], Speed: 190.547 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.245, HeatmapFocal=3.338
[Epoch 18][Batch 99], Speed: 189.245 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.245, HeatmapFocal=3.337
[Epoch 18][Batch 109], Speed: 168.725 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.246, HeatmapFocal=3.335
[Epoch 18][Batch 119], Speed: 190.946 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.246, HeatmapFocal=3.333
[Epoch 18][Batch 129], Speed: 186.324 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=3.332
[Epoch 18][Batch 139], Speed: 179.629 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.245, HeatmapFocal=3.330
[Epoch 18][Batch 149], Speed: 190.891 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.245, HeatmapFocal=3.328
[Epoch 18][Batch 159], Speed: 180.953 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.245, HeatmapFocal=3.327
[Epoch 18][Batch 169], Speed: 175.264 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.245, HeatmapFocal=3.325
[Epoch 18][Batch 179], Speed: 198.765 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.245, HeatmapFocal=3.323
[Epoch 18][Batch 189], Speed: 177.760 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.245, HeatmapFocal=3.322
[Epoch 18][Batch 199], Speed: 191.452 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.320
[Epoch 18][Batch 209], Speed: 186.831 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.318
[Epoch 18][Batch 219], Speed: 177.709 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.317
[Epoch 18][Batch 229], Speed: 187.459 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.315
[Epoch 18][Batch 239], Speed: 195.160 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.313
[Epoch 18][Batch 249], Speed: 181.455 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.245, HeatmapFocal=3.312
[Epoch 18][Batch 259], Speed: 177.602 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.245, HeatmapFocal=3.310
[Epoch 18][Batch 269], Speed: 183.502 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.245, HeatmapFocal=3.308
[Epoch 18][Batch 279], Speed: 177.457 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.245, HeatmapFocal=3.307
[Epoch 18][Batch 289], Speed: 190.925 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.245, HeatmapFocal=3.305
[Epoch 18][Batch 299], Speed: 175.349 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.245, HeatmapFocal=3.304
[Epoch 18][Batch 309], Speed: 174.618 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.302
[Epoch 18][Batch 319], Speed: 181.870 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.301
[Epoch 18][Batch 329], Speed: 181.225 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.245, HeatmapFocal=3.299
[Epoch 18][Batch 339], Speed: 190.978 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.297
[Epoch 18][Batch 349], Speed: 180.060 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.296
[Epoch 18][Batch 359], Speed: 185.806 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.294
[Epoch 18][Batch 369], Speed: 185.411 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.245, HeatmapFocal=3.292
[Epoch 18][Batch 379], Speed: 172.649 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.291
[Epoch 18][Batch 389], Speed: 180.883 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.289
[Epoch 18][Batch 399], Speed: 174.892 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.288
[Epoch 18][Batch 409], Speed: 185.996 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.286
[Epoch 18][Batch 419], Speed: 188.050 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.285
[Epoch 18][Batch 429], Speed: 187.946 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.283
[Epoch 18][Batch 439], Speed: 183.851 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.245, HeatmapFocal=3.282
[Epoch 18][Batch 449], Speed: 189.245 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.280
[Epoch 18][Batch 459], Speed: 179.357 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.278
[Epoch 18][Batch 469], Speed: 216.080 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.277
[Epoch 18][Batch 479], Speed: 214.610 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.245, HeatmapFocal=3.275
[Epoch 18][Batch 489], Speed: 204.110 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.274
[Epoch 18][Batch 499], Speed: 210.377 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.245, HeatmapFocal=3.272
[Epoch 18][Batch 509], Speed: 212.512 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.245, HeatmapFocal=3.271
[Epoch 18] Training cost: 93.917, WHL1=0.443, CenterRegL1=0.245, HeatmapFocal=3.270
[Epoch 19][Batch 9], Speed: 154.108 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.244, HeatmapFocal=3.268
[Epoch 19][Batch 19], Speed: 181.386 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.245, HeatmapFocal=3.266
[Epoch 19][Batch 29], Speed: 188.221 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.265
[Epoch 19][Batch 39], Speed: 201.950 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.263
[Epoch 19][Batch 49], Speed: 197.279 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.244, HeatmapFocal=3.261
[Epoch 19][Batch 59], Speed: 200.749 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.260
[Epoch 19][Batch 69], Speed: 205.811 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.258
[Epoch 19][Batch 79], Speed: 198.064 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.244, HeatmapFocal=3.257
[Epoch 19][Batch 89], Speed: 203.577 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.244, HeatmapFocal=3.255
[Epoch 19][Batch 99], Speed: 199.300 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.253
[Epoch 19][Batch 109], Speed: 69.181 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.252
[Epoch 19][Batch 119], Speed: 95.935 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.250
[Epoch 19][Batch 129], Speed: 170.418 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.249
[Epoch 19][Batch 139], Speed: 179.131 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.247
[Epoch 19][Batch 149], Speed: 166.999 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.246
[Epoch 19][Batch 159], Speed: 191.172 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.244
[Epoch 19][Batch 169], Speed: 181.920 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.243
[Epoch 19][Batch 179], Speed: 184.414 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.241
[Epoch 19][Batch 189], Speed: 178.857 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.240
[Epoch 19][Batch 199], Speed: 187.711 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.238
[Epoch 19][Batch 209], Speed: 183.887 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.237
[Epoch 19][Batch 219], Speed: 168.334 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.235
[Epoch 19][Batch 229], Speed: 188.777 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.233
[Epoch 19][Batch 239], Speed: 183.846 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.232
[Epoch 19][Batch 249], Speed: 183.422 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.230
[Epoch 19][Batch 259], Speed: 166.172 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.229
[Epoch 19][Batch 269], Speed: 161.857 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.227
[Epoch 19][Batch 279], Speed: 174.770 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.226
[Epoch 19][Batch 289], Speed: 181.548 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.224
[Epoch 19][Batch 299], Speed: 183.581 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.223
[Epoch 19][Batch 309], Speed: 182.367 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.221
[Epoch 19][Batch 319], Speed: 173.279 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.220
[Epoch 19][Batch 329], Speed: 181.887 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.218
[Epoch 19][Batch 339], Speed: 174.763 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.217
[Epoch 19][Batch 349], Speed: 182.662 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.216
[Epoch 19][Batch 359], Speed: 188.182 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.214
[Epoch 19][Batch 369], Speed: 169.433 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.213
[Epoch 19][Batch 379], Speed: 182.171 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.211
[Epoch 19][Batch 389], Speed: 191.104 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.210
[Epoch 19][Batch 399], Speed: 183.488 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.208
[Epoch 19][Batch 409], Speed: 186.570 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.207
[Epoch 19][Batch 419], Speed: 174.668 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.244, HeatmapFocal=3.205
[Epoch 19][Batch 429], Speed: 191.043 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.244, HeatmapFocal=3.204
[Epoch 19][Batch 439], Speed: 176.029 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.244, HeatmapFocal=3.203
[Epoch 19][Batch 449], Speed: 174.533 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.244, HeatmapFocal=3.201
[Epoch 19][Batch 459], Speed: 190.714 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.244, HeatmapFocal=3.200
[Epoch 19][Batch 469], Speed: 211.204 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.198
[Epoch 19][Batch 479], Speed: 201.229 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.244, HeatmapFocal=3.197
[Epoch 19][Batch 489], Speed: 204.754 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.196
[Epoch 19][Batch 499], Speed: 214.382 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.194
[Epoch 19][Batch 509], Speed: 204.795 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.193
[Epoch 19] Training cost: 95.761, WHL1=0.433, CenterRegL1=0.244, HeatmapFocal=3.192
[Epoch 20][Batch 9], Speed: 162.232 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.248, HeatmapFocal=3.190
[Epoch 20][Batch 19], Speed: 181.082 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.247, HeatmapFocal=3.189
[Epoch 20][Batch 29], Speed: 195.314 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.245, HeatmapFocal=3.187
[Epoch 20][Batch 39], Speed: 182.051 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.243, HeatmapFocal=3.186
[Epoch 20][Batch 49], Speed: 180.732 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.184
[Epoch 20][Batch 59], Speed: 186.017 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.183
[Epoch 20][Batch 69], Speed: 182.259 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.182
[Epoch 20][Batch 79], Speed: 169.145 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.180
[Epoch 20][Batch 89], Speed: 179.958 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.179
[Epoch 20][Batch 99], Speed: 188.310 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.177
[Epoch 20][Batch 109], Speed: 180.923 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.176
[Epoch 20][Batch 119], Speed: 171.808 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.242, HeatmapFocal=3.174
[Epoch 20][Batch 129], Speed: 183.441 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.173
[Epoch 20][Batch 139], Speed: 186.451 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.172
[Epoch 20][Batch 149], Speed: 186.164 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.170
[Epoch 20][Batch 159], Speed: 184.124 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.169
[Epoch 20][Batch 169], Speed: 177.760 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.167
[Epoch 20][Batch 179], Speed: 189.268 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.166
[Epoch 20][Batch 189], Speed: 200.490 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.164
[Epoch 20][Batch 199], Speed: 200.483 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.243, HeatmapFocal=3.163
[Epoch 20][Batch 209], Speed: 213.189 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.162
[Epoch 20][Batch 219], Speed: 207.165 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.160
[Epoch 20][Batch 229], Speed: 203.073 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.243, HeatmapFocal=3.159
[Epoch 20][Batch 239], Speed: 208.685 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.158
[Epoch 20][Batch 249], Speed: 210.309 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.242, HeatmapFocal=3.156
[Epoch 20][Batch 259], Speed: 83.504 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.242, HeatmapFocal=3.155
[Epoch 20][Batch 269], Speed: 183.403 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.154
[Epoch 20][Batch 279], Speed: 184.776 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.152
[Epoch 20][Batch 289], Speed: 180.863 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.151
[Epoch 20][Batch 299], Speed: 178.681 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.242, HeatmapFocal=3.149
[Epoch 20][Batch 309], Speed: 185.810 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.243, HeatmapFocal=3.148
[Epoch 20][Batch 319], Speed: 179.885 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.242, HeatmapFocal=3.147
[Epoch 20][Batch 329], Speed: 186.836 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.242, HeatmapFocal=3.145
[Epoch 20][Batch 339], Speed: 208.301 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.144
[Epoch 20][Batch 349], Speed: 204.220 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.142
[Epoch 20][Batch 359], Speed: 195.553 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.242, HeatmapFocal=3.141
[Epoch 20][Batch 369], Speed: 207.716 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.140
[Epoch 20][Batch 379], Speed: 201.400 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.138
[Epoch 20][Batch 389], Speed: 80.492 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.137
[Epoch 20][Batch 399], Speed: 82.703 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.136
[Epoch 20][Batch 409], Speed: 161.311 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.134
[Epoch 20][Batch 419], Speed: 176.431 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.133
[Epoch 20][Batch 429], Speed: 180.569 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.243, HeatmapFocal=3.132
[Epoch 20][Batch 439], Speed: 178.098 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.130
[Epoch 20][Batch 449], Speed: 177.166 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.129
[Epoch 20][Batch 459], Speed: 189.277 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.128
[Epoch 20][Batch 469], Speed: 211.094 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.126
[Epoch 20][Batch 479], Speed: 215.194 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.125
[Epoch 20][Batch 489], Speed: 216.601 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.124
[Epoch 20][Batch 499], Speed: 208.213 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.122
[Epoch 20][Batch 509], Speed: 214.327 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.121
[Epoch 20] Training cost: 96.667, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.120
[Epoch 20] Validation: 
aeroplane=0.49123451040518246
bicycle=0.43575777177055597
bird=0.4769644172772813
boat=0.44832314083063013
bottle=0.3879973215759437
bus=0.6636609134856648
car=0.6041291533666873
cat=0.5162037642955554
chair=0.4965663307722928
cow=0.6189423166359002
diningtable=0.21705281103208843
dog=0.5628916695751388
horse=0.5361548375444483
motorbike=0.6278117627646755
person=0.6697722927126986
pottedplant=0.3193083752282212
sheep=0.6693391193670388
sofa=0.3504772312038734
train=0.563672064765359
tvmonitor=0.5667069825894775
mAP=0.5111483393599358
[Epoch 21][Batch 9], Speed: 172.681 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.246, HeatmapFocal=3.119
[Epoch 21][Batch 19], Speed: 183.254 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.244, HeatmapFocal=3.117
[Epoch 21][Batch 29], Speed: 179.332 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.245, HeatmapFocal=3.116
[Epoch 21][Batch 39], Speed: 183.985 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.245, HeatmapFocal=3.115
[Epoch 21][Batch 49], Speed: 178.402 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=3.113
[Epoch 21][Batch 59], Speed: 186.126 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.244, HeatmapFocal=3.112
[Epoch 21][Batch 69], Speed: 188.443 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.243, HeatmapFocal=3.111
[Epoch 21][Batch 79], Speed: 182.031 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.109
[Epoch 21][Batch 89], Speed: 195.836 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.244, HeatmapFocal=3.108
[Epoch 21][Batch 99], Speed: 179.895 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.244, HeatmapFocal=3.107
[Epoch 21][Batch 109], Speed: 185.307 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.244, HeatmapFocal=3.105
[Epoch 21][Batch 119], Speed: 187.654 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.244, HeatmapFocal=3.104
[Epoch 21][Batch 129], Speed: 189.381 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.103
[Epoch 21][Batch 139], Speed: 191.280 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.101
[Epoch 21][Batch 149], Speed: 177.022 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.100
[Epoch 21][Batch 159], Speed: 178.615 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.099
[Epoch 21][Batch 169], Speed: 182.488 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.244, HeatmapFocal=3.098
[Epoch 21][Batch 179], Speed: 185.124 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.096
[Epoch 21][Batch 189], Speed: 175.644 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.244, HeatmapFocal=3.095
[Epoch 21][Batch 199], Speed: 173.291 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.244, HeatmapFocal=3.093
[Epoch 21][Batch 209], Speed: 181.317 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=3.092
[Epoch 21][Batch 219], Speed: 181.445 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.091
[Epoch 21][Batch 229], Speed: 172.999 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.089
[Epoch 21][Batch 239], Speed: 191.183 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.088
[Epoch 21][Batch 249], Speed: 187.058 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.087
[Epoch 21][Batch 259], Speed: 197.362 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.086
[Epoch 21][Batch 269], Speed: 176.270 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.084
[Epoch 21][Batch 279], Speed: 180.432 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.083
[Epoch 21][Batch 289], Speed: 179.458 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.082
[Epoch 21][Batch 299], Speed: 189.698 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.080
[Epoch 21][Batch 309], Speed: 174.616 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.079
[Epoch 21][Batch 319], Speed: 185.737 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.078
[Epoch 21][Batch 329], Speed: 181.670 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.076
[Epoch 21][Batch 339], Speed: 170.212 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.075
[Epoch 21][Batch 349], Speed: 205.633 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.074
[Epoch 21][Batch 359], Speed: 208.690 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.073
[Epoch 21][Batch 369], Speed: 199.930 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.072
[Epoch 21][Batch 379], Speed: 205.089 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.070
[Epoch 21][Batch 389], Speed: 203.831 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.069
[Epoch 21][Batch 399], Speed: 201.351 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.068
[Epoch 21][Batch 409], Speed: 202.575 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.066
[Epoch 21][Batch 419], Speed: 78.620 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.243, HeatmapFocal=3.065
[Epoch 21][Batch 429], Speed: 80.305 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.064
[Epoch 21][Batch 439], Speed: 170.335 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.063
[Epoch 21][Batch 449], Speed: 171.264 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.062
[Epoch 21][Batch 459], Speed: 190.568 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.060
[Epoch 21][Batch 469], Speed: 200.420 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.059
[Epoch 21][Batch 479], Speed: 220.562 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.058
[Epoch 21][Batch 489], Speed: 214.901 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.057
[Epoch 21][Batch 499], Speed: 216.550 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.055
[Epoch 21][Batch 509], Speed: 203.911 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.054
[Epoch 21] Training cost: 95.981, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.053
[Epoch 22][Batch 9], Speed: 170.347 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.247, HeatmapFocal=3.052
[Epoch 22][Batch 19], Speed: 187.972 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.246, HeatmapFocal=3.051
[Epoch 22][Batch 29], Speed: 181.700 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.245, HeatmapFocal=3.050
[Epoch 22][Batch 39], Speed: 188.836 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.048
[Epoch 22][Batch 49], Speed: 177.327 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.047
[Epoch 22][Batch 59], Speed: 193.980 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.046
[Epoch 22][Batch 69], Speed: 183.099 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.243, HeatmapFocal=3.045
[Epoch 22][Batch 79], Speed: 186.546 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=3.043
[Epoch 22][Batch 89], Speed: 182.718 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.042
[Epoch 22][Batch 99], Speed: 185.605 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.243, HeatmapFocal=3.041
[Epoch 22][Batch 109], Speed: 181.073 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.040
[Epoch 22][Batch 119], Speed: 191.875 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.038
[Epoch 22][Batch 129], Speed: 185.359 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.037
[Epoch 22][Batch 139], Speed: 189.987 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=3.036
[Epoch 22][Batch 149], Speed: 174.419 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=3.035
[Epoch 22][Batch 159], Speed: 184.071 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.033
[Epoch 22][Batch 169], Speed: 178.296 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.032
[Epoch 22][Batch 179], Speed: 189.517 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=3.031
[Epoch 22][Batch 189], Speed: 184.189 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=3.030
[Epoch 22][Batch 199], Speed: 183.650 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=3.028
[Epoch 22][Batch 209], Speed: 188.108 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=3.027
[Epoch 22][Batch 219], Speed: 178.845 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.026
[Epoch 22][Batch 229], Speed: 188.358 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.025
[Epoch 22][Batch 239], Speed: 172.522 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.024
[Epoch 22][Batch 249], Speed: 169.915 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.022
[Epoch 22][Batch 259], Speed: 171.281 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.021
[Epoch 22][Batch 269], Speed: 196.446 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.020
[Epoch 22][Batch 279], Speed: 187.552 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=3.019
[Epoch 22][Batch 289], Speed: 190.804 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.018
[Epoch 22][Batch 299], Speed: 187.158 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.017
[Epoch 22][Batch 309], Speed: 183.926 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=3.015
[Epoch 22][Batch 319], Speed: 180.160 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.014
[Epoch 22][Batch 329], Speed: 174.480 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.013
[Epoch 22][Batch 339], Speed: 192.320 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.012
[Epoch 22][Batch 349], Speed: 184.575 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.011
[Epoch 22][Batch 359], Speed: 176.547 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.010
[Epoch 22][Batch 369], Speed: 184.758 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.008
[Epoch 22][Batch 379], Speed: 187.630 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.007
[Epoch 22][Batch 389], Speed: 182.234 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.006
[Epoch 22][Batch 399], Speed: 184.963 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.005
[Epoch 22][Batch 409], Speed: 179.692 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.004
[Epoch 22][Batch 419], Speed: 177.453 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=3.002
[Epoch 22][Batch 429], Speed: 181.584 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.001
[Epoch 22][Batch 439], Speed: 184.263 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=3.000
[Epoch 22][Batch 449], Speed: 185.014 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=2.999
[Epoch 22][Batch 459], Speed: 192.520 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=2.998
[Epoch 22][Batch 469], Speed: 212.919 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=2.996
[Epoch 22][Batch 479], Speed: 212.601 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=2.995
[Epoch 22][Batch 489], Speed: 209.865 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.994
[Epoch 22][Batch 499], Speed: 221.121 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.993
[Epoch 22][Batch 509], Speed: 222.653 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.992
[Epoch 22] Training cost: 93.671, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.991
[Epoch 23][Batch 9], Speed: 184.707 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.990
[Epoch 23][Batch 19], Speed: 202.629 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.989
[Epoch 23][Batch 29], Speed: 193.042 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.987
[Epoch 23][Batch 39], Speed: 201.986 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=2.986
[Epoch 23][Batch 49], Speed: 86.146 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.985
[Epoch 23][Batch 59], Speed: 159.802 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.984
[Epoch 23][Batch 69], Speed: 167.235 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=2.983
[Epoch 23][Batch 79], Speed: 172.502 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.982
[Epoch 23][Batch 89], Speed: 184.313 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.980
[Epoch 23][Batch 99], Speed: 185.730 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.979
[Epoch 23][Batch 109], Speed: 187.912 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.978
[Epoch 23][Batch 119], Speed: 181.520 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.977
[Epoch 23][Batch 129], Speed: 166.081 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.976
[Epoch 23][Batch 139], Speed: 185.720 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.975
[Epoch 23][Batch 149], Speed: 175.776 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.974
[Epoch 23][Batch 159], Speed: 184.012 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.973
[Epoch 23][Batch 169], Speed: 174.353 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.971
[Epoch 23][Batch 179], Speed: 178.346 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.243, HeatmapFocal=2.970
[Epoch 23][Batch 189], Speed: 186.848 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.243, HeatmapFocal=2.969
[Epoch 23][Batch 199], Speed: 170.208 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.243, HeatmapFocal=2.968
[Epoch 23][Batch 209], Speed: 186.780 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.243, HeatmapFocal=2.967
[Epoch 23][Batch 219], Speed: 190.959 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.243, HeatmapFocal=2.966
[Epoch 23][Batch 229], Speed: 183.769 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.243, HeatmapFocal=2.965
[Epoch 23][Batch 239], Speed: 168.633 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.243, HeatmapFocal=2.963
[Epoch 23][Batch 249], Speed: 183.852 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.243, HeatmapFocal=2.962
[Epoch 23][Batch 259], Speed: 177.711 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=2.961
[Epoch 23][Batch 269], Speed: 181.120 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=2.960
[Epoch 23][Batch 279], Speed: 178.877 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.959
[Epoch 23][Batch 289], Speed: 191.013 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.958
[Epoch 23][Batch 299], Speed: 178.213 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.243, HeatmapFocal=2.957
[Epoch 23][Batch 309], Speed: 192.519 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.956
[Epoch 23][Batch 319], Speed: 185.807 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.955
[Epoch 23][Batch 329], Speed: 174.653 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.954
[Epoch 23][Batch 339], Speed: 182.055 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=2.952
[Epoch 23][Batch 349], Speed: 189.460 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.951
[Epoch 23][Batch 359], Speed: 192.502 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=2.950
[Epoch 23][Batch 369], Speed: 182.521 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.949
[Epoch 23][Batch 379], Speed: 191.173 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.948
[Epoch 23][Batch 389], Speed: 185.197 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=2.947
[Epoch 23][Batch 399], Speed: 178.897 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.243, HeatmapFocal=2.946
[Epoch 23][Batch 409], Speed: 175.987 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.945
[Epoch 23][Batch 419], Speed: 185.738 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.944
[Epoch 23][Batch 429], Speed: 197.032 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.943
[Epoch 23][Batch 439], Speed: 185.829 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.942
[Epoch 23][Batch 449], Speed: 179.374 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.243, HeatmapFocal=2.941
[Epoch 23][Batch 459], Speed: 189.314 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.940
[Epoch 23][Batch 469], Speed: 200.831 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.938
[Epoch 23][Batch 479], Speed: 209.769 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.937
[Epoch 23][Batch 489], Speed: 214.241 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.936
[Epoch 23][Batch 499], Speed: 211.838 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.935
[Epoch 23][Batch 509], Speed: 205.222 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.934
[Epoch 23] Training cost: 95.657, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=2.934
[Epoch 24][Batch 9], Speed: 176.371 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.247, HeatmapFocal=2.932
[Epoch 24][Batch 19], Speed: 187.558 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.245, HeatmapFocal=2.931
[Epoch 24][Batch 29], Speed: 186.399 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.243, HeatmapFocal=2.930
[Epoch 24][Batch 39], Speed: 177.904 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.244, HeatmapFocal=2.929
[Epoch 24][Batch 49], Speed: 182.301 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.244, HeatmapFocal=2.928
[Epoch 24][Batch 59], Speed: 185.777 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.243, HeatmapFocal=2.927
[Epoch 24][Batch 69], Speed: 180.567 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.243, HeatmapFocal=2.926
[Epoch 24][Batch 79], Speed: 189.329 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.243, HeatmapFocal=2.925
[Epoch 24][Batch 89], Speed: 172.293 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.243, HeatmapFocal=2.924
[Epoch 24][Batch 99], Speed: 176.639 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.243, HeatmapFocal=2.923
[Epoch 24][Batch 109], Speed: 187.674 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.243, HeatmapFocal=2.922
[Epoch 24][Batch 119], Speed: 201.543 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.243, HeatmapFocal=2.920
[Epoch 24][Batch 129], Speed: 207.640 samples/sec, LR=0.000125, WHL1=0.393, CenterRegL1=0.243, HeatmapFocal=2.919
[Epoch 24][Batch 139], Speed: 207.587 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.243, HeatmapFocal=2.918
[Epoch 24][Batch 149], Speed: 204.165 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.243, HeatmapFocal=2.917
[Epoch 24][Batch 159], Speed: 209.375 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=2.916
[Epoch 24][Batch 169], Speed: 208.734 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.242, HeatmapFocal=2.915
[Epoch 24][Batch 179], Speed: 197.100 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.914
[Epoch 24][Batch 189], Speed: 209.240 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.913
[Epoch 24][Batch 199], Speed: 75.249 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.243, HeatmapFocal=2.912
[Epoch 24][Batch 209], Speed: 157.281 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.911
[Epoch 24][Batch 219], Speed: 184.026 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.910
[Epoch 24][Batch 229], Speed: 185.365 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.909
[Epoch 24][Batch 239], Speed: 182.875 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.908
[Epoch 24][Batch 249], Speed: 164.366 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.907
[Epoch 24][Batch 259], Speed: 178.073 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.906
[Epoch 24][Batch 269], Speed: 160.834 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.905
[Epoch 24][Batch 279], Speed: 166.108 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.904
[Epoch 24][Batch 289], Speed: 174.376 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.903
[Epoch 24][Batch 299], Speed: 175.527 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.901
[Epoch 24][Batch 309], Speed: 185.763 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.900
[Epoch 24][Batch 319], Speed: 186.088 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.899
[Epoch 24][Batch 329], Speed: 175.866 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.898
[Epoch 24][Batch 339], Speed: 192.390 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.897
[Epoch 24][Batch 349], Speed: 173.472 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.896
[Epoch 24][Batch 359], Speed: 186.457 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.895
[Epoch 24][Batch 369], Speed: 186.486 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.894
[Epoch 24][Batch 379], Speed: 175.133 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.893
[Epoch 24][Batch 389], Speed: 173.188 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.892
[Epoch 24][Batch 399], Speed: 191.124 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.891
[Epoch 24][Batch 409], Speed: 178.849 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.891
[Epoch 24][Batch 419], Speed: 175.355 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.890
[Epoch 24][Batch 429], Speed: 189.608 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.888
[Epoch 24][Batch 439], Speed: 196.293 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.888
[Epoch 24][Batch 449], Speed: 179.733 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.887
[Epoch 24][Batch 459], Speed: 191.585 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.885
[Epoch 24][Batch 469], Speed: 208.423 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.884
[Epoch 24][Batch 479], Speed: 211.103 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.883
[Epoch 24][Batch 489], Speed: 218.376 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.882
[Epoch 24][Batch 499], Speed: 212.010 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.881
[Epoch 24][Batch 509], Speed: 214.896 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.880
[Epoch 24] Training cost: 96.058, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.880
[Epoch 25][Batch 9], Speed: 152.194 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.239, HeatmapFocal=2.879
[Epoch 25][Batch 19], Speed: 171.455 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=2.878
[Epoch 25][Batch 29], Speed: 186.525 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.241, HeatmapFocal=2.877
[Epoch 25][Batch 39], Speed: 186.353 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.242, HeatmapFocal=2.876
[Epoch 25][Batch 49], Speed: 193.350 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.875
[Epoch 25][Batch 59], Speed: 181.236 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.240, HeatmapFocal=2.874
[Epoch 25][Batch 69], Speed: 179.904 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.240, HeatmapFocal=2.873
[Epoch 25][Batch 79], Speed: 186.896 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.240, HeatmapFocal=2.872
[Epoch 25][Batch 89], Speed: 185.895 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.871
[Epoch 25][Batch 99], Speed: 173.753 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.242, HeatmapFocal=2.870
[Epoch 25][Batch 109], Speed: 171.237 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.869
[Epoch 25][Batch 119], Speed: 180.784 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.868
[Epoch 25][Batch 129], Speed: 176.728 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.242, HeatmapFocal=2.866
[Epoch 25][Batch 139], Speed: 181.144 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.865
[Epoch 25][Batch 149], Speed: 186.996 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.864
[Epoch 25][Batch 159], Speed: 187.066 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.863
[Epoch 25][Batch 169], Speed: 183.025 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.862
[Epoch 25][Batch 179], Speed: 190.575 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.861
[Epoch 25][Batch 189], Speed: 179.872 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=2.860
[Epoch 25][Batch 199], Speed: 184.401 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.859
[Epoch 25][Batch 209], Speed: 174.172 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.858
[Epoch 25][Batch 219], Speed: 174.500 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.857
[Epoch 25][Batch 229], Speed: 164.839 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.856
[Epoch 25][Batch 239], Speed: 193.911 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.855
[Epoch 25][Batch 249], Speed: 182.798 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.854
[Epoch 25][Batch 259], Speed: 200.939 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.853
[Epoch 25][Batch 269], Speed: 191.757 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.852
[Epoch 25][Batch 279], Speed: 207.518 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.851
[Epoch 25][Batch 289], Speed: 196.989 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.850
[Epoch 25][Batch 299], Speed: 188.140 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.849
[Epoch 25][Batch 309], Speed: 208.565 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.848
[Epoch 25][Batch 319], Speed: 204.101 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.847
[Epoch 25][Batch 329], Speed: 203.179 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.846
[Epoch 25][Batch 339], Speed: 75.265 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.845
[Epoch 25][Batch 349], Speed: 123.089 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.844
[Epoch 25][Batch 359], Speed: 180.941 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.843
[Epoch 25][Batch 369], Speed: 182.084 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.843
[Epoch 25][Batch 379], Speed: 182.619 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.842
[Epoch 25][Batch 389], Speed: 182.884 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.841
[Epoch 25][Batch 399], Speed: 191.083 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.840
[Epoch 25][Batch 409], Speed: 184.263 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.839
[Epoch 25][Batch 419], Speed: 178.527 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.838
[Epoch 25][Batch 429], Speed: 167.141 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.837
[Epoch 25][Batch 439], Speed: 176.706 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.836
[Epoch 25][Batch 449], Speed: 191.927 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.835
[Epoch 25][Batch 459], Speed: 190.824 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.834
[Epoch 25][Batch 469], Speed: 206.352 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.833
[Epoch 25][Batch 479], Speed: 216.615 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.832
[Epoch 25][Batch 489], Speed: 206.074 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.831
[Epoch 25][Batch 499], Speed: 205.104 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.831
[Epoch 25][Batch 509], Speed: 201.189 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.830
[Epoch 25] Training cost: 96.358, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.829
[Epoch 25] Validation: 
aeroplane=0.501858908352877
bicycle=0.5148046842491766
bird=0.5837049710480716
boat=0.3968763209921826
bottle=0.46871980095239585
bus=0.6689652702461769
car=0.6790473839287943
cat=0.5212148972742175
chair=0.4782188258780479
cow=0.7145305572403848
diningtable=0.37768022683480174
dog=0.6321168051158617
horse=0.7130042710690628
motorbike=0.5114702042350141
person=0.6612967258679505
pottedplant=0.352450797504695
sheep=0.6482073853292805
sofa=0.4605200854805581
train=0.586024807435209
tvmonitor=0.6775119294063832
mAP=0.5574112429220571
[Epoch 26][Batch 9], Speed: 168.360 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.236, HeatmapFocal=2.828
[Epoch 26][Batch 19], Speed: 183.606 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.827
[Epoch 26][Batch 29], Speed: 175.481 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.826
[Epoch 26][Batch 39], Speed: 196.490 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.825
[Epoch 26][Batch 49], Speed: 192.444 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.244, HeatmapFocal=2.824
[Epoch 26][Batch 59], Speed: 190.593 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.244, HeatmapFocal=2.823
[Epoch 26][Batch 69], Speed: 181.962 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.244, HeatmapFocal=2.822
[Epoch 26][Batch 79], Speed: 187.569 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.243, HeatmapFocal=2.821
[Epoch 26][Batch 89], Speed: 180.312 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.243, HeatmapFocal=2.820
[Epoch 26][Batch 99], Speed: 190.690 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.243, HeatmapFocal=2.819
[Epoch 26][Batch 109], Speed: 193.256 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.242, HeatmapFocal=2.818
[Epoch 26][Batch 119], Speed: 185.233 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.242, HeatmapFocal=2.817
[Epoch 26][Batch 129], Speed: 179.176 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.242, HeatmapFocal=2.816
[Epoch 26][Batch 139], Speed: 179.249 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.242, HeatmapFocal=2.815
[Epoch 26][Batch 149], Speed: 192.139 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.814
[Epoch 26][Batch 159], Speed: 184.971 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.813
[Epoch 26][Batch 169], Speed: 188.926 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.812
[Epoch 26][Batch 179], Speed: 185.686 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.811
[Epoch 26][Batch 189], Speed: 181.862 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.811
[Epoch 26][Batch 199], Speed: 183.715 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.810
[Epoch 26][Batch 209], Speed: 159.475 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.809
[Epoch 26][Batch 219], Speed: 176.770 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.808
[Epoch 26][Batch 229], Speed: 169.083 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.807
[Epoch 26][Batch 239], Speed: 187.100 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.243, HeatmapFocal=2.806
[Epoch 26][Batch 249], Speed: 173.903 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.243, HeatmapFocal=2.805
[Epoch 26][Batch 259], Speed: 185.726 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.804
[Epoch 26][Batch 269], Speed: 191.437 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.803
[Epoch 26][Batch 279], Speed: 175.261 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.802
[Epoch 26][Batch 289], Speed: 198.351 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.801
[Epoch 26][Batch 299], Speed: 209.194 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.243, HeatmapFocal=2.800
[Epoch 26][Batch 309], Speed: 208.170 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.242, HeatmapFocal=2.799
[Epoch 26][Batch 319], Speed: 194.455 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.243, HeatmapFocal=2.798
[Epoch 26][Batch 329], Speed: 201.505 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.797
[Epoch 26][Batch 339], Speed: 209.126 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.797
[Epoch 26][Batch 349], Speed: 204.488 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.796
[Epoch 26][Batch 359], Speed: 202.298 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.795
[Epoch 26][Batch 369], Speed: 60.589 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.794
[Epoch 26][Batch 379], Speed: 181.501 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.793
[Epoch 26][Batch 389], Speed: 177.380 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.792
[Epoch 26][Batch 399], Speed: 181.818 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.791
[Epoch 26][Batch 409], Speed: 181.526 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.790
[Epoch 26][Batch 419], Speed: 176.813 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.242, HeatmapFocal=2.789
[Epoch 26][Batch 429], Speed: 181.518 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.788
[Epoch 26][Batch 439], Speed: 175.317 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.788
[Epoch 26][Batch 449], Speed: 208.849 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.787
[Epoch 26][Batch 459], Speed: 221.698 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.786
[Epoch 26][Batch 469], Speed: 219.102 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.242, HeatmapFocal=2.785
[Epoch 26][Batch 479], Speed: 223.391 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.784
[Epoch 26][Batch 489], Speed: 223.573 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.783
[Epoch 26][Batch 499], Speed: 109.273 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.782
[Epoch 26][Batch 509], Speed: 88.887 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.781
[Epoch 26] Training cost: 96.002, WHL1=0.383, CenterRegL1=0.242, HeatmapFocal=2.781
[Epoch 27][Batch 9], Speed: 153.928 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.242, HeatmapFocal=2.780
[Epoch 27][Batch 19], Speed: 179.930 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.245, HeatmapFocal=2.779
[Epoch 27][Batch 29], Speed: 190.039 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.243, HeatmapFocal=2.778
[Epoch 27][Batch 39], Speed: 195.027 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.242, HeatmapFocal=2.777
[Epoch 27][Batch 49], Speed: 172.961 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.776
[Epoch 27][Batch 59], Speed: 174.512 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.775
[Epoch 27][Batch 69], Speed: 175.511 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.774
[Epoch 27][Batch 79], Speed: 169.385 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.774
[Epoch 27][Batch 89], Speed: 192.036 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.241, HeatmapFocal=2.773
[Epoch 27][Batch 99], Speed: 178.720 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.241, HeatmapFocal=2.772
[Epoch 27][Batch 109], Speed: 185.853 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.771
[Epoch 27][Batch 119], Speed: 190.181 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.770
[Epoch 27][Batch 129], Speed: 186.619 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.769
[Epoch 27][Batch 139], Speed: 163.674 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.768
[Epoch 27][Batch 149], Speed: 198.707 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.767
[Epoch 27][Batch 159], Speed: 195.248 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.766
[Epoch 27][Batch 169], Speed: 169.283 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.765
[Epoch 27][Batch 179], Speed: 191.023 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.764
[Epoch 27][Batch 189], Speed: 172.438 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.763
[Epoch 27][Batch 199], Speed: 177.372 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.763
[Epoch 27][Batch 209], Speed: 181.733 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.762
[Epoch 27][Batch 219], Speed: 184.157 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.761
[Epoch 27][Batch 229], Speed: 184.494 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.760
[Epoch 27][Batch 239], Speed: 179.030 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.759
[Epoch 27][Batch 249], Speed: 177.059 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.758
[Epoch 27][Batch 259], Speed: 185.970 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.757
[Epoch 27][Batch 269], Speed: 190.507 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.756
[Epoch 27][Batch 279], Speed: 175.680 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.756
[Epoch 27][Batch 289], Speed: 174.165 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.755
[Epoch 27][Batch 299], Speed: 192.180 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.754
[Epoch 27][Batch 309], Speed: 180.903 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.753
[Epoch 27][Batch 319], Speed: 187.073 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.752
[Epoch 27][Batch 329], Speed: 182.037 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.751
[Epoch 27][Batch 339], Speed: 191.190 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.750
[Epoch 27][Batch 349], Speed: 189.501 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.749
[Epoch 27][Batch 359], Speed: 156.765 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.749
[Epoch 27][Batch 369], Speed: 183.576 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.748
[Epoch 27][Batch 379], Speed: 186.012 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.747
[Epoch 27][Batch 389], Speed: 187.823 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.746
[Epoch 27][Batch 399], Speed: 183.833 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.745
[Epoch 27][Batch 409], Speed: 176.108 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.744
[Epoch 27][Batch 419], Speed: 177.803 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.743
[Epoch 27][Batch 429], Speed: 179.024 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.743
[Epoch 27][Batch 439], Speed: 182.273 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.241, HeatmapFocal=2.742
[Epoch 27][Batch 449], Speed: 188.464 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.241, HeatmapFocal=2.741
[Epoch 27][Batch 459], Speed: 197.857 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.740
[Epoch 27][Batch 469], Speed: 202.897 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.739
[Epoch 27][Batch 479], Speed: 198.787 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.738
[Epoch 27][Batch 489], Speed: 209.381 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.737
[Epoch 27][Batch 499], Speed: 211.389 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.737
[Epoch 27][Batch 509], Speed: 206.310 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.736
[Epoch 27] Training cost: 93.994, WHL1=0.383, CenterRegL1=0.241, HeatmapFocal=2.735
[Epoch 28][Batch 9], Speed: 178.927 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.235, HeatmapFocal=2.734
[Epoch 28][Batch 19], Speed: 184.887 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.733
[Epoch 28][Batch 29], Speed: 173.070 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.733
[Epoch 28][Batch 39], Speed: 182.526 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.732
[Epoch 28][Batch 49], Speed: 203.912 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.731
[Epoch 28][Batch 59], Speed: 212.600 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.730
[Epoch 28][Batch 69], Speed: 207.405 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.729
[Epoch 28][Batch 79], Speed: 203.218 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.728
[Epoch 28][Batch 89], Speed: 200.217 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.241, HeatmapFocal=2.728
[Epoch 28][Batch 99], Speed: 210.819 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.727
[Epoch 28][Batch 109], Speed: 193.990 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.726
[Epoch 28][Batch 119], Speed: 201.952 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.241, HeatmapFocal=2.725
[Epoch 28][Batch 129], Speed: 76.109 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.724
[Epoch 28][Batch 139], Speed: 174.718 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.723
[Epoch 28][Batch 149], Speed: 186.551 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.722
[Epoch 28][Batch 159], Speed: 180.815 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.722
[Epoch 28][Batch 169], Speed: 185.911 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.721
[Epoch 28][Batch 179], Speed: 183.975 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.720
[Epoch 28][Batch 189], Speed: 173.466 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.719
[Epoch 28][Batch 199], Speed: 176.322 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.718
[Epoch 28][Batch 209], Speed: 184.499 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.717
[Epoch 28][Batch 219], Speed: 187.567 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.717
[Epoch 28][Batch 229], Speed: 177.272 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.716
[Epoch 28][Batch 239], Speed: 176.882 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.715
[Epoch 28][Batch 249], Speed: 190.152 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.714
[Epoch 28][Batch 259], Speed: 190.088 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.713
[Epoch 28][Batch 269], Speed: 185.006 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.240, HeatmapFocal=2.712
[Epoch 28][Batch 279], Speed: 179.607 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.712
[Epoch 28][Batch 289], Speed: 186.696 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.240, HeatmapFocal=2.711
[Epoch 28][Batch 299], Speed: 192.574 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.710
[Epoch 28][Batch 309], Speed: 192.464 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.241, HeatmapFocal=2.709
[Epoch 28][Batch 319], Speed: 175.558 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.708
[Epoch 28][Batch 329], Speed: 190.234 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.707
[Epoch 28][Batch 339], Speed: 181.514 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.707
[Epoch 28][Batch 349], Speed: 187.621 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.706
[Epoch 28][Batch 359], Speed: 188.999 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.705
[Epoch 28][Batch 369], Speed: 193.507 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.704
[Epoch 28][Batch 379], Speed: 174.100 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.703
[Epoch 28][Batch 389], Speed: 182.280 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.702
[Epoch 28][Batch 399], Speed: 175.361 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.241, HeatmapFocal=2.702
[Epoch 28][Batch 409], Speed: 174.371 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.701
[Epoch 28][Batch 419], Speed: 171.706 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.700
[Epoch 28][Batch 429], Speed: 175.366 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.699
[Epoch 28][Batch 439], Speed: 172.385 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.698
[Epoch 28][Batch 449], Speed: 173.734 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.698
[Epoch 28][Batch 459], Speed: 195.248 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.697
[Epoch 28][Batch 469], Speed: 215.850 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.696
[Epoch 28][Batch 479], Speed: 206.287 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.695
[Epoch 28][Batch 489], Speed: 204.068 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.694
[Epoch 28][Batch 499], Speed: 209.888 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.694
[Epoch 28][Batch 509], Speed: 200.127 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.693
[Epoch 28] Training cost: 95.604, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.692
[Epoch 29][Batch 9], Speed: 156.343 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.691
[Epoch 29][Batch 19], Speed: 179.094 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.691
[Epoch 29][Batch 29], Speed: 181.118 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.690
[Epoch 29][Batch 39], Speed: 187.348 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.241, HeatmapFocal=2.689
[Epoch 29][Batch 49], Speed: 190.614 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.243, HeatmapFocal=2.688
[Epoch 29][Batch 59], Speed: 192.444 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.242, HeatmapFocal=2.687
[Epoch 29][Batch 69], Speed: 176.168 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.242, HeatmapFocal=2.687
[Epoch 29][Batch 79], Speed: 177.330 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.242, HeatmapFocal=2.686
[Epoch 29][Batch 89], Speed: 182.263 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.242, HeatmapFocal=2.685
[Epoch 29][Batch 99], Speed: 184.458 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.684
[Epoch 29][Batch 109], Speed: 172.225 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.683
[Epoch 29][Batch 119], Speed: 183.129 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.682
[Epoch 29][Batch 129], Speed: 183.825 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.241, HeatmapFocal=2.682
[Epoch 29][Batch 139], Speed: 177.531 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.681
[Epoch 29][Batch 149], Speed: 175.064 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.680
[Epoch 29][Batch 159], Speed: 174.456 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.679
[Epoch 29][Batch 169], Speed: 174.543 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.678
[Epoch 29][Batch 179], Speed: 188.280 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.678
[Epoch 29][Batch 189], Speed: 167.420 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.677
[Epoch 29][Batch 199], Speed: 194.429 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.676
[Epoch 29][Batch 209], Speed: 203.437 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.675
[Epoch 29][Batch 219], Speed: 210.344 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.674
[Epoch 29][Batch 229], Speed: 199.861 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.674
[Epoch 29][Batch 239], Speed: 209.485 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.673
[Epoch 29][Batch 249], Speed: 194.564 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.241, HeatmapFocal=2.672
[Epoch 29][Batch 259], Speed: 205.194 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.671
[Epoch 29][Batch 269], Speed: 175.966 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.671
[Epoch 29][Batch 279], Speed: 70.945 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.670
[Epoch 29][Batch 289], Speed: 169.692 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.669
[Epoch 29][Batch 299], Speed: 168.257 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.668
[Epoch 29][Batch 309], Speed: 179.371 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.668
[Epoch 29][Batch 319], Speed: 180.194 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.667
[Epoch 29][Batch 329], Speed: 192.136 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.666
[Epoch 29][Batch 339], Speed: 183.709 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.665
[Epoch 29][Batch 349], Speed: 194.845 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.664
[Epoch 29][Batch 359], Speed: 186.738 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.664
[Epoch 29][Batch 369], Speed: 174.118 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.663
[Epoch 29][Batch 379], Speed: 186.279 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.662
[Epoch 29][Batch 389], Speed: 188.639 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.661
[Epoch 29][Batch 399], Speed: 188.730 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.661
[Epoch 29][Batch 409], Speed: 180.045 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.660
[Epoch 29][Batch 419], Speed: 176.442 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.659
[Epoch 29][Batch 429], Speed: 177.142 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.658
[Epoch 29][Batch 439], Speed: 191.187 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.658
[Epoch 29][Batch 449], Speed: 188.558 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.657
[Epoch 29][Batch 459], Speed: 192.792 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.656
[Epoch 29][Batch 469], Speed: 212.481 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.655
[Epoch 29][Batch 479], Speed: 206.046 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.655
[Epoch 29][Batch 489], Speed: 212.098 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.654
[Epoch 29][Batch 499], Speed: 213.998 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.653
[Epoch 29][Batch 509], Speed: 219.826 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.652
[Epoch 29] Training cost: 95.585, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.652
[Epoch 30][Batch 9], Speed: 160.979 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.651
[Epoch 30][Batch 19], Speed: 176.269 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.650
[Epoch 30][Batch 29], Speed: 174.908 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.650
[Epoch 30][Batch 39], Speed: 184.784 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.649
[Epoch 30][Batch 49], Speed: 197.917 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.648
[Epoch 30][Batch 59], Speed: 182.231 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.647
[Epoch 30][Batch 69], Speed: 185.951 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.647
[Epoch 30][Batch 79], Speed: 195.528 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.241, HeatmapFocal=2.646
[Epoch 30][Batch 89], Speed: 178.213 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.645
[Epoch 30][Batch 99], Speed: 177.992 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.644
[Epoch 30][Batch 109], Speed: 179.894 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.643
[Epoch 30][Batch 119], Speed: 199.198 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.643
[Epoch 30][Batch 129], Speed: 182.855 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.642
[Epoch 30][Batch 139], Speed: 179.866 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.240, HeatmapFocal=2.641
[Epoch 30][Batch 149], Speed: 196.697 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.641
[Epoch 30][Batch 159], Speed: 187.436 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.640
[Epoch 30][Batch 169], Speed: 187.159 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.639
[Epoch 30][Batch 179], Speed: 193.140 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.241, HeatmapFocal=2.638
[Epoch 30][Batch 189], Speed: 189.945 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.638
[Epoch 30][Batch 199], Speed: 182.495 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.241, HeatmapFocal=2.637
[Epoch 30][Batch 209], Speed: 186.294 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.636
[Epoch 30][Batch 219], Speed: 172.974 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.635
[Epoch 30][Batch 229], Speed: 176.655 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.635
[Epoch 30][Batch 239], Speed: 184.358 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.634
[Epoch 30][Batch 249], Speed: 189.724 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.241, HeatmapFocal=2.633
[Epoch 30][Batch 259], Speed: 191.668 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.241, HeatmapFocal=2.632
[Epoch 30][Batch 269], Speed: 178.095 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.240, HeatmapFocal=2.632
[Epoch 30][Batch 279], Speed: 181.011 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.631
[Epoch 30][Batch 289], Speed: 166.732 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.630
[Epoch 30][Batch 299], Speed: 177.913 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.629
[Epoch 30][Batch 309], Speed: 188.689 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.629
[Epoch 30][Batch 319], Speed: 184.962 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.628
[Epoch 30][Batch 329], Speed: 181.599 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.627
[Epoch 30][Batch 339], Speed: 195.649 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.626
[Epoch 30][Batch 349], Speed: 209.112 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.626
[Epoch 30][Batch 359], Speed: 206.239 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.625
[Epoch 30][Batch 369], Speed: 205.671 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.624
[Epoch 30][Batch 379], Speed: 205.596 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.624
[Epoch 30][Batch 389], Speed: 198.340 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.623
[Epoch 30][Batch 399], Speed: 202.866 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.622
[Epoch 30][Batch 409], Speed: 204.521 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.621
[Epoch 30][Batch 419], Speed: 78.578 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.621
[Epoch 30][Batch 429], Speed: 77.002 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.240, HeatmapFocal=2.620
[Epoch 30][Batch 439], Speed: 166.040 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.619
[Epoch 30][Batch 449], Speed: 178.996 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.240, HeatmapFocal=2.618
[Epoch 30][Batch 459], Speed: 182.470 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.617
[Epoch 30][Batch 469], Speed: 214.471 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.617
[Epoch 30][Batch 479], Speed: 211.799 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.616
[Epoch 30][Batch 489], Speed: 212.106 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.615
[Epoch 30][Batch 499], Speed: 202.979 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.614
[Epoch 30][Batch 509], Speed: 212.326 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.240, HeatmapFocal=2.614
[Epoch 30] Training cost: 95.821, WHL1=0.369, CenterRegL1=0.240, HeatmapFocal=2.613
[Epoch 30] Validation: 
aeroplane=0.5556340244081398
bicycle=0.5100751963004398
bird=0.6151039216683235
boat=0.4888738708749444
bottle=0.4545173381689533
bus=0.7086623960956905
car=0.7141637167437508
cat=0.5991617343392257
chair=0.5074330472844517
cow=0.7387974067942229
diningtable=0.35660671743489125
dog=0.6964131508548598
horse=0.7475147611671756
motorbike=0.7159421962987679
person=0.7067445408935452
pottedplant=0.40528792974005795
sheep=0.6672644797747264
sofa=0.48658617503958507
train=0.6329347704504761
tvmonitor=0.6375238757699291
mAP=0.5972620625051077
[Epoch 31][Batch 9], Speed: 167.574 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.612
[Epoch 31][Batch 19], Speed: 182.381 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.241, HeatmapFocal=2.612
[Epoch 31][Batch 29], Speed: 181.213 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.611
[Epoch 31][Batch 39], Speed: 191.465 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.610
[Epoch 31][Batch 49], Speed: 178.842 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.609
[Epoch 31][Batch 59], Speed: 184.579 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.609
[Epoch 31][Batch 69], Speed: 186.265 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.608
[Epoch 31][Batch 79], Speed: 177.064 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.607
[Epoch 31][Batch 89], Speed: 184.016 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.606
[Epoch 31][Batch 99], Speed: 187.764 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.606
[Epoch 31][Batch 109], Speed: 182.605 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.605
[Epoch 31][Batch 119], Speed: 179.133 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.604
[Epoch 31][Batch 129], Speed: 181.773 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.603
[Epoch 31][Batch 139], Speed: 195.436 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.603
[Epoch 31][Batch 149], Speed: 191.849 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.602
[Epoch 31][Batch 159], Speed: 178.213 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.601
[Epoch 31][Batch 169], Speed: 176.519 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.600
[Epoch 31][Batch 179], Speed: 187.630 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.600
[Epoch 31][Batch 189], Speed: 179.025 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.599
[Epoch 31][Batch 199], Speed: 182.045 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.598
[Epoch 31][Batch 209], Speed: 178.030 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.598
[Epoch 31][Batch 219], Speed: 185.294 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.597
[Epoch 31][Batch 229], Speed: 181.140 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.596
[Epoch 31][Batch 239], Speed: 179.606 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.595
[Epoch 31][Batch 249], Speed: 177.699 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.595
[Epoch 31][Batch 259], Speed: 181.556 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.594
[Epoch 31][Batch 269], Speed: 190.645 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.593
[Epoch 31][Batch 279], Speed: 182.736 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.593
[Epoch 31][Batch 289], Speed: 178.273 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.592
[Epoch 31][Batch 299], Speed: 199.946 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.591
[Epoch 31][Batch 309], Speed: 172.767 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.591
[Epoch 31][Batch 319], Speed: 166.722 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.590
[Epoch 31][Batch 329], Speed: 191.215 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.589
[Epoch 31][Batch 339], Speed: 176.383 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.588
[Epoch 31][Batch 349], Speed: 187.073 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.588
[Epoch 31][Batch 359], Speed: 194.257 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.587
[Epoch 31][Batch 369], Speed: 192.775 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.586
[Epoch 31][Batch 379], Speed: 209.614 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.586
[Epoch 31][Batch 389], Speed: 213.053 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.585
[Epoch 31][Batch 399], Speed: 206.306 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.584
[Epoch 31][Batch 409], Speed: 195.834 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.584
[Epoch 31][Batch 419], Speed: 202.653 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.583
[Epoch 31][Batch 429], Speed: 210.098 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.582
[Epoch 31][Batch 439], Speed: 204.017 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.581
[Epoch 31][Batch 449], Speed: 78.028 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.581
[Epoch 31][Batch 459], Speed: 73.771 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.580
[Epoch 31][Batch 469], Speed: 199.429 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.579
[Epoch 31][Batch 479], Speed: 210.676 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.579
[Epoch 31][Batch 489], Speed: 198.296 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.578
[Epoch 31][Batch 499], Speed: 204.697 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.577
[Epoch 31][Batch 509], Speed: 199.666 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.577
[Epoch 31] Training cost: 96.237, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.576
[Epoch 32][Batch 9], Speed: 171.644 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.575
[Epoch 32][Batch 19], Speed: 170.825 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.237, HeatmapFocal=2.575
[Epoch 32][Batch 29], Speed: 180.196 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.574
[Epoch 32][Batch 39], Speed: 187.023 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.573
[Epoch 32][Batch 49], Speed: 188.878 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.572
[Epoch 32][Batch 59], Speed: 192.840 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.572
[Epoch 32][Batch 69], Speed: 190.554 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.571
[Epoch 32][Batch 79], Speed: 174.296 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.570
[Epoch 32][Batch 89], Speed: 187.615 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.570
[Epoch 32][Batch 99], Speed: 165.010 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.569
[Epoch 32][Batch 109], Speed: 191.256 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.568
[Epoch 32][Batch 119], Speed: 177.312 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.568
[Epoch 32][Batch 129], Speed: 189.681 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.567
[Epoch 32][Batch 139], Speed: 179.352 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.566
[Epoch 32][Batch 149], Speed: 187.269 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.566
[Epoch 32][Batch 159], Speed: 177.225 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.565
[Epoch 32][Batch 169], Speed: 179.706 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.241, HeatmapFocal=2.564
[Epoch 32][Batch 179], Speed: 187.260 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.564
[Epoch 32][Batch 189], Speed: 183.419 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.241, HeatmapFocal=2.563
[Epoch 32][Batch 199], Speed: 183.325 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.562
[Epoch 32][Batch 209], Speed: 176.610 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.562
[Epoch 32][Batch 219], Speed: 183.884 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.240, HeatmapFocal=2.561
[Epoch 32][Batch 229], Speed: 171.606 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.240, HeatmapFocal=2.560
[Epoch 32][Batch 239], Speed: 192.007 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.559
[Epoch 32][Batch 249], Speed: 181.085 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.559
[Epoch 32][Batch 259], Speed: 174.809 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.241, HeatmapFocal=2.558
[Epoch 32][Batch 269], Speed: 171.070 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.557
[Epoch 32][Batch 279], Speed: 173.730 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.557
[Epoch 32][Batch 289], Speed: 177.459 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.556
[Epoch 32][Batch 299], Speed: 192.355 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.555
[Epoch 32][Batch 309], Speed: 179.788 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.555
[Epoch 32][Batch 319], Speed: 181.383 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.554
[Epoch 32][Batch 329], Speed: 187.200 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.553
[Epoch 32][Batch 339], Speed: 176.317 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.553
[Epoch 32][Batch 349], Speed: 183.322 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.552
[Epoch 32][Batch 359], Speed: 189.090 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.551
[Epoch 32][Batch 369], Speed: 177.180 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.551
[Epoch 32][Batch 379], Speed: 173.616 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.550
[Epoch 32][Batch 389], Speed: 188.979 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.549
[Epoch 32][Batch 399], Speed: 181.985 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.549
[Epoch 32][Batch 409], Speed: 196.589 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.548
[Epoch 32][Batch 419], Speed: 188.557 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.547
[Epoch 32][Batch 429], Speed: 187.301 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.547
[Epoch 32][Batch 439], Speed: 179.772 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.546
[Epoch 32][Batch 449], Speed: 179.996 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.545
[Epoch 32][Batch 459], Speed: 199.995 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.545
[Epoch 32][Batch 469], Speed: 206.880 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.544
[Epoch 32][Batch 479], Speed: 202.548 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.543
[Epoch 32][Batch 489], Speed: 211.502 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.543
[Epoch 32][Batch 499], Speed: 214.048 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.240, HeatmapFocal=2.542
[Epoch 32][Batch 509], Speed: 210.981 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.541
[Epoch 32] Training cost: 94.071, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.541
[Epoch 33][Batch 9], Speed: 194.794 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.540
[Epoch 33][Batch 19], Speed: 199.512 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.540
[Epoch 33][Batch 29], Speed: 202.497 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.539
[Epoch 33][Batch 39], Speed: 211.108 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.538
[Epoch 33][Batch 49], Speed: 207.944 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.537
[Epoch 33][Batch 59], Speed: 193.239 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.537
[Epoch 33][Batch 69], Speed: 179.875 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.536
[Epoch 33][Batch 79], Speed: 181.084 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.536
[Epoch 33][Batch 89], Speed: 174.760 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.535
[Epoch 33][Batch 99], Speed: 193.504 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.534
[Epoch 33][Batch 109], Speed: 185.314 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.534
[Epoch 33][Batch 119], Speed: 190.675 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.533
[Epoch 33][Batch 129], Speed: 192.641 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.532
[Epoch 33][Batch 139], Speed: 188.908 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.531
[Epoch 33][Batch 149], Speed: 180.717 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.531
[Epoch 33][Batch 159], Speed: 211.975 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.530
[Epoch 33][Batch 169], Speed: 202.638 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.529
[Epoch 33][Batch 179], Speed: 208.795 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.529
[Epoch 33][Batch 189], Speed: 198.667 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.528
[Epoch 33][Batch 199], Speed: 196.717 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.527
[Epoch 33][Batch 209], Speed: 79.923 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.527
[Epoch 33][Batch 219], Speed: 163.953 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.526
[Epoch 33][Batch 229], Speed: 176.470 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.526
[Epoch 33][Batch 239], Speed: 182.733 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.525
[Epoch 33][Batch 249], Speed: 176.194 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.524
[Epoch 33][Batch 259], Speed: 176.364 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.524
[Epoch 33][Batch 269], Speed: 185.369 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.523
[Epoch 33][Batch 279], Speed: 174.364 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.522
[Epoch 33][Batch 289], Speed: 179.283 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.522
[Epoch 33][Batch 299], Speed: 162.728 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.521
[Epoch 33][Batch 309], Speed: 182.586 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.520
[Epoch 33][Batch 319], Speed: 184.470 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.520
[Epoch 33][Batch 329], Speed: 184.566 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.519
[Epoch 33][Batch 339], Speed: 173.225 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.518
[Epoch 33][Batch 349], Speed: 182.272 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.518
[Epoch 33][Batch 359], Speed: 181.561 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.517
[Epoch 33][Batch 369], Speed: 191.561 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.517
[Epoch 33][Batch 379], Speed: 184.085 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.516
[Epoch 33][Batch 389], Speed: 185.376 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.515
[Epoch 33][Batch 399], Speed: 187.801 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.515
[Epoch 33][Batch 409], Speed: 181.843 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.514
[Epoch 33][Batch 419], Speed: 191.079 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.513
[Epoch 33][Batch 429], Speed: 182.081 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.513
[Epoch 33][Batch 439], Speed: 177.858 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.512
[Epoch 33][Batch 449], Speed: 179.570 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.511
[Epoch 33][Batch 459], Speed: 184.633 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.511
[Epoch 33][Batch 469], Speed: 213.124 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.510
[Epoch 33][Batch 479], Speed: 214.759 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.510
[Epoch 33][Batch 489], Speed: 211.745 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.509
[Epoch 33][Batch 499], Speed: 210.902 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.508
[Epoch 33][Batch 509], Speed: 206.680 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.508
[Epoch 33] Training cost: 95.909, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.507
[Epoch 34][Batch 9], Speed: 167.965 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.247, HeatmapFocal=2.507
[Epoch 34][Batch 19], Speed: 179.649 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.247, HeatmapFocal=2.506
[Epoch 34][Batch 29], Speed: 168.297 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.243, HeatmapFocal=2.505
[Epoch 34][Batch 39], Speed: 194.406 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.242, HeatmapFocal=2.505
[Epoch 34][Batch 49], Speed: 191.529 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.242, HeatmapFocal=2.504
[Epoch 34][Batch 59], Speed: 183.352 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.503
[Epoch 34][Batch 69], Speed: 173.422 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.503
[Epoch 34][Batch 79], Speed: 176.486 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.502
[Epoch 34][Batch 89], Speed: 184.455 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.240, HeatmapFocal=2.502
[Epoch 34][Batch 99], Speed: 186.843 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.240, HeatmapFocal=2.501
[Epoch 34][Batch 109], Speed: 184.230 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.500
[Epoch 34][Batch 119], Speed: 181.559 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.500
[Epoch 34][Batch 129], Speed: 184.340 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.499
[Epoch 34][Batch 139], Speed: 181.998 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.241, HeatmapFocal=2.498
[Epoch 34][Batch 149], Speed: 191.596 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.498
[Epoch 34][Batch 159], Speed: 195.628 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.497
[Epoch 34][Batch 169], Speed: 183.297 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.497
[Epoch 34][Batch 179], Speed: 180.803 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.496
[Epoch 34][Batch 189], Speed: 183.092 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.495
[Epoch 34][Batch 199], Speed: 179.192 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.495
[Epoch 34][Batch 209], Speed: 174.060 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.494
[Epoch 34][Batch 219], Speed: 180.802 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.240, HeatmapFocal=2.493
[Epoch 34][Batch 229], Speed: 189.472 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.241, HeatmapFocal=2.493
[Epoch 34][Batch 239], Speed: 181.740 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.241, HeatmapFocal=2.492
[Epoch 34][Batch 249], Speed: 171.809 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.241, HeatmapFocal=2.491
[Epoch 34][Batch 259], Speed: 185.821 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.241, HeatmapFocal=2.491
[Epoch 34][Batch 269], Speed: 181.004 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.241, HeatmapFocal=2.490
[Epoch 34][Batch 279], Speed: 206.586 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.241, HeatmapFocal=2.490
[Epoch 34][Batch 289], Speed: 209.584 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.241, HeatmapFocal=2.489
[Epoch 34][Batch 299], Speed: 203.382 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.241, HeatmapFocal=2.488
[Epoch 34][Batch 309], Speed: 206.898 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.488
[Epoch 34][Batch 319], Speed: 206.039 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.241, HeatmapFocal=2.487
[Epoch 34][Batch 329], Speed: 202.733 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.241, HeatmapFocal=2.486
[Epoch 34][Batch 339], Speed: 200.373 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.241, HeatmapFocal=2.486
[Epoch 34][Batch 349], Speed: 196.830 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.241, HeatmapFocal=2.485
[Epoch 34][Batch 359], Speed: 83.928 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.485
[Epoch 34][Batch 369], Speed: 159.970 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.484
[Epoch 34][Batch 379], Speed: 191.333 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.483
[Epoch 34][Batch 389], Speed: 180.930 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.483
[Epoch 34][Batch 399], Speed: 177.288 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.482
[Epoch 34][Batch 409], Speed: 178.606 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.482
[Epoch 34][Batch 419], Speed: 190.170 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.481
[Epoch 34][Batch 429], Speed: 181.093 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.241, HeatmapFocal=2.480
[Epoch 34][Batch 439], Speed: 189.628 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.241, HeatmapFocal=2.480
[Epoch 34][Batch 449], Speed: 180.805 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.479
[Epoch 34][Batch 459], Speed: 182.753 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.479
[Epoch 34][Batch 469], Speed: 216.793 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.240, HeatmapFocal=2.478
[Epoch 34][Batch 479], Speed: 203.328 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.477
[Epoch 34][Batch 489], Speed: 218.997 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.477
[Epoch 34][Batch 499], Speed: 212.211 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.476
[Epoch 34][Batch 509], Speed: 216.689 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.476
[Epoch 34] Training cost: 95.757, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.475
[Epoch 35][Batch 9], Speed: 134.685 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.236, HeatmapFocal=2.475
[Epoch 35][Batch 19], Speed: 187.395 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.474
[Epoch 35][Batch 29], Speed: 178.279 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.237, HeatmapFocal=2.473
[Epoch 35][Batch 39], Speed: 184.987 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.473
[Epoch 35][Batch 49], Speed: 196.562 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.472
[Epoch 35][Batch 59], Speed: 177.338 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.471
[Epoch 35][Batch 69], Speed: 176.433 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.471
[Epoch 35][Batch 79], Speed: 170.234 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.470
[Epoch 35][Batch 89], Speed: 191.282 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.470
[Epoch 35][Batch 99], Speed: 174.433 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.469
[Epoch 35][Batch 109], Speed: 187.010 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.468
[Epoch 35][Batch 119], Speed: 190.616 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.468
[Epoch 35][Batch 129], Speed: 186.749 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.467
[Epoch 35][Batch 139], Speed: 186.313 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.467
[Epoch 35][Batch 149], Speed: 179.136 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.466
[Epoch 35][Batch 159], Speed: 178.233 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.465
[Epoch 35][Batch 169], Speed: 176.552 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.465
[Epoch 35][Batch 179], Speed: 183.263 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.464
[Epoch 35][Batch 189], Speed: 175.093 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.464
[Epoch 35][Batch 199], Speed: 184.094 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 35][Batch 209], Speed: 192.117 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 35][Batch 219], Speed: 184.427 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.462
[Epoch 35][Batch 229], Speed: 185.546 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.461
[Epoch 35][Batch 239], Speed: 183.456 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.461
[Epoch 35][Batch 249], Speed: 175.080 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.460
[Epoch 35][Batch 259], Speed: 182.121 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.459
[Epoch 35][Batch 269], Speed: 177.495 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.459
[Epoch 35][Batch 279], Speed: 185.903 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.458
[Epoch 35][Batch 289], Speed: 166.969 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.458
[Epoch 35][Batch 299], Speed: 193.382 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.457
[Epoch 35][Batch 309], Speed: 181.940 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.456
[Epoch 35][Batch 319], Speed: 168.442 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.456
[Epoch 35][Batch 329], Speed: 181.664 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.455
[Epoch 35][Batch 339], Speed: 180.839 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.455
[Epoch 35][Batch 349], Speed: 182.384 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.454
[Epoch 35][Batch 359], Speed: 176.447 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.454
[Epoch 35][Batch 369], Speed: 189.737 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.453
[Epoch 35][Batch 379], Speed: 189.238 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.452
[Epoch 35][Batch 389], Speed: 176.443 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.452
[Epoch 35][Batch 399], Speed: 176.599 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.451
[Epoch 35][Batch 409], Speed: 189.961 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.451
[Epoch 35][Batch 419], Speed: 187.709 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.450
[Epoch 35][Batch 429], Speed: 208.567 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.450
[Epoch 35][Batch 439], Speed: 195.065 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.449
[Epoch 35][Batch 449], Speed: 207.200 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.448
[Epoch 35][Batch 459], Speed: 212.469 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.448
[Epoch 35][Batch 469], Speed: 222.160 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.447
[Epoch 35][Batch 479], Speed: 222.761 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.447
[Epoch 35][Batch 489], Speed: 210.685 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.446
[Epoch 35][Batch 499], Speed: 193.213 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.446
[Epoch 35][Batch 509], Speed: 102.867 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.445
[Epoch 35] Training cost: 95.372, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.445
[Epoch 35] Validation: 
aeroplane=0.5107180085000183
bicycle=0.7608684942846733
bird=0.6279475548630767
boat=0.49767487822925616
bottle=0.47537056627510826
bus=0.6561656237421533
car=0.710100238905065
cat=0.6529013151482448
chair=0.4970867827344792
cow=0.662809726658867
diningtable=0.34646302586856353
dog=0.6954189626054192
horse=0.7869757389413121
motorbike=0.5957017021245414
person=0.7151878052630127
pottedplant=0.3933497444546694
sheep=0.704287334449058
sofa=0.5480954863931574
train=0.44003260266653643
tvmonitor=0.6091949658509246
mAP=0.5943175278979068
[Epoch 36][Batch 9], Speed: 175.534 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.242, HeatmapFocal=2.444
[Epoch 36][Batch 19], Speed: 180.118 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.241, HeatmapFocal=2.443
[Epoch 36][Batch 29], Speed: 185.476 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.240, HeatmapFocal=2.443
[Epoch 36][Batch 39], Speed: 192.840 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.240, HeatmapFocal=2.442
[Epoch 36][Batch 49], Speed: 177.267 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.240, HeatmapFocal=2.442
[Epoch 36][Batch 59], Speed: 184.195 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.240, HeatmapFocal=2.441
[Epoch 36][Batch 69], Speed: 170.423 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.440
[Epoch 36][Batch 79], Speed: 181.872 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.440
[Epoch 36][Batch 89], Speed: 181.951 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.439
[Epoch 36][Batch 99], Speed: 185.816 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.439
[Epoch 36][Batch 109], Speed: 198.970 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.438
[Epoch 36][Batch 119], Speed: 173.991 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.437
[Epoch 36][Batch 129], Speed: 171.480 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.437
[Epoch 36][Batch 139], Speed: 183.412 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.436
[Epoch 36][Batch 149], Speed: 182.431 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.436
[Epoch 36][Batch 159], Speed: 165.726 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.435
[Epoch 36][Batch 169], Speed: 186.794 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.435
[Epoch 36][Batch 179], Speed: 198.723 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.434
[Epoch 36][Batch 189], Speed: 183.768 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.433
[Epoch 36][Batch 199], Speed: 187.795 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.433
[Epoch 36][Batch 209], Speed: 173.343 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.432
[Epoch 36][Batch 219], Speed: 180.868 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.432
[Epoch 36][Batch 229], Speed: 192.348 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.431
[Epoch 36][Batch 239], Speed: 179.256 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.430
[Epoch 36][Batch 249], Speed: 183.757 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.430
[Epoch 36][Batch 259], Speed: 177.499 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.429
[Epoch 36][Batch 269], Speed: 184.458 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.429
[Epoch 36][Batch 279], Speed: 185.684 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.428
[Epoch 36][Batch 289], Speed: 176.719 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.428
[Epoch 36][Batch 299], Speed: 183.401 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.427
[Epoch 36][Batch 309], Speed: 177.318 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.426
[Epoch 36][Batch 319], Speed: 180.997 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.426
[Epoch 36][Batch 329], Speed: 187.986 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.425
[Epoch 36][Batch 339], Speed: 170.561 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.425
[Epoch 36][Batch 349], Speed: 192.793 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.424
[Epoch 36][Batch 359], Speed: 174.745 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.423
[Epoch 36][Batch 369], Speed: 192.291 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.423
[Epoch 36][Batch 379], Speed: 174.253 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.422
[Epoch 36][Batch 389], Speed: 192.747 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.422
[Epoch 36][Batch 399], Speed: 185.619 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.421
[Epoch 36][Batch 409], Speed: 176.441 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.421
[Epoch 36][Batch 419], Speed: 182.303 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.420
[Epoch 36][Batch 429], Speed: 190.093 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.420
[Epoch 36][Batch 439], Speed: 165.758 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.419
[Epoch 36][Batch 449], Speed: 179.970 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.418
[Epoch 36][Batch 459], Speed: 214.915 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.418
[Epoch 36][Batch 469], Speed: 221.800 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.417
[Epoch 36][Batch 479], Speed: 218.396 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.417
[Epoch 36][Batch 489], Speed: 219.930 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.416
[Epoch 36][Batch 499], Speed: 223.308 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.416
[Epoch 36][Batch 509], Speed: 223.968 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.415
[Epoch 36] Training cost: 93.616, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.415
[Epoch 37][Batch 9], Speed: 74.687 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.414
[Epoch 37][Batch 19], Speed: 137.984 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.414
[Epoch 37][Batch 29], Speed: 182.243 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.241, HeatmapFocal=2.413
[Epoch 37][Batch 39], Speed: 173.277 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.412
[Epoch 37][Batch 49], Speed: 187.222 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.412
[Epoch 37][Batch 59], Speed: 185.137 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.411
[Epoch 37][Batch 69], Speed: 188.825 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.411
[Epoch 37][Batch 79], Speed: 178.603 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.240, HeatmapFocal=2.410
[Epoch 37][Batch 89], Speed: 182.101 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.410
[Epoch 37][Batch 99], Speed: 178.595 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.409
[Epoch 37][Batch 109], Speed: 182.007 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.239, HeatmapFocal=2.409
[Epoch 37][Batch 119], Speed: 176.618 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.408
[Epoch 37][Batch 129], Speed: 197.021 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 37][Batch 139], Speed: 181.448 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 37][Batch 149], Speed: 193.263 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.406
[Epoch 37][Batch 159], Speed: 184.623 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.406
[Epoch 37][Batch 169], Speed: 184.402 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.405
[Epoch 37][Batch 179], Speed: 186.148 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.405
[Epoch 37][Batch 189], Speed: 166.658 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.404
[Epoch 37][Batch 199], Speed: 174.494 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.403
[Epoch 37][Batch 209], Speed: 201.543 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.403
[Epoch 37][Batch 219], Speed: 185.993 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.402
[Epoch 37][Batch 229], Speed: 169.869 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.402
[Epoch 37][Batch 239], Speed: 182.132 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.401
[Epoch 37][Batch 249], Speed: 182.870 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.401
[Epoch 37][Batch 259], Speed: 179.654 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.400
[Epoch 37][Batch 269], Speed: 184.708 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.400
[Epoch 37][Batch 279], Speed: 173.605 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.399
[Epoch 37][Batch 289], Speed: 185.937 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.399
[Epoch 37][Batch 299], Speed: 187.599 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.398
[Epoch 37][Batch 309], Speed: 179.544 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.398
[Epoch 37][Batch 319], Speed: 177.524 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.397
[Epoch 37][Batch 329], Speed: 181.463 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.396
[Epoch 37][Batch 339], Speed: 193.726 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.239, HeatmapFocal=2.396
[Epoch 37][Batch 349], Speed: 174.265 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.395
[Epoch 37][Batch 359], Speed: 175.646 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.395
[Epoch 37][Batch 369], Speed: 186.151 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.394
[Epoch 37][Batch 379], Speed: 180.301 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.394
[Epoch 37][Batch 389], Speed: 186.671 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.393
[Epoch 37][Batch 399], Speed: 190.979 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.393
[Epoch 37][Batch 409], Speed: 187.444 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.392
[Epoch 37][Batch 419], Speed: 175.030 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.392
[Epoch 37][Batch 429], Speed: 185.230 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.391
[Epoch 37][Batch 439], Speed: 180.383 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.391
[Epoch 37][Batch 449], Speed: 190.241 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.390
[Epoch 37][Batch 459], Speed: 205.929 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.390
[Epoch 37][Batch 469], Speed: 201.474 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.389
[Epoch 37][Batch 479], Speed: 209.073 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.389
[Epoch 37][Batch 489], Speed: 215.940 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.388
[Epoch 37][Batch 499], Speed: 202.719 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.388
[Epoch 37][Batch 509], Speed: 212.809 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.387
[Epoch 37] Training cost: 96.424, WHL1=0.341, CenterRegL1=0.239, HeatmapFocal=2.387
[Epoch 38][Batch 9], Speed: 166.951 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.242, HeatmapFocal=2.386
[Epoch 38][Batch 19], Speed: 189.976 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.242, HeatmapFocal=2.386
[Epoch 38][Batch 29], Speed: 193.852 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.242, HeatmapFocal=2.385
[Epoch 38][Batch 39], Speed: 177.161 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.242, HeatmapFocal=2.385
[Epoch 38][Batch 49], Speed: 187.900 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.241, HeatmapFocal=2.384
[Epoch 38][Batch 59], Speed: 180.538 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.384
[Epoch 38][Batch 69], Speed: 187.716 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.241, HeatmapFocal=2.383
[Epoch 38][Batch 79], Speed: 200.312 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.241, HeatmapFocal=2.383
[Epoch 38][Batch 89], Speed: 199.726 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.242, HeatmapFocal=2.382
[Epoch 38][Batch 99], Speed: 203.698 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.242, HeatmapFocal=2.382
[Epoch 38][Batch 109], Speed: 208.497 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.242, HeatmapFocal=2.381
[Epoch 38][Batch 119], Speed: 204.619 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.242, HeatmapFocal=2.380
[Epoch 38][Batch 129], Speed: 206.362 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.241, HeatmapFocal=2.380
[Epoch 38][Batch 139], Speed: 208.880 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.241, HeatmapFocal=2.379
[Epoch 38][Batch 149], Speed: 202.929 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.241, HeatmapFocal=2.379
[Epoch 38][Batch 159], Speed: 75.485 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.378
[Epoch 38][Batch 169], Speed: 127.372 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.378
[Epoch 38][Batch 179], Speed: 160.331 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.240, HeatmapFocal=2.377
[Epoch 38][Batch 189], Speed: 182.042 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.377
[Epoch 38][Batch 199], Speed: 189.193 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.376
[Epoch 38][Batch 209], Speed: 193.954 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.376
[Epoch 38][Batch 219], Speed: 166.586 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.375
[Epoch 38][Batch 229], Speed: 181.585 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.240, HeatmapFocal=2.375
[Epoch 38][Batch 239], Speed: 183.415 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.374
[Epoch 38][Batch 249], Speed: 192.641 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.374
[Epoch 38][Batch 259], Speed: 183.545 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.373
[Epoch 38][Batch 269], Speed: 189.292 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.372
[Epoch 38][Batch 279], Speed: 191.318 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.372
[Epoch 38][Batch 289], Speed: 174.446 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.371
[Epoch 38][Batch 299], Speed: 175.139 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.371
[Epoch 38][Batch 309], Speed: 185.656 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.370
[Epoch 38][Batch 319], Speed: 185.128 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.370
[Epoch 38][Batch 329], Speed: 178.846 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.240, HeatmapFocal=2.369
[Epoch 38][Batch 339], Speed: 174.127 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.369
[Epoch 38][Batch 349], Speed: 194.872 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.368
[Epoch 38][Batch 359], Speed: 193.184 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.368
[Epoch 38][Batch 369], Speed: 183.964 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.367
[Epoch 38][Batch 379], Speed: 188.542 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.367
[Epoch 38][Batch 389], Speed: 187.783 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.366
[Epoch 38][Batch 399], Speed: 184.646 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.366
[Epoch 38][Batch 409], Speed: 182.899 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.365
[Epoch 38][Batch 419], Speed: 198.611 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.365
[Epoch 38][Batch 429], Speed: 186.062 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.364
[Epoch 38][Batch 439], Speed: 181.431 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.364
[Epoch 38][Batch 449], Speed: 191.327 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.363
[Epoch 38][Batch 459], Speed: 199.167 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.363
[Epoch 38][Batch 469], Speed: 209.879 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.240, HeatmapFocal=2.362
[Epoch 38][Batch 479], Speed: 214.922 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.362
[Epoch 38][Batch 489], Speed: 214.434 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.361
[Epoch 38][Batch 499], Speed: 209.013 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.361
[Epoch 38][Batch 509], Speed: 214.910 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.240, HeatmapFocal=2.360
[Epoch 38] Training cost: 95.596, WHL1=0.338, CenterRegL1=0.240, HeatmapFocal=2.360
[Epoch 39][Batch 9], Speed: 166.562 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.359
[Epoch 39][Batch 19], Speed: 179.272 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.239, HeatmapFocal=2.359
[Epoch 39][Batch 29], Speed: 189.048 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.358
[Epoch 39][Batch 39], Speed: 174.990 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.358
[Epoch 39][Batch 49], Speed: 177.780 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.357
[Epoch 39][Batch 59], Speed: 182.777 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.356
[Epoch 39][Batch 69], Speed: 165.439 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.356
[Epoch 39][Batch 79], Speed: 187.936 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.355
[Epoch 39][Batch 89], Speed: 174.826 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.355
[Epoch 39][Batch 99], Speed: 190.947 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.354
[Epoch 39][Batch 109], Speed: 183.228 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.354
[Epoch 39][Batch 119], Speed: 183.372 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.353
[Epoch 39][Batch 129], Speed: 176.537 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.353
[Epoch 39][Batch 139], Speed: 176.213 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.352
[Epoch 39][Batch 149], Speed: 183.095 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.352
[Epoch 39][Batch 159], Speed: 191.176 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.351
[Epoch 39][Batch 169], Speed: 175.665 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.351
[Epoch 39][Batch 179], Speed: 184.494 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.350
[Epoch 39][Batch 189], Speed: 184.821 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.350
[Epoch 39][Batch 199], Speed: 189.697 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.349
[Epoch 39][Batch 209], Speed: 186.324 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.349
[Epoch 39][Batch 219], Speed: 183.893 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.348
[Epoch 39][Batch 229], Speed: 208.249 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.348
[Epoch 39][Batch 239], Speed: 195.257 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.347
[Epoch 39][Batch 249], Speed: 204.167 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.347
[Epoch 39][Batch 259], Speed: 194.443 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.346
[Epoch 39][Batch 269], Speed: 205.184 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.346
[Epoch 39][Batch 279], Speed: 195.346 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.345
[Epoch 39][Batch 289], Speed: 199.876 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.345
[Epoch 39][Batch 299], Speed: 138.216 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.344
[Epoch 39][Batch 309], Speed: 183.683 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.344
[Epoch 39][Batch 319], Speed: 185.804 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.343
[Epoch 39][Batch 329], Speed: 181.998 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.343
[Epoch 39][Batch 339], Speed: 198.054 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.342
[Epoch 39][Batch 349], Speed: 192.418 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.342
[Epoch 39][Batch 359], Speed: 190.849 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.341
[Epoch 39][Batch 369], Speed: 183.687 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.341
[Epoch 39][Batch 379], Speed: 180.945 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.340
[Epoch 39][Batch 389], Speed: 200.951 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.340
[Epoch 39][Batch 399], Speed: 200.238 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.339
[Epoch 39][Batch 409], Speed: 210.484 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.338
[Epoch 39][Batch 419], Speed: 213.569 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.338
[Epoch 39][Batch 429], Speed: 207.769 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.338
[Epoch 39][Batch 439], Speed: 82.932 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.337
[Epoch 39][Batch 449], Speed: 140.300 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.337
[Epoch 39][Batch 459], Speed: 192.255 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.336
[Epoch 39][Batch 469], Speed: 199.427 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.336
[Epoch 39][Batch 479], Speed: 212.047 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.335
[Epoch 39][Batch 489], Speed: 201.814 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.335
[Epoch 39][Batch 499], Speed: 210.014 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.334
[Epoch 39][Batch 509], Speed: 210.303 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.334
[Epoch 39] Training cost: 96.536, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.334
[Epoch 40][Batch 9], Speed: 140.426 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.248, HeatmapFocal=2.333
[Epoch 40][Batch 19], Speed: 180.162 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.241, HeatmapFocal=2.333
[Epoch 40][Batch 29], Speed: 185.740 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.332
[Epoch 40][Batch 39], Speed: 177.787 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.331
[Epoch 40][Batch 49], Speed: 181.442 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.331
[Epoch 40][Batch 59], Speed: 184.996 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.240, HeatmapFocal=2.330
[Epoch 40][Batch 69], Speed: 181.632 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.240, HeatmapFocal=2.330
[Epoch 40][Batch 79], Speed: 177.432 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.329
[Epoch 40][Batch 89], Speed: 191.840 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.329
[Epoch 40][Batch 99], Speed: 196.803 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.328
[Epoch 40][Batch 109], Speed: 183.201 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.328
[Epoch 40][Batch 119], Speed: 174.467 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.328
[Epoch 40][Batch 129], Speed: 175.095 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.327
[Epoch 40][Batch 139], Speed: 181.968 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.327
[Epoch 40][Batch 149], Speed: 182.792 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.240, HeatmapFocal=2.326
[Epoch 40][Batch 159], Speed: 187.423 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.326
[Epoch 40][Batch 169], Speed: 184.736 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.325
[Epoch 40][Batch 179], Speed: 184.158 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.325
[Epoch 40][Batch 189], Speed: 174.956 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.324
[Epoch 40][Batch 199], Speed: 175.429 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.324
[Epoch 40][Batch 209], Speed: 183.254 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.323
[Epoch 40][Batch 219], Speed: 185.246 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.323
[Epoch 40][Batch 229], Speed: 182.266 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.322
[Epoch 40][Batch 239], Speed: 198.765 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.322
[Epoch 40][Batch 249], Speed: 182.153 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.321
[Epoch 40][Batch 259], Speed: 190.209 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.321
[Epoch 40][Batch 269], Speed: 170.373 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.320
[Epoch 40][Batch 279], Speed: 190.359 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.320
[Epoch 40][Batch 289], Speed: 189.795 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.319
[Epoch 40][Batch 299], Speed: 183.368 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.319
[Epoch 40][Batch 309], Speed: 162.619 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.318
[Epoch 40][Batch 319], Speed: 168.776 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.318
[Epoch 40][Batch 329], Speed: 174.429 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.317
[Epoch 40][Batch 339], Speed: 181.464 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.317
[Epoch 40][Batch 349], Speed: 191.072 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.316
[Epoch 40][Batch 359], Speed: 188.370 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.316
[Epoch 40][Batch 369], Speed: 178.995 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.315
[Epoch 40][Batch 379], Speed: 168.257 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.315
[Epoch 40][Batch 389], Speed: 164.869 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.314
[Epoch 40][Batch 399], Speed: 177.725 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.314
[Epoch 40][Batch 409], Speed: 187.657 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.313
[Epoch 40][Batch 419], Speed: 183.145 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.313
[Epoch 40][Batch 429], Speed: 187.294 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.312
[Epoch 40][Batch 439], Speed: 178.130 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.312
[Epoch 40][Batch 449], Speed: 172.577 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.311
[Epoch 40][Batch 459], Speed: 188.258 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.311
[Epoch 40][Batch 469], Speed: 213.028 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.311
[Epoch 40][Batch 479], Speed: 205.604 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.310
[Epoch 40][Batch 489], Speed: 213.321 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.310
[Epoch 40][Batch 499], Speed: 212.292 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.309
[Epoch 40][Batch 509], Speed: 224.107 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.309
[Epoch 40] Training cost: 94.090, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.308
[Epoch 40] Validation: 
aeroplane=0.5851870504362972
bicycle=0.6615919256602695
bird=0.6301013776389833
boat=0.5477569921640651
bottle=0.4807621077642963
bus=0.7019849450201677
car=0.7540187287605833
cat=0.6186895751444743
chair=0.542433967835192
cow=0.6894383769826525
diningtable=0.2962680373771691
dog=0.7041760296832441
horse=0.7618030263541019
motorbike=0.705928410061359
person=0.7324246665500846
pottedplant=0.4280240493965964
sheep=0.6814649159419361
sofa=0.5099274475669019
train=0.6965717062951565
tvmonitor=0.6938691884375611
mAP=0.6211211262535545
[Epoch 41][Batch 9], Speed: 166.965 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.308
[Epoch 41][Batch 19], Speed: 198.745 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.307
[Epoch 41][Batch 29], Speed: 186.918 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.307
[Epoch 41][Batch 39], Speed: 192.907 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.307
[Epoch 41][Batch 49], Speed: 178.316 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.306
[Epoch 41][Batch 59], Speed: 173.186 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.306
[Epoch 41][Batch 69], Speed: 187.368 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.305
[Epoch 41][Batch 79], Speed: 181.381 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.305
[Epoch 41][Batch 89], Speed: 187.963 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.304
[Epoch 41][Batch 99], Speed: 169.367 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.304
[Epoch 41][Batch 109], Speed: 182.198 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.303
[Epoch 41][Batch 119], Speed: 183.040 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.303
[Epoch 41][Batch 129], Speed: 187.259 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.239, HeatmapFocal=2.302
[Epoch 41][Batch 139], Speed: 171.949 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.302
[Epoch 41][Batch 149], Speed: 190.471 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.301
[Epoch 41][Batch 159], Speed: 178.139 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.301
[Epoch 41][Batch 169], Speed: 179.207 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.300
[Epoch 41][Batch 179], Speed: 177.613 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.300
[Epoch 41][Batch 189], Speed: 182.690 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.299
[Epoch 41][Batch 199], Speed: 174.288 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.299
[Epoch 41][Batch 209], Speed: 185.777 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.298
[Epoch 41][Batch 219], Speed: 174.838 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.298
[Epoch 41][Batch 229], Speed: 183.391 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.297
[Epoch 41][Batch 239], Speed: 181.682 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.297
[Epoch 41][Batch 249], Speed: 179.770 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 41][Batch 259], Speed: 191.208 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.296
[Epoch 41][Batch 269], Speed: 170.281 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.295
[Epoch 41][Batch 279], Speed: 185.978 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.295
[Epoch 41][Batch 289], Speed: 185.837 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.294
[Epoch 41][Batch 299], Speed: 177.929 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.294
[Epoch 41][Batch 309], Speed: 185.919 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.294
[Epoch 41][Batch 319], Speed: 198.465 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.293
[Epoch 41][Batch 329], Speed: 179.239 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.293
[Epoch 41][Batch 339], Speed: 187.805 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.292
[Epoch 41][Batch 349], Speed: 183.290 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.292
[Epoch 41][Batch 359], Speed: 168.936 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.291
[Epoch 41][Batch 369], Speed: 168.611 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.291
[Epoch 41][Batch 379], Speed: 182.014 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.290
[Epoch 41][Batch 389], Speed: 163.603 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.290
[Epoch 41][Batch 399], Speed: 181.159 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.290
[Epoch 41][Batch 409], Speed: 182.122 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.289
[Epoch 41][Batch 419], Speed: 186.543 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.289
[Epoch 41][Batch 429], Speed: 194.816 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.288
[Epoch 41][Batch 439], Speed: 170.141 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.288
[Epoch 41][Batch 449], Speed: 174.188 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.287
[Epoch 41][Batch 459], Speed: 203.873 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.287
[Epoch 41][Batch 469], Speed: 200.624 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.286
[Epoch 41][Batch 479], Speed: 198.666 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.286
[Epoch 41][Batch 489], Speed: 211.755 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.285
[Epoch 41][Batch 499], Speed: 212.724 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.285
[Epoch 41][Batch 509], Speed: 201.471 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.285
[Epoch 41] Training cost: 93.779, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.284
[Epoch 42][Batch 9], Speed: 144.030 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.284
[Epoch 42][Batch 19], Speed: 211.518 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.283
[Epoch 42][Batch 29], Speed: 212.583 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.283
[Epoch 42][Batch 39], Speed: 199.693 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.282
[Epoch 42][Batch 49], Speed: 195.963 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.282
[Epoch 42][Batch 59], Speed: 206.799 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.281
[Epoch 42][Batch 69], Speed: 209.364 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.281
[Epoch 42][Batch 79], Speed: 198.309 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.280
[Epoch 42][Batch 89], Speed: 77.333 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.280
[Epoch 42][Batch 99], Speed: 76.418 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.279
[Epoch 42][Batch 109], Speed: 169.850 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.279
[Epoch 42][Batch 119], Speed: 167.776 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.279
[Epoch 42][Batch 129], Speed: 179.507 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.278
[Epoch 42][Batch 139], Speed: 174.894 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.278
[Epoch 42][Batch 149], Speed: 184.759 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.277
[Epoch 42][Batch 159], Speed: 179.422 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.277
[Epoch 42][Batch 169], Speed: 177.778 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.276
[Epoch 42][Batch 179], Speed: 184.872 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.276
[Epoch 42][Batch 189], Speed: 175.393 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.275
[Epoch 42][Batch 199], Speed: 187.666 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.240, HeatmapFocal=2.275
[Epoch 42][Batch 209], Speed: 197.050 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.240, HeatmapFocal=2.274
[Epoch 42][Batch 219], Speed: 189.125 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.240, HeatmapFocal=2.274
[Epoch 42][Batch 229], Speed: 189.226 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.240, HeatmapFocal=2.273
[Epoch 42][Batch 239], Speed: 178.031 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.240, HeatmapFocal=2.273
[Epoch 42][Batch 249], Speed: 180.112 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.272
[Epoch 42][Batch 259], Speed: 158.086 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.272
[Epoch 42][Batch 269], Speed: 191.762 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.240, HeatmapFocal=2.272
[Epoch 42][Batch 279], Speed: 187.715 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.271
[Epoch 42][Batch 289], Speed: 182.759 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.271
[Epoch 42][Batch 299], Speed: 185.211 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.270
[Epoch 42][Batch 309], Speed: 179.211 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.270
[Epoch 42][Batch 319], Speed: 182.425 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.269
[Epoch 42][Batch 329], Speed: 184.998 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.240, HeatmapFocal=2.269
[Epoch 42][Batch 339], Speed: 167.822 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.240, HeatmapFocal=2.268
[Epoch 42][Batch 349], Speed: 181.179 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.268
[Epoch 42][Batch 359], Speed: 185.495 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.268
[Epoch 42][Batch 369], Speed: 185.758 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.267
[Epoch 42][Batch 379], Speed: 182.888 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.267
[Epoch 42][Batch 389], Speed: 190.698 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.266
[Epoch 42][Batch 399], Speed: 194.731 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.266
[Epoch 42][Batch 409], Speed: 189.686 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.265
[Epoch 42][Batch 419], Speed: 173.280 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.265
[Epoch 42][Batch 429], Speed: 180.464 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.264
[Epoch 42][Batch 439], Speed: 181.549 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.239, HeatmapFocal=2.264
[Epoch 42][Batch 449], Speed: 182.832 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.239, HeatmapFocal=2.264
[Epoch 42][Batch 459], Speed: 187.424 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.263
[Epoch 42][Batch 469], Speed: 203.543 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.263
[Epoch 42][Batch 479], Speed: 216.721 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.262
[Epoch 42][Batch 489], Speed: 202.318 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.262
[Epoch 42][Batch 499], Speed: 213.512 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.261
[Epoch 42][Batch 509], Speed: 204.077 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.261
[Epoch 42] Training cost: 95.699, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.261
[Epoch 43][Batch 9], Speed: 172.657 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.232, HeatmapFocal=2.260
[Epoch 43][Batch 19], Speed: 185.415 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.260
[Epoch 43][Batch 29], Speed: 171.745 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.235, HeatmapFocal=2.259
[Epoch 43][Batch 39], Speed: 190.961 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.259
[Epoch 43][Batch 49], Speed: 178.539 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.258
[Epoch 43][Batch 59], Speed: 188.534 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.258
[Epoch 43][Batch 69], Speed: 180.653 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.257
[Epoch 43][Batch 79], Speed: 178.979 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.257
[Epoch 43][Batch 89], Speed: 188.382 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.256
[Epoch 43][Batch 99], Speed: 190.845 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.256
[Epoch 43][Batch 109], Speed: 186.083 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.256
[Epoch 43][Batch 119], Speed: 173.579 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.255
[Epoch 43][Batch 129], Speed: 178.628 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.255
[Epoch 43][Batch 139], Speed: 184.559 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.254
[Epoch 43][Batch 149], Speed: 168.409 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.254
[Epoch 43][Batch 159], Speed: 190.552 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.253
[Epoch 43][Batch 169], Speed: 201.423 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.253
[Epoch 43][Batch 179], Speed: 208.753 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.253
[Epoch 43][Batch 189], Speed: 204.025 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.252
[Epoch 43][Batch 199], Speed: 211.783 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.252
[Epoch 43][Batch 209], Speed: 201.492 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.251
[Epoch 43][Batch 219], Speed: 203.928 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.251
[Epoch 43][Batch 229], Speed: 194.320 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.250
[Epoch 43][Batch 239], Speed: 70.294 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.250
[Epoch 43][Batch 249], Speed: 115.599 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.249
[Epoch 43][Batch 259], Speed: 174.144 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.249
[Epoch 43][Batch 269], Speed: 180.322 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.248
[Epoch 43][Batch 279], Speed: 179.153 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.248
[Epoch 43][Batch 289], Speed: 165.800 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.248
[Epoch 43][Batch 299], Speed: 191.177 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.247
[Epoch 43][Batch 309], Speed: 190.891 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.247
[Epoch 43][Batch 319], Speed: 190.286 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.246
[Epoch 43][Batch 329], Speed: 181.410 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.246
[Epoch 43][Batch 339], Speed: 190.343 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 43][Batch 349], Speed: 179.371 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.245
[Epoch 43][Batch 359], Speed: 184.361 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 43][Batch 369], Speed: 177.660 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 43][Batch 379], Speed: 185.498 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.244
[Epoch 43][Batch 389], Speed: 179.475 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.239, HeatmapFocal=2.243
[Epoch 43][Batch 399], Speed: 174.507 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.243
[Epoch 43][Batch 409], Speed: 187.614 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.242
[Epoch 43][Batch 419], Speed: 172.227 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.242
[Epoch 43][Batch 429], Speed: 180.500 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.241
[Epoch 43][Batch 439], Speed: 177.458 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.241
[Epoch 43][Batch 449], Speed: 178.510 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.241
[Epoch 43][Batch 459], Speed: 198.779 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.240
[Epoch 43][Batch 469], Speed: 215.200 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.240
[Epoch 43][Batch 479], Speed: 211.484 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.239
[Epoch 43][Batch 489], Speed: 209.289 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.239
[Epoch 43][Batch 499], Speed: 207.685 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.238
[Epoch 43][Batch 509], Speed: 204.949 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.238
[Epoch 43] Training cost: 96.130, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.238
[Epoch 44][Batch 9], Speed: 157.498 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.240, HeatmapFocal=2.237
[Epoch 44][Batch 19], Speed: 172.047 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.237
[Epoch 44][Batch 29], Speed: 184.641 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.236
[Epoch 44][Batch 39], Speed: 188.325 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.236
[Epoch 44][Batch 49], Speed: 193.550 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.236
[Epoch 44][Batch 59], Speed: 175.404 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.235
[Epoch 44][Batch 69], Speed: 186.007 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.235
[Epoch 44][Batch 79], Speed: 179.151 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.234
[Epoch 44][Batch 89], Speed: 173.154 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.238, HeatmapFocal=2.234
[Epoch 44][Batch 99], Speed: 174.850 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.233
[Epoch 44][Batch 109], Speed: 179.813 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.233
[Epoch 44][Batch 119], Speed: 195.499 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.233
[Epoch 44][Batch 129], Speed: 188.958 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.232
[Epoch 44][Batch 139], Speed: 188.270 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.232
[Epoch 44][Batch 149], Speed: 192.703 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.231
[Epoch 44][Batch 159], Speed: 194.071 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.231
[Epoch 44][Batch 169], Speed: 193.384 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.230
[Epoch 44][Batch 179], Speed: 190.199 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.230
[Epoch 44][Batch 189], Speed: 174.711 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.230
[Epoch 44][Batch 199], Speed: 182.794 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.229
[Epoch 44][Batch 209], Speed: 187.262 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.229
[Epoch 44][Batch 219], Speed: 179.507 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.228
[Epoch 44][Batch 229], Speed: 173.597 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.228
[Epoch 44][Batch 239], Speed: 172.073 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.227
[Epoch 44][Batch 249], Speed: 179.202 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.227
[Epoch 44][Batch 259], Speed: 180.283 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.227
[Epoch 44][Batch 269], Speed: 194.853 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.226
[Epoch 44][Batch 279], Speed: 180.533 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.226
[Epoch 44][Batch 289], Speed: 183.422 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.225
[Epoch 44][Batch 299], Speed: 184.791 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.225
[Epoch 44][Batch 309], Speed: 206.356 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.224
[Epoch 44][Batch 319], Speed: 213.580 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.224
[Epoch 44][Batch 329], Speed: 202.884 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.224
[Epoch 44][Batch 339], Speed: 211.310 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.223
[Epoch 44][Batch 349], Speed: 207.915 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.223
[Epoch 44][Batch 359], Speed: 210.621 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.222
[Epoch 44][Batch 369], Speed: 202.287 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.222
[Epoch 44][Batch 379], Speed: 204.552 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.222
[Epoch 44][Batch 389], Speed: 95.151 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.221
[Epoch 44][Batch 399], Speed: 156.215 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.221
[Epoch 44][Batch 409], Speed: 179.020 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.220
[Epoch 44][Batch 419], Speed: 185.055 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.220
[Epoch 44][Batch 429], Speed: 191.982 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.220
[Epoch 44][Batch 439], Speed: 172.647 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.219
[Epoch 44][Batch 449], Speed: 179.173 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.219
[Epoch 44][Batch 459], Speed: 204.976 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.218
[Epoch 44][Batch 469], Speed: 203.638 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.218
[Epoch 44][Batch 479], Speed: 211.650 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.218
[Epoch 44][Batch 489], Speed: 208.392 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.217
[Epoch 44][Batch 499], Speed: 207.050 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.217
[Epoch 44][Batch 509], Speed: 206.488 samples/sec, LR=1.25e-05, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.216
[Epoch 44] Training cost: 95.469, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.216
[Epoch 45][Batch 9], Speed: 184.601 samples/sec, LR=1.25e-05, WHL1=0.325, CenterRegL1=0.241, HeatmapFocal=2.216
[Epoch 45][Batch 19], Speed: 186.667 samples/sec, LR=1.25e-05, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.215
[Epoch 45][Batch 29], Speed: 186.221 samples/sec, LR=1.25e-05, WHL1=0.322, CenterRegL1=0.236, HeatmapFocal=2.215
[Epoch 45][Batch 39], Speed: 187.872 samples/sec, LR=1.25e-05, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.214
[Epoch 45][Batch 49], Speed: 193.183 samples/sec, LR=1.25e-05, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.214
[Epoch 45][Batch 59], Speed: 189.278 samples/sec, LR=1.25e-05, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.213
[Epoch 45][Batch 69], Speed: 172.145 samples/sec, LR=1.25e-05, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.213
[Epoch 45][Batch 79], Speed: 189.907 samples/sec, LR=1.25e-05, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.212
[Epoch 45][Batch 89], Speed: 177.136 samples/sec, LR=1.25e-05, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.212
[Epoch 45][Batch 99], Speed: 181.289 samples/sec, LR=1.25e-05, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.211
[Epoch 45][Batch 109], Speed: 187.195 samples/sec, LR=1.25e-05, WHL1=0.307, CenterRegL1=0.238, HeatmapFocal=2.211
[Epoch 45][Batch 119], Speed: 180.635 samples/sec, LR=1.25e-05, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.211
[Epoch 45][Batch 129], Speed: 169.481 samples/sec, LR=1.25e-05, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.210
[Epoch 45][Batch 139], Speed: 185.699 samples/sec, LR=1.25e-05, WHL1=0.306, CenterRegL1=0.238, HeatmapFocal=2.210
[Epoch 45][Batch 149], Speed: 183.095 samples/sec, LR=1.25e-05, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=2.209
[Epoch 45][Batch 159], Speed: 193.474 samples/sec, LR=1.25e-05, WHL1=0.303, CenterRegL1=0.237, HeatmapFocal=2.209
[Epoch 45][Batch 169], Speed: 191.552 samples/sec, LR=1.25e-05, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=2.208
[Epoch 45][Batch 179], Speed: 193.687 samples/sec, LR=1.25e-05, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=2.208
[Epoch 45][Batch 189], Speed: 186.073 samples/sec, LR=1.25e-05, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.207
[Epoch 45][Batch 199], Speed: 177.002 samples/sec, LR=1.25e-05, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.207
[Epoch 45][Batch 209], Speed: 195.356 samples/sec, LR=1.25e-05, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.206
[Epoch 45][Batch 219], Speed: 176.047 samples/sec, LR=1.25e-05, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=2.206
[Epoch 45][Batch 229], Speed: 190.724 samples/sec, LR=1.25e-05, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.205
[Epoch 45][Batch 239], Speed: 177.003 samples/sec, LR=1.25e-05, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.205
[Epoch 45][Batch 249], Speed: 178.582 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.204
[Epoch 45][Batch 259], Speed: 178.421 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.204
[Epoch 45][Batch 269], Speed: 181.794 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 45][Batch 279], Speed: 189.490 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 45][Batch 289], Speed: 179.152 samples/sec, LR=1.25e-05, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 45][Batch 299], Speed: 182.727 samples/sec, LR=1.25e-05, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=2.202
[Epoch 45][Batch 309], Speed: 176.671 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.202
[Epoch 45][Batch 319], Speed: 189.279 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.201
[Epoch 45][Batch 329], Speed: 178.899 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.201
[Epoch 45][Batch 339], Speed: 187.633 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.200
[Epoch 45][Batch 349], Speed: 177.367 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.200
[Epoch 45][Batch 359], Speed: 183.632 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.199
[Epoch 45][Batch 369], Speed: 167.031 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.199
[Epoch 45][Batch 379], Speed: 186.180 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.198
[Epoch 45][Batch 389], Speed: 191.410 samples/sec, LR=1.25e-05, WHL1=0.297, CenterRegL1=0.238, HeatmapFocal=2.198
[Epoch 45][Batch 399], Speed: 174.171 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.197
[Epoch 45][Batch 409], Speed: 181.117 samples/sec, LR=1.25e-05, WHL1=0.295, CenterRegL1=0.238, HeatmapFocal=2.197
[Epoch 45][Batch 419], Speed: 188.908 samples/sec, LR=1.25e-05, WHL1=0.295, CenterRegL1=0.238, HeatmapFocal=2.196
[Epoch 45][Batch 429], Speed: 175.688 samples/sec, LR=1.25e-05, WHL1=0.295, CenterRegL1=0.238, HeatmapFocal=2.196
[Epoch 45][Batch 439], Speed: 177.639 samples/sec, LR=1.25e-05, WHL1=0.294, CenterRegL1=0.238, HeatmapFocal=2.196
[Epoch 45][Batch 449], Speed: 184.922 samples/sec, LR=1.25e-05, WHL1=0.294, CenterRegL1=0.238, HeatmapFocal=2.195
[Epoch 45][Batch 459], Speed: 215.459 samples/sec, LR=1.25e-05, WHL1=0.294, CenterRegL1=0.238, HeatmapFocal=2.195
[Epoch 45][Batch 469], Speed: 222.263 samples/sec, LR=1.25e-05, WHL1=0.293, CenterRegL1=0.238, HeatmapFocal=2.194
[Epoch 45][Batch 479], Speed: 213.896 samples/sec, LR=1.25e-05, WHL1=0.293, CenterRegL1=0.238, HeatmapFocal=2.194
[Epoch 45][Batch 489], Speed: 220.357 samples/sec, LR=1.25e-05, WHL1=0.293, CenterRegL1=0.238, HeatmapFocal=2.193
[Epoch 45][Batch 499], Speed: 217.195 samples/sec, LR=1.25e-05, WHL1=0.293, CenterRegL1=0.238, HeatmapFocal=2.193
[Epoch 45][Batch 509], Speed: 217.378 samples/sec, LR=1.25e-05, WHL1=0.294, CenterRegL1=0.238, HeatmapFocal=2.192
[Epoch 45] Training cost: 93.673, WHL1=0.293, CenterRegL1=0.238, HeatmapFocal=2.192
[Epoch 45] Validation: 
aeroplane=0.6207293638349121
bicycle=0.7238464597866251
bird=0.6591682448193502
boat=0.576511351685335
bottle=0.5290818069537859
bus=0.7199797683644441
car=0.7778082140325219
cat=0.683099383394827
chair=0.5732092415371041
cow=0.778782373353879
diningtable=0.4534092830809556
dog=0.7454129834015518
horse=0.7579035210587272
motorbike=0.7636524808328521
person=0.7541001586455305
pottedplant=0.4221941907776854
sheep=0.7363389038243544
sofa=0.6240055903891188
train=0.7124685837778043
tvmonitor=0.7066172313562347
mAP=0.66591595674538
[Epoch 46][Batch 9], Speed: 188.524 samples/sec, LR=1.25e-05, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.191
[Epoch 46][Batch 19], Speed: 101.737 samples/sec, LR=1.25e-05, WHL1=0.299, CenterRegL1=0.234, HeatmapFocal=2.191
[Epoch 46][Batch 29], Speed: 94.011 samples/sec, LR=1.25e-05, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.191
[Epoch 46][Batch 39], Speed: 174.097 samples/sec, LR=1.25e-05, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=2.190
[Epoch 46][Batch 49], Speed: 174.345 samples/sec, LR=1.25e-05, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=2.190
[Epoch 46][Batch 59], Speed: 185.326 samples/sec, LR=1.25e-05, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.189
[Epoch 46][Batch 69], Speed: 178.452 samples/sec, LR=1.25e-05, WHL1=0.298, CenterRegL1=0.235, HeatmapFocal=2.189
[Epoch 46][Batch 79], Speed: 182.806 samples/sec, LR=1.25e-05, WHL1=0.293, CenterRegL1=0.237, HeatmapFocal=2.188
[Epoch 46][Batch 89], Speed: 183.775 samples/sec, LR=1.25e-05, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=2.188
[Epoch 46][Batch 99], Speed: 180.646 samples/sec, LR=1.25e-05, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=2.187
[Epoch 46][Batch 109], Speed: 186.400 samples/sec, LR=1.25e-05, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=2.187
[Epoch 46][Batch 119], Speed: 186.318 samples/sec, LR=1.25e-05, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=2.186
[Epoch 46][Batch 129], Speed: 197.966 samples/sec, LR=1.25e-05, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=2.186
[Epoch 46][Batch 139], Speed: 180.972 samples/sec, LR=1.25e-05, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=2.185
[Epoch 46][Batch 149], Speed: 183.691 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.185
[Epoch 46][Batch 159], Speed: 190.089 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.185
[Epoch 46][Batch 169], Speed: 185.906 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.184
[Epoch 46][Batch 179], Speed: 173.192 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.237, HeatmapFocal=2.184
[Epoch 46][Batch 189], Speed: 195.413 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.183
[Epoch 46][Batch 199], Speed: 175.577 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.183
[Epoch 46][Batch 209], Speed: 183.693 samples/sec, LR=1.25e-05, WHL1=0.286, CenterRegL1=0.236, HeatmapFocal=2.182
[Epoch 46][Batch 219], Speed: 178.151 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.182
[Epoch 46][Batch 229], Speed: 179.312 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.181
[Epoch 46][Batch 239], Speed: 182.011 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.181
[Epoch 46][Batch 249], Speed: 185.332 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.180
[Epoch 46][Batch 259], Speed: 183.171 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.180
[Epoch 46][Batch 269], Speed: 188.327 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.180
[Epoch 46][Batch 279], Speed: 180.830 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.179
[Epoch 46][Batch 289], Speed: 180.836 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.179
[Epoch 46][Batch 299], Speed: 178.969 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.178
[Epoch 46][Batch 309], Speed: 187.185 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.178
[Epoch 46][Batch 319], Speed: 181.907 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.177
[Epoch 46][Batch 329], Speed: 195.208 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.177
[Epoch 46][Batch 339], Speed: 185.776 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.236, HeatmapFocal=2.176
[Epoch 46][Batch 349], Speed: 185.585 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.176
[Epoch 46][Batch 359], Speed: 170.894 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.176
[Epoch 46][Batch 369], Speed: 175.502 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.175
[Epoch 46][Batch 379], Speed: 179.783 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.175
[Epoch 46][Batch 389], Speed: 190.105 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.174
[Epoch 46][Batch 399], Speed: 188.464 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.174
[Epoch 46][Batch 409], Speed: 188.368 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.173
[Epoch 46][Batch 419], Speed: 187.295 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.173
[Epoch 46][Batch 429], Speed: 189.332 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.172
[Epoch 46][Batch 439], Speed: 188.252 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.172
[Epoch 46][Batch 449], Speed: 187.404 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.171
[Epoch 46][Batch 459], Speed: 190.624 samples/sec, LR=1.25e-05, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.171
[Epoch 46][Batch 469], Speed: 214.393 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.171
[Epoch 46][Batch 479], Speed: 211.793 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.170
[Epoch 46][Batch 489], Speed: 195.566 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.170
[Epoch 46][Batch 499], Speed: 208.621 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.169
[Epoch 46][Batch 509], Speed: 215.083 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.169
[Epoch 46] Training cost: 95.975, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=2.168
[Epoch 47][Batch 9], Speed: 171.996 samples/sec, LR=1.25e-05, WHL1=0.286, CenterRegL1=0.226, HeatmapFocal=2.168
[Epoch 47][Batch 19], Speed: 186.939 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.233, HeatmapFocal=2.167
[Epoch 47][Batch 29], Speed: 190.565 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.167
[Epoch 47][Batch 39], Speed: 190.820 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=2.166
[Epoch 47][Batch 49], Speed: 196.601 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=2.166
[Epoch 47][Batch 59], Speed: 190.638 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.165
[Epoch 47][Batch 69], Speed: 179.265 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.235, HeatmapFocal=2.165
[Epoch 47][Batch 79], Speed: 183.034 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.165
[Epoch 47][Batch 89], Speed: 200.378 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.164
[Epoch 47][Batch 99], Speed: 206.444 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.164
[Epoch 47][Batch 109], Speed: 197.567 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.163
[Epoch 47][Batch 119], Speed: 204.387 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.163
[Epoch 47][Batch 129], Speed: 206.042 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.162
[Epoch 47][Batch 139], Speed: 207.100 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.162
[Epoch 47][Batch 149], Speed: 198.789 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.161
[Epoch 47][Batch 159], Speed: 200.658 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.161
[Epoch 47][Batch 169], Speed: 101.758 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.161
[Epoch 47][Batch 179], Speed: 166.328 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.160
[Epoch 47][Batch 189], Speed: 185.942 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.160
[Epoch 47][Batch 199], Speed: 179.814 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.159
[Epoch 47][Batch 209], Speed: 183.070 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.159
[Epoch 47][Batch 219], Speed: 174.227 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 47][Batch 229], Speed: 186.590 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 47][Batch 239], Speed: 178.475 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 47][Batch 249], Speed: 195.198 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.157
[Epoch 47][Batch 259], Speed: 187.604 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.157
[Epoch 47][Batch 269], Speed: 188.113 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.156
[Epoch 47][Batch 279], Speed: 183.860 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.156
[Epoch 47][Batch 289], Speed: 188.819 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.155
[Epoch 47][Batch 299], Speed: 184.516 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.155
[Epoch 47][Batch 309], Speed: 173.110 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.154
[Epoch 47][Batch 319], Speed: 186.816 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.154
[Epoch 47][Batch 329], Speed: 188.352 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.154
[Epoch 47][Batch 339], Speed: 182.788 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.153
[Epoch 47][Batch 349], Speed: 187.019 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.153
[Epoch 47][Batch 359], Speed: 179.610 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.152
[Epoch 47][Batch 369], Speed: 168.619 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.152
[Epoch 47][Batch 379], Speed: 180.887 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.151
[Epoch 47][Batch 389], Speed: 184.294 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.151
[Epoch 47][Batch 399], Speed: 177.019 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.150
[Epoch 47][Batch 409], Speed: 183.206 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.150
[Epoch 47][Batch 419], Speed: 193.741 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.150
[Epoch 47][Batch 429], Speed: 176.973 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.149
[Epoch 47][Batch 439], Speed: 175.277 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.149
[Epoch 47][Batch 449], Speed: 189.289 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.148
[Epoch 47][Batch 459], Speed: 198.730 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.148
[Epoch 47][Batch 469], Speed: 211.407 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.147
[Epoch 47][Batch 479], Speed: 210.116 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.147
[Epoch 47][Batch 489], Speed: 210.386 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.146
[Epoch 47][Batch 499], Speed: 204.919 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.146
[Epoch 47][Batch 509], Speed: 216.538 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.146
[Epoch 47] Training cost: 95.530, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.145
[Epoch 48][Batch 9], Speed: 163.083 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.145
[Epoch 48][Batch 19], Speed: 192.155 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.144
[Epoch 48][Batch 29], Speed: 192.753 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.144
[Epoch 48][Batch 39], Speed: 186.709 samples/sec, LR=1.25e-05, WHL1=0.285, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 48][Batch 49], Speed: 178.560 samples/sec, LR=1.25e-05, WHL1=0.285, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 48][Batch 59], Speed: 183.806 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 48][Batch 69], Speed: 182.887 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.142
[Epoch 48][Batch 79], Speed: 190.955 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.142
[Epoch 48][Batch 89], Speed: 183.958 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.141
[Epoch 48][Batch 99], Speed: 165.857 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.141
[Epoch 48][Batch 109], Speed: 169.710 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.140
[Epoch 48][Batch 119], Speed: 186.222 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.140
[Epoch 48][Batch 129], Speed: 175.646 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 48][Batch 139], Speed: 167.570 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 48][Batch 149], Speed: 191.730 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 48][Batch 159], Speed: 182.193 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 48][Batch 169], Speed: 176.343 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 48][Batch 179], Speed: 191.373 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 48][Batch 189], Speed: 165.941 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 48][Batch 199], Speed: 170.786 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.136
[Epoch 48][Batch 209], Speed: 191.995 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.136
[Epoch 48][Batch 219], Speed: 188.322 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 48][Batch 229], Speed: 182.000 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 48][Batch 239], Speed: 198.094 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 48][Batch 249], Speed: 204.580 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.134
[Epoch 48][Batch 259], Speed: 206.468 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.134
[Epoch 48][Batch 269], Speed: 196.606 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.133
[Epoch 48][Batch 279], Speed: 205.811 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.133
[Epoch 48][Batch 289], Speed: 192.579 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.132
[Epoch 48][Batch 299], Speed: 207.380 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.132
[Epoch 48][Batch 309], Speed: 144.836 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.132
[Epoch 48][Batch 319], Speed: 72.087 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.131
[Epoch 48][Batch 329], Speed: 155.525 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.131
[Epoch 48][Batch 339], Speed: 191.422 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.130
[Epoch 48][Batch 349], Speed: 189.129 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.130
[Epoch 48][Batch 359], Speed: 175.043 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.129
[Epoch 48][Batch 369], Speed: 180.401 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.129
[Epoch 48][Batch 379], Speed: 176.751 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.128
[Epoch 48][Batch 389], Speed: 182.434 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.128
[Epoch 48][Batch 399], Speed: 183.909 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.128
[Epoch 48][Batch 409], Speed: 176.109 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.127
[Epoch 48][Batch 419], Speed: 169.322 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.127
[Epoch 48][Batch 429], Speed: 187.538 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.126
[Epoch 48][Batch 439], Speed: 190.390 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.126
[Epoch 48][Batch 449], Speed: 186.260 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.125
[Epoch 48][Batch 459], Speed: 179.469 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.125
[Epoch 48][Batch 469], Speed: 210.069 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.125
[Epoch 48][Batch 479], Speed: 208.078 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.124
[Epoch 48][Batch 489], Speed: 213.262 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.124
[Epoch 48][Batch 499], Speed: 214.541 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.123
[Epoch 48][Batch 509], Speed: 211.593 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.123
[Epoch 48] Training cost: 95.709, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.123
[Epoch 49][Batch 9], Speed: 168.616 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.240, HeatmapFocal=2.122
[Epoch 49][Batch 19], Speed: 185.938 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.240, HeatmapFocal=2.122
[Epoch 49][Batch 29], Speed: 187.295 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.239, HeatmapFocal=2.121
[Epoch 49][Batch 39], Speed: 174.700 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.238, HeatmapFocal=2.121
[Epoch 49][Batch 49], Speed: 182.340 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.236, HeatmapFocal=2.120
[Epoch 49][Batch 59], Speed: 186.317 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.120
[Epoch 49][Batch 69], Speed: 180.460 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.237, HeatmapFocal=2.120
[Epoch 49][Batch 79], Speed: 182.404 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.119
[Epoch 49][Batch 89], Speed: 179.541 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.236, HeatmapFocal=2.119
[Epoch 49][Batch 99], Speed: 172.339 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.236, HeatmapFocal=2.118
[Epoch 49][Batch 109], Speed: 180.591 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.118
[Epoch 49][Batch 119], Speed: 186.294 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.117
[Epoch 49][Batch 129], Speed: 183.540 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.117
[Epoch 49][Batch 139], Speed: 184.341 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.236, HeatmapFocal=2.117
[Epoch 49][Batch 149], Speed: 180.736 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.116
[Epoch 49][Batch 159], Speed: 186.519 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.116
[Epoch 49][Batch 169], Speed: 187.650 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.115
[Epoch 49][Batch 179], Speed: 188.928 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.237, HeatmapFocal=2.115
[Epoch 49][Batch 189], Speed: 180.318 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.114
[Epoch 49][Batch 199], Speed: 172.632 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.237, HeatmapFocal=2.114
[Epoch 49][Batch 209], Speed: 165.940 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.237, HeatmapFocal=2.114
[Epoch 49][Batch 219], Speed: 178.995 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.237, HeatmapFocal=2.113
[Epoch 49][Batch 229], Speed: 182.789 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.237, HeatmapFocal=2.113
[Epoch 49][Batch 239], Speed: 170.160 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.237, HeatmapFocal=2.112
[Epoch 49][Batch 249], Speed: 187.047 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.237, HeatmapFocal=2.112
[Epoch 49][Batch 259], Speed: 170.029 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.112
[Epoch 49][Batch 269], Speed: 171.296 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.237, HeatmapFocal=2.111
[Epoch 49][Batch 279], Speed: 164.153 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.237, HeatmapFocal=2.111
[Epoch 49][Batch 289], Speed: 177.486 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.237, HeatmapFocal=2.110
[Epoch 49][Batch 299], Speed: 170.089 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.110
[Epoch 49][Batch 309], Speed: 184.339 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.109
[Epoch 49][Batch 319], Speed: 183.019 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.109
[Epoch 49][Batch 329], Speed: 168.105 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.109
[Epoch 49][Batch 339], Speed: 177.167 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 49][Batch 349], Speed: 182.165 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.108
[Epoch 49][Batch 359], Speed: 180.247 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.107
[Epoch 49][Batch 369], Speed: 181.697 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.107
[Epoch 49][Batch 379], Speed: 189.839 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.107
[Epoch 49][Batch 389], Speed: 209.076 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.106
[Epoch 49][Batch 399], Speed: 207.206 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.106
[Epoch 49][Batch 409], Speed: 187.132 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.105
[Epoch 49][Batch 419], Speed: 208.677 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.105
[Epoch 49][Batch 429], Speed: 202.345 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.104
[Epoch 49][Batch 439], Speed: 196.094 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.104
[Epoch 49][Batch 449], Speed: 195.240 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.104
[Epoch 49][Batch 459], Speed: 69.118 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.103
[Epoch 49][Batch 469], Speed: 197.528 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.103
[Epoch 49][Batch 479], Speed: 213.037 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 49][Batch 489], Speed: 212.240 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 49][Batch 499], Speed: 195.553 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 49][Batch 509], Speed: 201.262 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.101
[Epoch 49] Training cost: 95.811, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.101
[Epoch 50][Batch 9], Speed: 160.583 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=2.100
[Epoch 50][Batch 19], Speed: 185.503 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=2.100
[Epoch 50][Batch 29], Speed: 170.811 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.237, HeatmapFocal=2.100
[Epoch 50][Batch 39], Speed: 184.974 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.237, HeatmapFocal=2.099
[Epoch 50][Batch 49], Speed: 177.360 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.238, HeatmapFocal=2.099
[Epoch 50][Batch 59], Speed: 176.310 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.238, HeatmapFocal=2.098
[Epoch 50][Batch 69], Speed: 180.167 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.237, HeatmapFocal=2.098
[Epoch 50][Batch 79], Speed: 181.087 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 50][Batch 89], Speed: 177.904 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 50][Batch 99], Speed: 190.851 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 50][Batch 109], Speed: 177.592 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.096
[Epoch 50][Batch 119], Speed: 171.858 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.096
[Epoch 50][Batch 129], Speed: 186.677 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.095
[Epoch 50][Batch 139], Speed: 189.964 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 50][Batch 149], Speed: 176.972 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 50][Batch 159], Speed: 185.945 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.094
[Epoch 50][Batch 169], Speed: 189.268 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.094
[Epoch 50][Batch 179], Speed: 176.417 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.093
[Epoch 50][Batch 189], Speed: 187.488 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.093
[Epoch 50][Batch 199], Speed: 185.078 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.092
[Epoch 50][Batch 209], Speed: 193.198 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.092
[Epoch 50][Batch 219], Speed: 180.660 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.092
[Epoch 50][Batch 229], Speed: 179.943 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.091
[Epoch 50][Batch 239], Speed: 178.247 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.091
[Epoch 50][Batch 249], Speed: 178.791 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.090
[Epoch 50][Batch 259], Speed: 180.409 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.090
[Epoch 50][Batch 269], Speed: 184.488 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.090
[Epoch 50][Batch 279], Speed: 191.193 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.089
[Epoch 50][Batch 289], Speed: 189.864 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.089
[Epoch 50][Batch 299], Speed: 165.907 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.088
[Epoch 50][Batch 309], Speed: 189.233 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.088
[Epoch 50][Batch 319], Speed: 188.422 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.087
[Epoch 50][Batch 329], Speed: 193.362 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.087
[Epoch 50][Batch 339], Speed: 178.991 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.087
[Epoch 50][Batch 349], Speed: 181.306 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.086
[Epoch 50][Batch 359], Speed: 177.891 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.086
[Epoch 50][Batch 369], Speed: 195.689 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.085
[Epoch 50][Batch 379], Speed: 183.724 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.085
[Epoch 50][Batch 389], Speed: 177.976 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.085
[Epoch 50][Batch 399], Speed: 188.493 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.084
[Epoch 50][Batch 409], Speed: 173.369 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.084
[Epoch 50][Batch 419], Speed: 169.551 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.083
[Epoch 50][Batch 429], Speed: 184.495 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.083
[Epoch 50][Batch 439], Speed: 183.919 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.083
[Epoch 50][Batch 449], Speed: 185.909 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.082
[Epoch 50][Batch 459], Speed: 193.699 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.082
[Epoch 50][Batch 469], Speed: 202.423 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.081
[Epoch 50][Batch 479], Speed: 215.773 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.081
[Epoch 50][Batch 489], Speed: 215.887 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.081
[Epoch 50][Batch 499], Speed: 211.769 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.080
[Epoch 50][Batch 509], Speed: 202.413 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.080
[Epoch 50] Training cost: 93.989, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.080
[Epoch 50] Validation: 
aeroplane=0.599617707436559
bicycle=0.7672910338003265
bird=0.7037835585858708
boat=0.589688837333288
bottle=0.5384516583094412
bus=0.7668617060449641
car=0.7604044734100832
cat=0.7652511429254183
chair=0.5702922984844025
cow=0.7978526503433957
diningtable=0.5391851939084586
dog=0.7558812241555484
horse=0.8000148732103116
motorbike=0.7793726050641189
person=0.7543133804842648
pottedplant=0.4467580411436306
sheep=0.75050093967946
sofa=0.6251955510496502
train=0.6698779735632372
tvmonitor=0.7378363695489527
mAP=0.6859215609240692
[Epoch 51][Batch 9], Speed: 177.354 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.238, HeatmapFocal=2.079
[Epoch 51][Batch 19], Speed: 183.548 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.237, HeatmapFocal=2.079
[Epoch 51][Batch 29], Speed: 183.549 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.237, HeatmapFocal=2.078
[Epoch 51][Batch 39], Speed: 185.853 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.238, HeatmapFocal=2.078
[Epoch 51][Batch 49], Speed: 174.836 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.078
[Epoch 51][Batch 59], Speed: 181.453 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=2.077
[Epoch 51][Batch 69], Speed: 182.694 samples/sec, LR=1.25e-05, WHL1=0.292, CenterRegL1=0.237, HeatmapFocal=2.077
[Epoch 51][Batch 79], Speed: 191.789 samples/sec, LR=1.25e-05, WHL1=0.288, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 51][Batch 89], Speed: 190.256 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 51][Batch 99], Speed: 187.767 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 51][Batch 109], Speed: 183.602 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.075
[Epoch 51][Batch 119], Speed: 188.946 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.075
[Epoch 51][Batch 129], Speed: 193.625 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 51][Batch 139], Speed: 180.882 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 51][Batch 149], Speed: 180.890 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 51][Batch 159], Speed: 173.659 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.073
[Epoch 51][Batch 169], Speed: 193.153 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.073
[Epoch 51][Batch 179], Speed: 192.466 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 51][Batch 189], Speed: 179.700 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 51][Batch 199], Speed: 179.427 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 51][Batch 209], Speed: 181.012 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 51][Batch 219], Speed: 173.797 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.071
[Epoch 51][Batch 229], Speed: 176.173 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.070
[Epoch 51][Batch 239], Speed: 167.327 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.070
[Epoch 51][Batch 249], Speed: 186.786 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.070
[Epoch 51][Batch 259], Speed: 181.124 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.069
[Epoch 51][Batch 269], Speed: 181.165 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.069
[Epoch 51][Batch 279], Speed: 187.602 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.068
[Epoch 51][Batch 289], Speed: 182.591 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.068
[Epoch 51][Batch 299], Speed: 177.241 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.068
[Epoch 51][Batch 309], Speed: 185.078 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.067
[Epoch 51][Batch 319], Speed: 180.217 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.067
[Epoch 51][Batch 329], Speed: 188.017 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.066
[Epoch 51][Batch 339], Speed: 169.161 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.066
[Epoch 51][Batch 349], Speed: 182.858 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.066
[Epoch 51][Batch 359], Speed: 182.752 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.065
[Epoch 51][Batch 369], Speed: 185.280 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.065
[Epoch 51][Batch 379], Speed: 166.319 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.064
[Epoch 51][Batch 389], Speed: 179.138 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.064
[Epoch 51][Batch 399], Speed: 189.785 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.064
[Epoch 51][Batch 409], Speed: 186.914 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.063
[Epoch 51][Batch 419], Speed: 182.392 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.063
[Epoch 51][Batch 429], Speed: 181.409 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 51][Batch 439], Speed: 191.446 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 51][Batch 449], Speed: 189.042 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 51][Batch 459], Speed: 204.251 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.061
[Epoch 51][Batch 469], Speed: 216.150 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.061
[Epoch 51][Batch 479], Speed: 213.708 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.060
[Epoch 51][Batch 489], Speed: 219.737 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.060
[Epoch 51][Batch 499], Speed: 213.788 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.060
[Epoch 51][Batch 509], Speed: 213.255 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.059
[Epoch 51] Training cost: 93.663, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.059
[Epoch 52][Batch 9], Speed: 174.665 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.238, HeatmapFocal=2.059
[Epoch 52][Batch 19], Speed: 183.198 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.058
[Epoch 52][Batch 29], Speed: 193.224 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=2.058
[Epoch 52][Batch 39], Speed: 214.373 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=2.058
[Epoch 52][Batch 49], Speed: 207.932 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.057
[Epoch 52][Batch 59], Speed: 208.075 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.057
[Epoch 52][Batch 69], Speed: 199.562 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.056
[Epoch 52][Batch 79], Speed: 210.518 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.236, HeatmapFocal=2.056
[Epoch 52][Batch 89], Speed: 211.461 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.236, HeatmapFocal=2.056
[Epoch 52][Batch 99], Speed: 190.583 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.055
[Epoch 52][Batch 109], Speed: 153.196 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.055
[Epoch 52][Batch 119], Speed: 172.649 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.054
[Epoch 52][Batch 129], Speed: 172.385 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.054
[Epoch 52][Batch 139], Speed: 183.391 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.054
[Epoch 52][Batch 149], Speed: 193.503 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.053
[Epoch 52][Batch 159], Speed: 191.905 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.053
[Epoch 52][Batch 169], Speed: 182.804 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.053
[Epoch 52][Batch 179], Speed: 191.611 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.052
[Epoch 52][Batch 189], Speed: 180.843 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.052
[Epoch 52][Batch 199], Speed: 199.781 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.051
[Epoch 52][Batch 209], Speed: 200.853 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.051
[Epoch 52][Batch 219], Speed: 203.659 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.051
[Epoch 52][Batch 229], Speed: 206.708 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.050
[Epoch 52][Batch 239], Speed: 207.368 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.050
[Epoch 52][Batch 249], Speed: 75.684 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.049
[Epoch 52][Batch 259], Speed: 143.652 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.049
[Epoch 52][Batch 269], Speed: 172.569 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.049
[Epoch 52][Batch 279], Speed: 183.109 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.048
[Epoch 52][Batch 289], Speed: 177.435 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.048
[Epoch 52][Batch 299], Speed: 181.483 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.047
[Epoch 52][Batch 309], Speed: 182.885 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.047
[Epoch 52][Batch 319], Speed: 188.904 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.047
[Epoch 52][Batch 329], Speed: 184.332 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=2.046
[Epoch 52][Batch 339], Speed: 182.390 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=2.046
[Epoch 52][Batch 349], Speed: 185.338 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=2.045
[Epoch 52][Batch 359], Speed: 174.728 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=2.045
[Epoch 52][Batch 369], Speed: 177.649 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.045
[Epoch 52][Batch 379], Speed: 193.552 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.044
[Epoch 52][Batch 389], Speed: 189.206 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.044
[Epoch 52][Batch 399], Speed: 181.537 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.044
[Epoch 52][Batch 409], Speed: 193.619 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.043
[Epoch 52][Batch 419], Speed: 177.256 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.043
[Epoch 52][Batch 429], Speed: 180.889 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 52][Batch 439], Speed: 178.920 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 52][Batch 449], Speed: 178.457 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 52][Batch 459], Speed: 202.514 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.041
[Epoch 52][Batch 469], Speed: 215.528 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.041
[Epoch 52][Batch 479], Speed: 215.963 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.040
[Epoch 52][Batch 489], Speed: 211.068 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.040
[Epoch 52][Batch 499], Speed: 210.894 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.040
[Epoch 52][Batch 509], Speed: 211.700 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.039
[Epoch 52] Training cost: 96.064, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.039
[Epoch 53][Batch 9], Speed: 156.378 samples/sec, LR=1.25e-05, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.039
[Epoch 53][Batch 19], Speed: 182.864 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=2.038
[Epoch 53][Batch 29], Speed: 194.333 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 53][Batch 39], Speed: 187.329 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.237, HeatmapFocal=2.038
[Epoch 53][Batch 49], Speed: 191.012 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.238, HeatmapFocal=2.037
[Epoch 53][Batch 59], Speed: 177.281 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.037
[Epoch 53][Batch 69], Speed: 181.213 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.036
[Epoch 53][Batch 79], Speed: 177.006 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.237, HeatmapFocal=2.036
[Epoch 53][Batch 89], Speed: 176.198 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.236, HeatmapFocal=2.036
[Epoch 53][Batch 99], Speed: 182.088 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.236, HeatmapFocal=2.035
[Epoch 53][Batch 109], Speed: 185.893 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.035
[Epoch 53][Batch 119], Speed: 181.923 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 53][Batch 129], Speed: 183.276 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 53][Batch 139], Speed: 171.411 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.034
[Epoch 53][Batch 149], Speed: 180.417 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.236, HeatmapFocal=2.033
[Epoch 53][Batch 159], Speed: 176.344 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 53][Batch 169], Speed: 186.723 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=2.033
[Epoch 53][Batch 179], Speed: 178.344 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.032
[Epoch 53][Batch 189], Speed: 186.963 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.236, HeatmapFocal=2.032
[Epoch 53][Batch 199], Speed: 190.636 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 53][Batch 209], Speed: 187.850 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 53][Batch 219], Speed: 168.429 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.031
[Epoch 53][Batch 229], Speed: 184.896 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 53][Batch 239], Speed: 175.437 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 53][Batch 249], Speed: 186.863 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.030
[Epoch 53][Batch 259], Speed: 174.152 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.029
[Epoch 53][Batch 269], Speed: 182.885 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.029
[Epoch 53][Batch 279], Speed: 181.860 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 53][Batch 289], Speed: 177.519 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 53][Batch 299], Speed: 182.430 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.028
[Epoch 53][Batch 309], Speed: 191.848 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 53][Batch 319], Speed: 206.518 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 53][Batch 329], Speed: 210.287 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.027
[Epoch 53][Batch 339], Speed: 202.182 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 53][Batch 349], Speed: 186.623 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.026
[Epoch 53][Batch 359], Speed: 205.992 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 53][Batch 369], Speed: 204.853 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 53][Batch 379], Speed: 204.353 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.025
[Epoch 53][Batch 389], Speed: 194.865 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 53][Batch 399], Speed: 74.087 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 53][Batch 409], Speed: 145.578 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.024
[Epoch 53][Batch 419], Speed: 178.887 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 53][Batch 429], Speed: 171.686 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 53][Batch 439], Speed: 178.176 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.023
[Epoch 53][Batch 449], Speed: 174.450 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.022
[Epoch 53][Batch 459], Speed: 197.803 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.022
[Epoch 53][Batch 469], Speed: 215.994 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 53][Batch 479], Speed: 211.805 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 53][Batch 489], Speed: 197.814 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.021
[Epoch 53][Batch 499], Speed: 216.765 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=2.020
[Epoch 53][Batch 509], Speed: 195.843 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=2.020
[Epoch 53] Training cost: 95.837, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=2.020
[Epoch 54][Batch 9], Speed: 162.103 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=2.019
[Epoch 54][Batch 19], Speed: 182.134 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.237, HeatmapFocal=2.019
[Epoch 54][Batch 29], Speed: 188.778 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.238, HeatmapFocal=2.019
[Epoch 54][Batch 39], Speed: 186.467 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.237, HeatmapFocal=2.018
[Epoch 54][Batch 49], Speed: 190.928 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.018
[Epoch 54][Batch 59], Speed: 197.155 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 54][Batch 69], Speed: 189.699 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 54][Batch 79], Speed: 179.318 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=2.017
[Epoch 54][Batch 89], Speed: 179.410 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 54][Batch 99], Speed: 167.675 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.016
[Epoch 54][Batch 109], Speed: 189.838 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=2.016
[Epoch 54][Batch 119], Speed: 186.045 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 54][Batch 129], Speed: 175.524 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=2.015
[Epoch 54][Batch 139], Speed: 179.959 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=2.014
[Epoch 54][Batch 149], Speed: 175.882 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.014
[Epoch 54][Batch 159], Speed: 178.407 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.014
[Epoch 54][Batch 169], Speed: 178.995 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=2.013
[Epoch 54][Batch 179], Speed: 169.712 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=2.013
[Epoch 54][Batch 189], Speed: 179.886 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.013
[Epoch 54][Batch 199], Speed: 188.074 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.012
[Epoch 54][Batch 209], Speed: 185.300 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=2.012
[Epoch 54][Batch 219], Speed: 182.879 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=2.012
[Epoch 54][Batch 229], Speed: 176.905 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=2.011
[Epoch 54][Batch 239], Speed: 169.536 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.011
[Epoch 54][Batch 249], Speed: 166.194 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.010
[Epoch 54][Batch 259], Speed: 180.431 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.010
[Epoch 54][Batch 269], Speed: 189.345 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.010
[Epoch 54][Batch 279], Speed: 192.226 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 54][Batch 289], Speed: 187.179 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 54][Batch 299], Speed: 179.558 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 54][Batch 309], Speed: 179.825 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.008
[Epoch 54][Batch 319], Speed: 177.368 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.008
[Epoch 54][Batch 329], Speed: 171.442 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.008
[Epoch 54][Batch 339], Speed: 185.894 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.007
[Epoch 54][Batch 349], Speed: 172.250 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.007
[Epoch 54][Batch 359], Speed: 199.064 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 54][Batch 369], Speed: 184.588 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.006
[Epoch 54][Batch 379], Speed: 193.602 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.006
[Epoch 54][Batch 389], Speed: 175.266 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=2.005
[Epoch 54][Batch 399], Speed: 181.597 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.005
[Epoch 54][Batch 409], Speed: 186.922 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=2.005
[Epoch 54][Batch 419], Speed: 176.086 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 54][Batch 429], Speed: 176.251 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 54][Batch 439], Speed: 186.101 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 54][Batch 449], Speed: 182.352 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 54][Batch 459], Speed: 194.733 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 54][Batch 469], Speed: 222.497 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 54][Batch 479], Speed: 221.034 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 54][Batch 489], Speed: 224.758 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 54][Batch 499], Speed: 224.407 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 54][Batch 509], Speed: 208.069 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 54] Training cost: 93.580, WHL1=0.270, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 55][Batch 9], Speed: 181.956 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.240, HeatmapFocal=2.000
[Epoch 55][Batch 19], Speed: 90.418 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 55][Batch 29], Speed: 149.662 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=2.000
[Epoch 55][Batch 39], Speed: 183.205 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=1.999
[Epoch 55][Batch 49], Speed: 178.680 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 55][Batch 59], Speed: 191.427 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 55][Batch 69], Speed: 184.632 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.236, HeatmapFocal=1.998
[Epoch 55][Batch 79], Speed: 173.482 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=1.998
[Epoch 55][Batch 89], Speed: 188.209 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.998
[Epoch 55][Batch 99], Speed: 183.728 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 55][Batch 109], Speed: 189.061 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 55][Batch 119], Speed: 181.333 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 55][Batch 129], Speed: 197.829 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 55][Batch 139], Speed: 186.338 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 55][Batch 149], Speed: 193.892 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 55][Batch 159], Speed: 193.445 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 55][Batch 169], Speed: 185.715 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 55][Batch 179], Speed: 173.267 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 55][Batch 189], Speed: 177.996 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 55][Batch 199], Speed: 186.138 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 55][Batch 209], Speed: 190.271 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 55][Batch 219], Speed: 182.506 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 55][Batch 229], Speed: 185.518 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 55][Batch 239], Speed: 181.546 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 55][Batch 249], Speed: 186.974 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 55][Batch 259], Speed: 188.220 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 55][Batch 269], Speed: 179.410 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 55][Batch 279], Speed: 186.580 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 55][Batch 289], Speed: 196.185 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.991
[Epoch 55][Batch 299], Speed: 179.502 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.990
[Epoch 55][Batch 309], Speed: 172.714 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.990
[Epoch 55][Batch 319], Speed: 190.317 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.990
[Epoch 55][Batch 329], Speed: 180.644 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.989
[Epoch 55][Batch 339], Speed: 188.590 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.989
[Epoch 55][Batch 349], Speed: 187.114 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.989
[Epoch 55][Batch 359], Speed: 174.881 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.234, HeatmapFocal=1.988
[Epoch 55][Batch 369], Speed: 163.584 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 55][Batch 379], Speed: 186.410 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.988
[Epoch 55][Batch 389], Speed: 181.336 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.987
[Epoch 55][Batch 399], Speed: 173.357 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.987
[Epoch 55][Batch 409], Speed: 182.687 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.986
[Epoch 55][Batch 419], Speed: 185.877 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 55][Batch 429], Speed: 184.033 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 55][Batch 439], Speed: 182.459 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.985
[Epoch 55][Batch 449], Speed: 182.581 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.985
[Epoch 55][Batch 459], Speed: 203.240 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.985
[Epoch 55][Batch 469], Speed: 217.048 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.984
[Epoch 55][Batch 479], Speed: 214.840 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.984
[Epoch 55][Batch 489], Speed: 210.438 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.984
[Epoch 55][Batch 499], Speed: 209.330 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.983
[Epoch 55][Batch 509], Speed: 215.929 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.983
[Epoch 55] Training cost: 95.996, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.983
[Epoch 55] Validation: 
aeroplane=0.6234416479050191
bicycle=0.7676644690398312
bird=0.708107685601548
boat=0.6163881700554078
bottle=0.5227943634402364
bus=0.7786780869991384
car=0.7782245127646099
cat=0.746545628456036
chair=0.5776045874340882
cow=0.7895450218356878
diningtable=0.5312671571068391
dog=0.7708282929802941
horse=0.8194986352375957
motorbike=0.7790435324131445
person=0.7558184737552098
pottedplant=0.44899881976028405
sheep=0.7445774074915082
sofa=0.6391802443490994
train=0.7065223168199191
tvmonitor=0.7308534294077054
mAP=0.6917791241426602
[Epoch 56][Batch 9], Speed: 197.988 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.241, HeatmapFocal=1.982
[Epoch 56][Batch 19], Speed: 200.494 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.237, HeatmapFocal=1.982
[Epoch 56][Batch 29], Speed: 203.219 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.237, HeatmapFocal=1.982
[Epoch 56][Batch 39], Speed: 206.185 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.981
[Epoch 56][Batch 49], Speed: 108.186 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.981
[Epoch 56][Batch 59], Speed: 148.799 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=1.981
[Epoch 56][Batch 69], Speed: 169.585 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=1.980
[Epoch 56][Batch 79], Speed: 177.766 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.237, HeatmapFocal=1.980
[Epoch 56][Batch 89], Speed: 175.731 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=1.980
[Epoch 56][Batch 99], Speed: 179.999 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.236, HeatmapFocal=1.979
[Epoch 56][Batch 109], Speed: 177.024 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.979
[Epoch 56][Batch 119], Speed: 169.869 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=1.979
[Epoch 56][Batch 129], Speed: 180.093 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.236, HeatmapFocal=1.978
[Epoch 56][Batch 139], Speed: 190.124 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.237, HeatmapFocal=1.978
[Epoch 56][Batch 149], Speed: 183.629 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.237, HeatmapFocal=1.978
[Epoch 56][Batch 159], Speed: 189.751 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.977
[Epoch 56][Batch 169], Speed: 182.945 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.977
[Epoch 56][Batch 179], Speed: 187.285 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.976
[Epoch 56][Batch 189], Speed: 175.926 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.976
[Epoch 56][Batch 199], Speed: 190.349 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.976
[Epoch 56][Batch 209], Speed: 193.873 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 56][Batch 219], Speed: 179.734 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.975
[Epoch 56][Batch 229], Speed: 183.494 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.975
[Epoch 56][Batch 239], Speed: 188.225 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.974
[Epoch 56][Batch 249], Speed: 178.484 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 56][Batch 259], Speed: 184.667 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.974
[Epoch 56][Batch 269], Speed: 191.647 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.973
[Epoch 56][Batch 279], Speed: 181.497 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.973
[Epoch 56][Batch 289], Speed: 173.626 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.973
[Epoch 56][Batch 299], Speed: 178.845 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 56][Batch 309], Speed: 178.795 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 56][Batch 319], Speed: 174.927 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.972
[Epoch 56][Batch 329], Speed: 185.459 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.971
[Epoch 56][Batch 339], Speed: 177.105 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.971
[Epoch 56][Batch 349], Speed: 188.508 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.971
[Epoch 56][Batch 359], Speed: 188.704 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.970
[Epoch 56][Batch 369], Speed: 190.960 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.970
[Epoch 56][Batch 379], Speed: 179.722 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.970
[Epoch 56][Batch 389], Speed: 173.982 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.969
[Epoch 56][Batch 399], Speed: 194.207 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.969
[Epoch 56][Batch 409], Speed: 177.765 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.969
[Epoch 56][Batch 419], Speed: 181.972 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.968
[Epoch 56][Batch 429], Speed: 186.942 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.968
[Epoch 56][Batch 439], Speed: 178.419 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.968
[Epoch 56][Batch 449], Speed: 175.667 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.967
[Epoch 56][Batch 459], Speed: 198.654 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.967
[Epoch 56][Batch 469], Speed: 214.419 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 56][Batch 479], Speed: 205.779 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 56][Batch 489], Speed: 212.123 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 56][Batch 499], Speed: 215.378 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.965
[Epoch 56][Batch 509], Speed: 209.077 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.965
[Epoch 56] Training cost: 95.559, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.965
[Epoch 57][Batch 9], Speed: 164.870 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.234, HeatmapFocal=1.965
[Epoch 57][Batch 19], Speed: 193.868 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.964
[Epoch 57][Batch 29], Speed: 177.141 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.231, HeatmapFocal=1.964
[Epoch 57][Batch 39], Speed: 187.606 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.232, HeatmapFocal=1.964
[Epoch 57][Batch 49], Speed: 198.124 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.963
[Epoch 57][Batch 59], Speed: 177.820 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.963
[Epoch 57][Batch 69], Speed: 188.243 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.963
[Epoch 57][Batch 79], Speed: 183.954 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 57][Batch 89], Speed: 188.363 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 57][Batch 99], Speed: 174.840 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.962
[Epoch 57][Batch 109], Speed: 182.424 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.234, HeatmapFocal=1.961
[Epoch 57][Batch 119], Speed: 201.703 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.961
[Epoch 57][Batch 129], Speed: 205.126 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.961
[Epoch 57][Batch 139], Speed: 205.907 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.234, HeatmapFocal=1.960
[Epoch 57][Batch 149], Speed: 209.507 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.234, HeatmapFocal=1.960
[Epoch 57][Batch 159], Speed: 202.683 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.234, HeatmapFocal=1.960
[Epoch 57][Batch 169], Speed: 208.417 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.234, HeatmapFocal=1.959
[Epoch 57][Batch 179], Speed: 205.383 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.234, HeatmapFocal=1.959
[Epoch 57][Batch 189], Speed: 198.876 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.959
[Epoch 57][Batch 199], Speed: 92.931 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.958
[Epoch 57][Batch 209], Speed: 170.417 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=1.958
[Epoch 57][Batch 219], Speed: 173.710 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=1.958
[Epoch 57][Batch 229], Speed: 163.965 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=1.957
[Epoch 57][Batch 239], Speed: 180.464 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.235, HeatmapFocal=1.957
[Epoch 57][Batch 249], Speed: 170.784 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.234, HeatmapFocal=1.957
[Epoch 57][Batch 259], Speed: 175.592 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.956
[Epoch 57][Batch 269], Speed: 184.053 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.234, HeatmapFocal=1.956
[Epoch 57][Batch 279], Speed: 182.770 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.234, HeatmapFocal=1.956
[Epoch 57][Batch 289], Speed: 182.284 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.955
[Epoch 57][Batch 299], Speed: 176.884 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.955
[Epoch 57][Batch 309], Speed: 182.781 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.955
[Epoch 57][Batch 319], Speed: 179.715 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.954
[Epoch 57][Batch 329], Speed: 185.945 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.954
[Epoch 57][Batch 339], Speed: 171.347 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.954
[Epoch 57][Batch 349], Speed: 184.416 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.953
[Epoch 57][Batch 359], Speed: 184.660 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.953
[Epoch 57][Batch 369], Speed: 181.174 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.953
[Epoch 57][Batch 379], Speed: 180.911 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.235, HeatmapFocal=1.952
[Epoch 57][Batch 389], Speed: 183.571 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.952
[Epoch 57][Batch 399], Speed: 192.532 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.952
[Epoch 57][Batch 409], Speed: 180.765 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.951
[Epoch 57][Batch 419], Speed: 186.350 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.951
[Epoch 57][Batch 429], Speed: 199.995 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.951
[Epoch 57][Batch 439], Speed: 177.272 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.950
[Epoch 57][Batch 449], Speed: 187.353 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.950
[Epoch 57][Batch 459], Speed: 193.010 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.950
[Epoch 57][Batch 469], Speed: 204.900 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.949
[Epoch 57][Batch 479], Speed: 202.176 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.949
[Epoch 57][Batch 489], Speed: 214.862 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.235, HeatmapFocal=1.949
[Epoch 57][Batch 499], Speed: 214.037 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.949
[Epoch 57][Batch 509], Speed: 201.418 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.948
[Epoch 57] Training cost: 96.037, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.948
[Epoch 58][Batch 9], Speed: 172.683 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.237, HeatmapFocal=1.948
[Epoch 58][Batch 19], Speed: 170.453 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.947
[Epoch 58][Batch 29], Speed: 194.462 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.947
[Epoch 58][Batch 39], Speed: 187.922 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.947
[Epoch 58][Batch 49], Speed: 176.075 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.946
[Epoch 58][Batch 59], Speed: 187.193 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.946
[Epoch 58][Batch 69], Speed: 182.197 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=1.946
[Epoch 58][Batch 79], Speed: 185.221 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 58][Batch 89], Speed: 181.832 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.233, HeatmapFocal=1.945
[Epoch 58][Batch 99], Speed: 177.837 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.945
[Epoch 58][Batch 109], Speed: 179.024 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.944
[Epoch 58][Batch 119], Speed: 187.945 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.944
[Epoch 58][Batch 129], Speed: 175.902 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.944
[Epoch 58][Batch 139], Speed: 185.329 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.943
[Epoch 58][Batch 149], Speed: 177.516 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.233, HeatmapFocal=1.943
[Epoch 58][Batch 159], Speed: 193.259 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.943
[Epoch 58][Batch 169], Speed: 182.637 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.942
[Epoch 58][Batch 179], Speed: 171.846 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.942
[Epoch 58][Batch 189], Speed: 185.158 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.233, HeatmapFocal=1.942
[Epoch 58][Batch 199], Speed: 185.003 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.233, HeatmapFocal=1.941
[Epoch 58][Batch 209], Speed: 184.212 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=1.941
[Epoch 58][Batch 219], Speed: 179.503 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.941
[Epoch 58][Batch 229], Speed: 171.626 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=1.940
[Epoch 58][Batch 239], Speed: 193.060 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.940
[Epoch 58][Batch 249], Speed: 184.728 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.940
[Epoch 58][Batch 259], Speed: 194.195 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.939
[Epoch 58][Batch 269], Speed: 210.451 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.233, HeatmapFocal=1.939
[Epoch 58][Batch 279], Speed: 207.971 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.939
[Epoch 58][Batch 289], Speed: 208.573 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.938
[Epoch 58][Batch 299], Speed: 206.043 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.234, HeatmapFocal=1.938
[Epoch 58][Batch 309], Speed: 205.868 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.938
[Epoch 58][Batch 319], Speed: 211.875 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.937
[Epoch 58][Batch 329], Speed: 201.726 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.937
[Epoch 58][Batch 339], Speed: 55.185 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.937
[Epoch 58][Batch 349], Speed: 189.245 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.936
[Epoch 58][Batch 359], Speed: 178.150 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.936
[Epoch 58][Batch 369], Speed: 175.432 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.936
[Epoch 58][Batch 379], Speed: 185.356 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.936
[Epoch 58][Batch 389], Speed: 178.324 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.935
[Epoch 58][Batch 399], Speed: 193.843 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.935
[Epoch 58][Batch 409], Speed: 190.683 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.935
[Epoch 58][Batch 419], Speed: 189.049 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.934
[Epoch 58][Batch 429], Speed: 207.963 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.934
[Epoch 58][Batch 439], Speed: 208.860 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.934
[Epoch 58][Batch 449], Speed: 202.993 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 58][Batch 459], Speed: 209.728 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 58][Batch 469], Speed: 220.849 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 58][Batch 479], Speed: 121.930 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.932
[Epoch 58][Batch 489], Speed: 206.683 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.932
[Epoch 58][Batch 499], Speed: 211.906 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.932
[Epoch 58][Batch 509], Speed: 210.015 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.931
[Epoch 58] Training cost: 95.511, WHL1=0.267, CenterRegL1=0.234, HeatmapFocal=1.931
[Epoch 59][Batch 9], Speed: 169.585 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.238, HeatmapFocal=1.931
[Epoch 59][Batch 19], Speed: 190.319 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.236, HeatmapFocal=1.930
[Epoch 59][Batch 29], Speed: 194.807 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.930
[Epoch 59][Batch 39], Speed: 178.005 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.930
[Epoch 59][Batch 49], Speed: 180.334 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.930
[Epoch 59][Batch 59], Speed: 175.754 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.929
[Epoch 59][Batch 69], Speed: 186.431 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.236, HeatmapFocal=1.929
[Epoch 59][Batch 79], Speed: 175.586 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.929
[Epoch 59][Batch 89], Speed: 183.457 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.928
[Epoch 59][Batch 99], Speed: 175.669 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.928
[Epoch 59][Batch 109], Speed: 178.287 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.928
[Epoch 59][Batch 119], Speed: 186.712 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.927
[Epoch 59][Batch 129], Speed: 190.942 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.927
[Epoch 59][Batch 139], Speed: 182.740 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.927
[Epoch 59][Batch 149], Speed: 181.847 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.926
[Epoch 59][Batch 159], Speed: 182.093 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.926
[Epoch 59][Batch 169], Speed: 195.201 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.926
[Epoch 59][Batch 179], Speed: 183.917 samples/sec, LR=1.25e-05, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.925
[Epoch 59][Batch 189], Speed: 169.372 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=1.925
[Epoch 59][Batch 199], Speed: 186.982 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.925
[Epoch 59][Batch 209], Speed: 183.199 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.925
[Epoch 59][Batch 219], Speed: 194.749 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.236, HeatmapFocal=1.924
[Epoch 59][Batch 229], Speed: 191.854 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.924
[Epoch 59][Batch 239], Speed: 172.574 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.924
[Epoch 59][Batch 249], Speed: 194.299 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.923
[Epoch 59][Batch 259], Speed: 181.393 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.923
[Epoch 59][Batch 269], Speed: 189.402 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.923
[Epoch 59][Batch 279], Speed: 171.759 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.922
[Epoch 59][Batch 289], Speed: 179.344 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.922
[Epoch 59][Batch 299], Speed: 179.350 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.922
[Epoch 59][Batch 309], Speed: 194.492 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.921
[Epoch 59][Batch 319], Speed: 191.921 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.921
[Epoch 59][Batch 329], Speed: 180.690 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.921
[Epoch 59][Batch 339], Speed: 172.102 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.920
[Epoch 59][Batch 349], Speed: 179.018 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.920
[Epoch 59][Batch 359], Speed: 186.773 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.920
[Epoch 59][Batch 369], Speed: 190.804 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.920
[Epoch 59][Batch 379], Speed: 180.002 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 59][Batch 389], Speed: 177.038 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 59][Batch 399], Speed: 186.497 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 59][Batch 409], Speed: 176.614 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.918
[Epoch 59][Batch 419], Speed: 177.555 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.918
[Epoch 59][Batch 429], Speed: 186.581 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.918
[Epoch 59][Batch 439], Speed: 169.251 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.917
[Epoch 59][Batch 449], Speed: 176.069 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.917
[Epoch 59][Batch 459], Speed: 192.601 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.917
[Epoch 59][Batch 469], Speed: 207.292 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.916
[Epoch 59][Batch 479], Speed: 215.881 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.916
[Epoch 59][Batch 489], Speed: 199.960 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.916
[Epoch 59][Batch 499], Speed: 208.346 samples/sec, LR=1.25e-05, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.915
[Epoch 59][Batch 509], Speed: 201.036 samples/sec, LR=1.2500000000000003e-06, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.915
[Epoch 59] Training cost: 93.812, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.915
[Epoch 60][Batch 9], Speed: 161.289 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.915
[Epoch 60][Batch 19], Speed: 177.428 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.236, HeatmapFocal=1.914
[Epoch 60][Batch 29], Speed: 211.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.914
[Epoch 60][Batch 39], Speed: 208.235 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.237, HeatmapFocal=1.914
[Epoch 60][Batch 49], Speed: 213.043 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.913
[Epoch 60][Batch 59], Speed: 202.477 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.913
[Epoch 60][Batch 69], Speed: 208.445 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.236, HeatmapFocal=1.913
[Epoch 60][Batch 79], Speed: 206.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.236, HeatmapFocal=1.913
[Epoch 60][Batch 89], Speed: 208.713 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 60][Batch 99], Speed: 132.369 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 60][Batch 109], Speed: 83.108 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.912
[Epoch 60][Batch 119], Speed: 163.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 60][Batch 129], Speed: 172.705 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 60][Batch 139], Speed: 180.351 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.911
[Epoch 60][Batch 149], Speed: 183.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.910
[Epoch 60][Batch 159], Speed: 190.490 samples/sec, LR=1.2500000000000003e-06, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.910
[Epoch 60][Batch 169], Speed: 172.478 samples/sec, LR=1.2500000000000003e-06, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.910
[Epoch 60][Batch 179], Speed: 171.249 samples/sec, LR=1.2500000000000003e-06, WHL1=0.268, CenterRegL1=0.235, HeatmapFocal=1.909
[Epoch 60][Batch 189], Speed: 172.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.267, CenterRegL1=0.235, HeatmapFocal=1.909
[Epoch 60][Batch 199], Speed: 180.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.909
[Epoch 60][Batch 209], Speed: 178.359 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.909
[Epoch 60][Batch 219], Speed: 178.004 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 60][Batch 229], Speed: 182.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 60][Batch 239], Speed: 170.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.908
[Epoch 60][Batch 249], Speed: 184.297 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.907
[Epoch 60][Batch 259], Speed: 187.578 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.907
[Epoch 60][Batch 269], Speed: 191.502 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.907
[Epoch 60][Batch 279], Speed: 174.629 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 60][Batch 289], Speed: 186.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 60][Batch 299], Speed: 186.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.906
[Epoch 60][Batch 309], Speed: 166.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 60][Batch 319], Speed: 192.058 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 60][Batch 329], Speed: 183.360 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 60][Batch 339], Speed: 179.486 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.905
[Epoch 60][Batch 349], Speed: 170.286 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 60][Batch 359], Speed: 177.777 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 60][Batch 369], Speed: 189.220 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.904
[Epoch 60][Batch 379], Speed: 187.376 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.903
[Epoch 60][Batch 389], Speed: 194.873 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.903
[Epoch 60][Batch 399], Speed: 177.711 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.903
[Epoch 60][Batch 409], Speed: 185.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.902
[Epoch 60][Batch 419], Speed: 182.440 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.902
[Epoch 60][Batch 429], Speed: 186.991 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.902
[Epoch 60][Batch 439], Speed: 174.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.902
[Epoch 60][Batch 449], Speed: 184.929 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.901
[Epoch 60][Batch 459], Speed: 192.636 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.901
[Epoch 60][Batch 469], Speed: 206.817 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.901
[Epoch 60][Batch 479], Speed: 209.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 60][Batch 489], Speed: 211.405 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 60][Batch 499], Speed: 210.056 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.900
[Epoch 60][Batch 509], Speed: 215.055 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 60] Training cost: 95.512, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 60] Validation: 
aeroplane=0.6582870916424536
bicycle=0.7646116652262702
bird=0.7121463265777122
boat=0.5996042787873819
bottle=0.5256148812059933
bus=0.7778534797967716
car=0.7803815096805282
cat=0.7703383373365502
chair=0.5745461293233847
cow=0.7695001967354053
diningtable=0.52990016697648
dog=0.7506436230761621
horse=0.8090929888495144
motorbike=0.7677315348788355
person=0.7535489523830147
pottedplant=0.44449050826798575
sheep=0.7476468582352365
sofa=0.639390911556303
train=0.7536972418729379
tvmonitor=0.7372014284507378
mAP=0.693311405542983
[Epoch 61][Batch 9], Speed: 165.496 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 61][Batch 19], Speed: 181.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.899
[Epoch 61][Batch 29], Speed: 177.139 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.898
[Epoch 61][Batch 39], Speed: 184.396 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 61][Batch 49], Speed: 191.860 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 61][Batch 59], Speed: 190.962 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 61][Batch 69], Speed: 205.066 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 61][Batch 79], Speed: 205.640 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.897
[Epoch 61][Batch 89], Speed: 203.467 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.897
[Epoch 61][Batch 99], Speed: 209.334 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 61][Batch 109], Speed: 200.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 61][Batch 119], Speed: 205.014 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.896
[Epoch 61][Batch 129], Speed: 207.456 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 61][Batch 139], Speed: 94.788 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 61][Batch 149], Speed: 180.590 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.895
[Epoch 61][Batch 159], Speed: 189.821 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.894
[Epoch 61][Batch 169], Speed: 172.576 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.894
[Epoch 61][Batch 179], Speed: 173.121 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 61][Batch 189], Speed: 183.504 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.894
[Epoch 61][Batch 199], Speed: 199.503 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.893
[Epoch 61][Batch 209], Speed: 184.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.893
[Epoch 61][Batch 219], Speed: 189.058 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.893
[Epoch 61][Batch 229], Speed: 181.849 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 61][Batch 239], Speed: 188.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.892
[Epoch 61][Batch 249], Speed: 189.484 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 61][Batch 259], Speed: 181.550 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 61][Batch 269], Speed: 190.290 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 61][Batch 279], Speed: 175.394 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 61][Batch 289], Speed: 179.368 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 61][Batch 299], Speed: 166.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.890
[Epoch 61][Batch 309], Speed: 186.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.890
[Epoch 61][Batch 319], Speed: 176.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.890
[Epoch 61][Batch 329], Speed: 175.065 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.889
[Epoch 61][Batch 339], Speed: 170.734 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.889
[Epoch 61][Batch 349], Speed: 168.880 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.889
[Epoch 61][Batch 359], Speed: 190.715 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.889
[Epoch 61][Batch 369], Speed: 187.072 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.888
[Epoch 61][Batch 379], Speed: 183.339 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.888
[Epoch 61][Batch 389], Speed: 180.065 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.888
[Epoch 61][Batch 399], Speed: 167.297 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.887
[Epoch 61][Batch 409], Speed: 180.630 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.887
[Epoch 61][Batch 419], Speed: 166.042 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.887
[Epoch 61][Batch 429], Speed: 183.954 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.886
[Epoch 61][Batch 439], Speed: 176.879 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.886
[Epoch 61][Batch 449], Speed: 182.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.886
[Epoch 61][Batch 459], Speed: 177.920 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.886
[Epoch 61][Batch 469], Speed: 207.099 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.885
[Epoch 61][Batch 479], Speed: 210.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.885
[Epoch 61][Batch 489], Speed: 208.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.885
[Epoch 61][Batch 499], Speed: 193.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 61][Batch 509], Speed: 208.769 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 61] Training cost: 95.608, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 62][Batch 9], Speed: 145.405 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.884
[Epoch 62][Batch 19], Speed: 177.239 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.883
[Epoch 62][Batch 29], Speed: 178.927 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.237, HeatmapFocal=1.883
[Epoch 62][Batch 39], Speed: 194.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.883
[Epoch 62][Batch 49], Speed: 180.074 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.882
[Epoch 62][Batch 59], Speed: 174.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 62][Batch 69], Speed: 181.340 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 62][Batch 79], Speed: 178.313 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 62][Batch 89], Speed: 175.810 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 62][Batch 99], Speed: 193.284 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.881
[Epoch 62][Batch 109], Speed: 185.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.881
[Epoch 62][Batch 119], Speed: 185.375 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.880
[Epoch 62][Batch 129], Speed: 174.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.880
[Epoch 62][Batch 139], Speed: 177.125 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.880
[Epoch 62][Batch 149], Speed: 181.471 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.880
[Epoch 62][Batch 159], Speed: 185.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.879
[Epoch 62][Batch 169], Speed: 184.249 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.879
[Epoch 62][Batch 179], Speed: 183.846 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.879
[Epoch 62][Batch 189], Speed: 186.152 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.878
[Epoch 62][Batch 199], Speed: 178.457 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.878
[Epoch 62][Batch 209], Speed: 200.781 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.878
[Epoch 62][Batch 219], Speed: 209.008 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.878
[Epoch 62][Batch 229], Speed: 189.807 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.877
[Epoch 62][Batch 239], Speed: 206.503 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.877
[Epoch 62][Batch 249], Speed: 201.858 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.877
[Epoch 62][Batch 259], Speed: 206.623 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.876
[Epoch 62][Batch 269], Speed: 198.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.876
[Epoch 62][Batch 279], Speed: 208.697 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.876
[Epoch 62][Batch 289], Speed: 75.447 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.875
[Epoch 62][Batch 299], Speed: 169.208 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.875
[Epoch 62][Batch 309], Speed: 176.552 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.875
[Epoch 62][Batch 319], Speed: 170.424 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.875
[Epoch 62][Batch 329], Speed: 189.508 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.874
[Epoch 62][Batch 339], Speed: 180.928 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.874
[Epoch 62][Batch 349], Speed: 181.110 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.874
[Epoch 62][Batch 359], Speed: 177.242 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 62][Batch 369], Speed: 180.276 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 62][Batch 379], Speed: 184.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 62][Batch 389], Speed: 186.122 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 62][Batch 399], Speed: 177.088 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 62][Batch 409], Speed: 191.677 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 62][Batch 419], Speed: 193.650 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 62][Batch 429], Speed: 183.584 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 62][Batch 439], Speed: 170.992 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 62][Batch 449], Speed: 187.588 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 62][Batch 459], Speed: 196.951 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 62][Batch 469], Speed: 208.029 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 62][Batch 479], Speed: 216.896 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 62][Batch 489], Speed: 204.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 62][Batch 499], Speed: 215.109 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 62][Batch 509], Speed: 213.150 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 62] Training cost: 95.843, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 63][Batch 9], Speed: 171.951 samples/sec, LR=1.2500000000000003e-06, WHL1=0.279, CenterRegL1=0.240, HeatmapFocal=1.869
[Epoch 63][Batch 19], Speed: 185.233 samples/sec, LR=1.2500000000000003e-06, WHL1=0.271, CenterRegL1=0.238, HeatmapFocal=1.868
[Epoch 63][Batch 29], Speed: 180.309 samples/sec, LR=1.2500000000000003e-06, WHL1=0.267, CenterRegL1=0.236, HeatmapFocal=1.868
[Epoch 63][Batch 39], Speed: 176.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.239, HeatmapFocal=1.868
[Epoch 63][Batch 49], Speed: 181.771 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.238, HeatmapFocal=1.868
[Epoch 63][Batch 59], Speed: 181.864 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.237, HeatmapFocal=1.867
[Epoch 63][Batch 69], Speed: 176.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.236, HeatmapFocal=1.867
[Epoch 63][Batch 79], Speed: 184.371 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.236, HeatmapFocal=1.867
[Epoch 63][Batch 89], Speed: 192.173 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.866
[Epoch 63][Batch 99], Speed: 176.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.866
[Epoch 63][Batch 109], Speed: 171.916 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.866
[Epoch 63][Batch 119], Speed: 189.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.236, HeatmapFocal=1.866
[Epoch 63][Batch 129], Speed: 183.602 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.236, HeatmapFocal=1.865
[Epoch 63][Batch 139], Speed: 185.418 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.865
[Epoch 63][Batch 149], Speed: 167.935 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.865
[Epoch 63][Batch 159], Speed: 177.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 63][Batch 169], Speed: 181.536 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 63][Batch 179], Speed: 182.861 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 63][Batch 189], Speed: 196.498 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 63][Batch 199], Speed: 186.148 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 63][Batch 209], Speed: 177.307 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 63][Batch 219], Speed: 184.544 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 63][Batch 229], Speed: 171.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 63][Batch 239], Speed: 178.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 63][Batch 249], Speed: 191.040 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 63][Batch 259], Speed: 179.050 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 63][Batch 269], Speed: 191.863 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.861
[Epoch 63][Batch 279], Speed: 169.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.861
[Epoch 63][Batch 289], Speed: 177.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.861
[Epoch 63][Batch 299], Speed: 170.042 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 63][Batch 309], Speed: 190.459 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 63][Batch 319], Speed: 184.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 63][Batch 329], Speed: 180.761 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 63][Batch 339], Speed: 185.091 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 63][Batch 349], Speed: 175.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 63][Batch 359], Speed: 206.754 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 63][Batch 369], Speed: 203.399 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 63][Batch 379], Speed: 198.696 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 63][Batch 389], Speed: 203.979 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 63][Batch 399], Speed: 207.425 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 63][Batch 409], Speed: 206.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 63][Batch 419], Speed: 201.978 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 63][Batch 429], Speed: 164.285 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 63][Batch 439], Speed: 62.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 63][Batch 449], Speed: 153.555 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 63][Batch 459], Speed: 191.300 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 63][Batch 469], Speed: 210.536 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 63][Batch 479], Speed: 199.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 63][Batch 489], Speed: 194.840 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 63][Batch 499], Speed: 211.750 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 63][Batch 509], Speed: 204.413 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 63] Training cost: 96.121, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.854
[Epoch 64][Batch 9], Speed: 175.793 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.237, HeatmapFocal=1.854
[Epoch 64][Batch 19], Speed: 173.555 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.854
[Epoch 64][Batch 29], Speed: 173.556 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.236, HeatmapFocal=1.854
[Epoch 64][Batch 39], Speed: 184.038 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.853
[Epoch 64][Batch 49], Speed: 183.878 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.236, HeatmapFocal=1.853
[Epoch 64][Batch 59], Speed: 182.619 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.853
[Epoch 64][Batch 69], Speed: 173.865 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.852
[Epoch 64][Batch 79], Speed: 174.271 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.852
[Epoch 64][Batch 89], Speed: 170.991 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.852
[Epoch 64][Batch 99], Speed: 188.250 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.852
[Epoch 64][Batch 109], Speed: 189.217 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.236, HeatmapFocal=1.851
[Epoch 64][Batch 119], Speed: 184.606 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.851
[Epoch 64][Batch 129], Speed: 178.435 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.851
[Epoch 64][Batch 139], Speed: 181.238 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.851
[Epoch 64][Batch 149], Speed: 177.892 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.850
[Epoch 64][Batch 159], Speed: 189.317 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.850
[Epoch 64][Batch 169], Speed: 163.962 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.850
[Epoch 64][Batch 179], Speed: 185.238 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 64][Batch 189], Speed: 170.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 64][Batch 199], Speed: 177.716 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.849
[Epoch 64][Batch 209], Speed: 185.341 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.849
[Epoch 64][Batch 219], Speed: 175.124 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.848
[Epoch 64][Batch 229], Speed: 183.178 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.848
[Epoch 64][Batch 239], Speed: 168.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.848
[Epoch 64][Batch 249], Speed: 183.418 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.847
[Epoch 64][Batch 259], Speed: 198.220 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.847
[Epoch 64][Batch 269], Speed: 185.403 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.847
[Epoch 64][Batch 279], Speed: 185.326 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.847
[Epoch 64][Batch 289], Speed: 184.256 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.846
[Epoch 64][Batch 299], Speed: 186.819 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.846
[Epoch 64][Batch 309], Speed: 187.431 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.846
[Epoch 64][Batch 319], Speed: 180.749 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.846
[Epoch 64][Batch 329], Speed: 187.404 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.845
[Epoch 64][Batch 339], Speed: 179.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.845
[Epoch 64][Batch 349], Speed: 173.640 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.845
[Epoch 64][Batch 359], Speed: 173.002 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.844
[Epoch 64][Batch 369], Speed: 188.422 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.844
[Epoch 64][Batch 379], Speed: 184.054 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.844
[Epoch 64][Batch 389], Speed: 183.843 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.844
[Epoch 64][Batch 399], Speed: 188.287 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.843
[Epoch 64][Batch 409], Speed: 174.714 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.843
[Epoch 64][Batch 419], Speed: 183.834 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.843
[Epoch 64][Batch 429], Speed: 186.619 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.843
[Epoch 64][Batch 439], Speed: 196.860 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.842
[Epoch 64][Batch 449], Speed: 186.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.842
[Epoch 64][Batch 459], Speed: 190.364 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.842
[Epoch 64][Batch 469], Speed: 211.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.841
[Epoch 64][Batch 479], Speed: 210.241 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.841
[Epoch 64][Batch 489], Speed: 212.177 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.841
[Epoch 64][Batch 499], Speed: 200.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.841
[Epoch 64][Batch 509], Speed: 225.763 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.840
[Epoch 64] Training cost: 93.941, WHL1=0.262, CenterRegL1=0.235, HeatmapFocal=1.840
[Epoch 65][Batch 9], Speed: 192.356 samples/sec, LR=1.2500000000000003e-06, WHL1=0.282, CenterRegL1=0.240, HeatmapFocal=1.840
[Epoch 65][Batch 19], Speed: 201.054 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.236, HeatmapFocal=1.840
[Epoch 65][Batch 29], Speed: 204.299 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.236, HeatmapFocal=1.839
[Epoch 65][Batch 39], Speed: 208.870 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.839
[Epoch 65][Batch 49], Speed: 202.725 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.839
[Epoch 65][Batch 59], Speed: 90.570 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.839
[Epoch 65][Batch 69], Speed: 169.439 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.838
[Epoch 65][Batch 79], Speed: 182.122 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.838
[Epoch 65][Batch 89], Speed: 176.215 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.838
[Epoch 65][Batch 99], Speed: 190.722 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.837
[Epoch 65][Batch 109], Speed: 188.069 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.837
[Epoch 65][Batch 119], Speed: 187.322 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.837
[Epoch 65][Batch 129], Speed: 189.347 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.236, HeatmapFocal=1.837
[Epoch 65][Batch 139], Speed: 194.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.236, HeatmapFocal=1.836
[Epoch 65][Batch 149], Speed: 203.929 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.236, HeatmapFocal=1.836
[Epoch 65][Batch 159], Speed: 211.988 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.236, HeatmapFocal=1.836
[Epoch 65][Batch 169], Speed: 207.513 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.236, HeatmapFocal=1.836
[Epoch 65][Batch 179], Speed: 202.409 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.835
[Epoch 65][Batch 189], Speed: 207.759 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.835
[Epoch 65][Batch 199], Speed: 95.399 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.835
[Epoch 65][Batch 209], Speed: 142.956 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.835
[Epoch 65][Batch 219], Speed: 179.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.834
[Epoch 65][Batch 229], Speed: 175.001 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.834
[Epoch 65][Batch 239], Speed: 180.788 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.834
[Epoch 65][Batch 249], Speed: 162.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.834
[Epoch 65][Batch 259], Speed: 187.972 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.833
[Epoch 65][Batch 269], Speed: 172.966 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.833
[Epoch 65][Batch 279], Speed: 182.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.833
[Epoch 65][Batch 289], Speed: 167.790 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.832
[Epoch 65][Batch 299], Speed: 170.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.832
[Epoch 65][Batch 309], Speed: 183.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.832
[Epoch 65][Batch 319], Speed: 184.856 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.832
[Epoch 65][Batch 329], Speed: 180.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.831
[Epoch 65][Batch 339], Speed: 177.780 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.831
[Epoch 65][Batch 349], Speed: 171.157 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.831
[Epoch 65][Batch 359], Speed: 179.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.831
[Epoch 65][Batch 369], Speed: 184.510 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.830
[Epoch 65][Batch 379], Speed: 182.063 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.830
[Epoch 65][Batch 389], Speed: 184.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.830
[Epoch 65][Batch 399], Speed: 175.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.830
[Epoch 65][Batch 409], Speed: 177.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.235, HeatmapFocal=1.829
[Epoch 65][Batch 419], Speed: 171.925 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.829
[Epoch 65][Batch 429], Speed: 181.257 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.829
[Epoch 65][Batch 439], Speed: 189.007 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.829
[Epoch 65][Batch 449], Speed: 181.317 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.828
[Epoch 65][Batch 459], Speed: 202.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.828
[Epoch 65][Batch 469], Speed: 213.471 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.828
[Epoch 65][Batch 479], Speed: 215.089 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.828
[Epoch 65][Batch 489], Speed: 203.016 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 65][Batch 499], Speed: 208.202 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 65][Batch 509], Speed: 215.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 65] Training cost: 95.999, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 65] Validation: 
aeroplane=0.6536858374089505
bicycle=0.7776391493847508
bird=0.712690521514472
boat=0.5941079170159616
bottle=0.5280179152388208
bus=0.7730844720920923
car=0.777625354271314
cat=0.7683517319239521
chair=0.5775316229025833
cow=0.7929669800760414
diningtable=0.5325868699555972
dog=0.75883957757953
horse=0.8151241402496969
motorbike=0.7688933021889651
person=0.7565354516753648
pottedplant=0.4347063673577274
sheep=0.748017512225181
sofa=0.6453786391184334
train=0.7603936799276897
tvmonitor=0.7328512721349708
mAP=0.6954514157121048
[Epoch 66][Batch 9], Speed: 173.752 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.826
[Epoch 66][Batch 19], Speed: 177.560 samples/sec, LR=1.2500000000000003e-06, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.826
[Epoch 66][Batch 29], Speed: 188.768 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.826
[Epoch 66][Batch 39], Speed: 188.919 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.825
[Epoch 66][Batch 49], Speed: 176.357 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.236, HeatmapFocal=1.825
[Epoch 66][Batch 59], Speed: 186.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.825
[Epoch 66][Batch 69], Speed: 169.124 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.825
[Epoch 66][Batch 79], Speed: 179.897 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.236, HeatmapFocal=1.824
[Epoch 66][Batch 89], Speed: 172.721 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.236, HeatmapFocal=1.824
[Epoch 66][Batch 99], Speed: 179.672 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.236, HeatmapFocal=1.824
[Epoch 66][Batch 109], Speed: 185.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.236, HeatmapFocal=1.824
[Epoch 66][Batch 119], Speed: 178.014 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 66][Batch 129], Speed: 187.878 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 66][Batch 139], Speed: 182.184 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 66][Batch 149], Speed: 205.078 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 66][Batch 159], Speed: 199.514 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.822
[Epoch 66][Batch 169], Speed: 194.906 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.822
[Epoch 66][Batch 179], Speed: 209.094 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.822
[Epoch 66][Batch 189], Speed: 197.865 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.822
[Epoch 66][Batch 199], Speed: 210.811 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.821
[Epoch 66][Batch 209], Speed: 206.696 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.821
[Epoch 66][Batch 219], Speed: 198.458 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.821
[Epoch 66][Batch 229], Speed: 96.341 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.821
[Epoch 66][Batch 239], Speed: 152.950 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 66][Batch 249], Speed: 183.008 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 66][Batch 259], Speed: 193.715 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 66][Batch 269], Speed: 179.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 66][Batch 279], Speed: 164.261 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 66][Batch 289], Speed: 196.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 66][Batch 299], Speed: 181.072 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 66][Batch 309], Speed: 179.514 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 66][Batch 319], Speed: 172.223 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.818
[Epoch 66][Batch 329], Speed: 184.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 66][Batch 339], Speed: 195.203 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 66][Batch 349], Speed: 191.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 66][Batch 359], Speed: 183.506 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 66][Batch 369], Speed: 181.877 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 66][Batch 379], Speed: 187.833 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 66][Batch 389], Speed: 186.656 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 66][Batch 399], Speed: 177.910 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 66][Batch 409], Speed: 195.953 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 66][Batch 419], Speed: 188.307 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 66][Batch 429], Speed: 187.107 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.815
[Epoch 66][Batch 439], Speed: 174.807 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.815
[Epoch 66][Batch 449], Speed: 178.351 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.815
[Epoch 66][Batch 459], Speed: 175.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.815
[Epoch 66][Batch 469], Speed: 209.102 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 66][Batch 479], Speed: 217.918 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 66][Batch 489], Speed: 215.363 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 66][Batch 499], Speed: 210.320 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.814
[Epoch 66][Batch 509], Speed: 219.208 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 66] Training cost: 95.564, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 67][Batch 9], Speed: 153.116 samples/sec, LR=1.2500000000000003e-06, WHL1=0.242, CenterRegL1=0.238, HeatmapFocal=1.813
[Epoch 67][Batch 19], Speed: 179.885 samples/sec, LR=1.2500000000000003e-06, WHL1=0.243, CenterRegL1=0.234, HeatmapFocal=1.813
[Epoch 67][Batch 29], Speed: 190.846 samples/sec, LR=1.2500000000000003e-06, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.812
[Epoch 67][Batch 39], Speed: 192.249 samples/sec, LR=1.2500000000000003e-06, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.812
[Epoch 67][Batch 49], Speed: 191.515 samples/sec, LR=1.2500000000000003e-06, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 67][Batch 59], Speed: 183.897 samples/sec, LR=1.2500000000000003e-06, WHL1=0.254, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 67][Batch 69], Speed: 174.558 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 67][Batch 79], Speed: 190.386 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 67][Batch 89], Speed: 175.169 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 67][Batch 99], Speed: 191.808 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 67][Batch 109], Speed: 195.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.810
[Epoch 67][Batch 119], Speed: 176.231 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 67][Batch 129], Speed: 193.035 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 67][Batch 139], Speed: 174.608 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 67][Batch 149], Speed: 178.749 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.809
[Epoch 67][Batch 159], Speed: 185.462 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 67][Batch 169], Speed: 186.531 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.234, HeatmapFocal=1.809
[Epoch 67][Batch 179], Speed: 187.215 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.233, HeatmapFocal=1.809
[Epoch 67][Batch 189], Speed: 180.421 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 67][Batch 199], Speed: 192.070 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 67][Batch 209], Speed: 171.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.808
[Epoch 67][Batch 219], Speed: 187.546 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.808
[Epoch 67][Batch 229], Speed: 190.390 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.807
[Epoch 67][Batch 239], Speed: 185.515 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.807
[Epoch 67][Batch 249], Speed: 186.849 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.807
[Epoch 67][Batch 259], Speed: 187.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.807
[Epoch 67][Batch 269], Speed: 183.569 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.806
[Epoch 67][Batch 279], Speed: 171.426 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.806
[Epoch 67][Batch 289], Speed: 175.351 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.806
[Epoch 67][Batch 299], Speed: 201.703 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.806
[Epoch 67][Batch 309], Speed: 207.104 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.805
[Epoch 67][Batch 319], Speed: 202.091 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.805
[Epoch 67][Batch 329], Speed: 187.946 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.805
[Epoch 67][Batch 339], Speed: 211.788 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.805
[Epoch 67][Batch 349], Speed: 207.299 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.804
[Epoch 67][Batch 359], Speed: 197.661 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.804
[Epoch 67][Batch 369], Speed: 202.576 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.804
[Epoch 67][Batch 379], Speed: 77.702 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.804
[Epoch 67][Batch 389], Speed: 137.268 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.803
[Epoch 67][Batch 399], Speed: 172.744 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.803
[Epoch 67][Batch 409], Speed: 187.237 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.803
[Epoch 67][Batch 419], Speed: 182.942 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.803
[Epoch 67][Batch 429], Speed: 170.995 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 67][Batch 439], Speed: 187.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 67][Batch 449], Speed: 171.587 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 67][Batch 459], Speed: 200.335 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.802
[Epoch 67][Batch 469], Speed: 206.027 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.801
[Epoch 67][Batch 479], Speed: 209.499 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.801
[Epoch 67][Batch 489], Speed: 216.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.801
[Epoch 67][Batch 499], Speed: 215.235 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.801
[Epoch 67][Batch 509], Speed: 207.263 samples/sec, LR=1.2500000000000003e-06, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.800
[Epoch 67] Training cost: 95.654, WHL1=0.260, CenterRegL1=0.234, HeatmapFocal=1.800
[Epoch 68][Batch 9], Speed: 172.244 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.231, HeatmapFocal=1.800
[Epoch 68][Batch 19], Speed: 187.525 samples/sec, LR=1.2500000000000003e-06, WHL1=0.251, CenterRegL1=0.231, HeatmapFocal=1.800
[Epoch 68][Batch 29], Speed: 175.223 samples/sec, LR=1.2500000000000003e-06, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.800
[Epoch 68][Batch 39], Speed: 191.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.252, CenterRegL1=0.235, HeatmapFocal=1.799
[Epoch 68][Batch 49], Speed: 177.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.799
[Epoch 68][Batch 59], Speed: 177.879 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.799
[Epoch 68][Batch 69], Speed: 169.057 samples/sec, LR=1.2500000000000003e-06, WHL1=0.254, CenterRegL1=0.235, HeatmapFocal=1.799
[Epoch 68][Batch 79], Speed: 171.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.254, CenterRegL1=0.235, HeatmapFocal=1.798
[Epoch 68][Batch 89], Speed: 186.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.798
[Epoch 68][Batch 99], Speed: 177.927 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.798
[Epoch 68][Batch 109], Speed: 190.500 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.798
[Epoch 68][Batch 119], Speed: 189.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.797
[Epoch 68][Batch 129], Speed: 193.359 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.797
[Epoch 68][Batch 139], Speed: 186.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.797
[Epoch 68][Batch 149], Speed: 182.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.797
[Epoch 68][Batch 159], Speed: 168.500 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.235, HeatmapFocal=1.796
[Epoch 68][Batch 169], Speed: 184.704 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.796
[Epoch 68][Batch 179], Speed: 185.934 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.796
[Epoch 68][Batch 189], Speed: 183.248 samples/sec, LR=1.2500000000000003e-06, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=1.796
[Epoch 68][Batch 199], Speed: 170.095 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 68][Batch 209], Speed: 183.598 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 68][Batch 219], Speed: 182.441 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 68][Batch 229], Speed: 190.267 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 68][Batch 239], Speed: 193.046 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 68][Batch 249], Speed: 178.465 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 68][Batch 259], Speed: 185.581 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 68][Batch 269], Speed: 177.136 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 68][Batch 279], Speed: 190.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 68][Batch 289], Speed: 183.128 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 68][Batch 299], Speed: 176.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 68][Batch 309], Speed: 187.456 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 68][Batch 319], Speed: 175.836 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 68][Batch 329], Speed: 183.504 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 68][Batch 339], Speed: 181.349 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.792
[Epoch 68][Batch 349], Speed: 181.749 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.792
[Epoch 68][Batch 359], Speed: 180.921 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.791
[Epoch 68][Batch 369], Speed: 180.562 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.791
[Epoch 68][Batch 379], Speed: 181.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.791
[Epoch 68][Batch 389], Speed: 173.672 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.791
[Epoch 68][Batch 399], Speed: 189.012 samples/sec, LR=1.2500000000000003e-06, WHL1=0.256, CenterRegL1=0.235, HeatmapFocal=1.790
[Epoch 68][Batch 409], Speed: 191.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.790
[Epoch 68][Batch 419], Speed: 187.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.790
[Epoch 68][Batch 429], Speed: 169.784 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.790
[Epoch 68][Batch 439], Speed: 185.634 samples/sec, LR=1.2500000000000003e-06, WHL1=0.257, CenterRegL1=0.235, HeatmapFocal=1.789
[Epoch 68][Batch 449], Speed: 203.754 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.789
[Epoch 68][Batch 459], Speed: 211.348 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.789
[Epoch 68][Batch 469], Speed: 223.665 samples/sec, LR=1.2500000000000003e-06, WHL1=0.258, CenterRegL1=0.235, HeatmapFocal=1.789
[Epoch 68][Batch 479], Speed: 218.936 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.788
[Epoch 68][Batch 489], Speed: 222.748 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.788
[Epoch 68][Batch 499], Speed: 219.443 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.788
[Epoch 68][Batch 509], Speed: 217.819 samples/sec, LR=1.2500000000000003e-06, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.788
[Epoch 68] Training cost: 93.371, WHL1=0.259, CenterRegL1=0.235, HeatmapFocal=1.788
[Epoch 69][Batch 9], Speed: 51.573 samples/sec, LR=1.2500000000000003e-06, WHL1=0.271, CenterRegL1=0.230, HeatmapFocal=1.787
[Epoch 69][Batch 19], Speed: 147.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.273, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 69][Batch 29], Speed: 186.149 samples/sec, LR=1.2500000000000003e-06, WHL1=0.267, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 69][Batch 39], Speed: 192.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.233, HeatmapFocal=1.787
[Epoch 69][Batch 49], Speed: 184.956 samples/sec, LR=1.2500000000000003e-06, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.786
[Epoch 69][Batch 59], Speed: 181.535 samples/sec, LR=1.2500000000000003e-06, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 69][Batch 69], Speed: 187.419 samples/sec, LR=1.2500000000000003e-06, WHL1=0.267, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 69][Batch 79], Speed: 176.604 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 69][Batch 89], Speed: 181.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.232, HeatmapFocal=1.785
[Epoch 69][Batch 99], Speed: 181.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.232, HeatmapFocal=1.785
[Epoch 69][Batch 109], Speed: 186.241 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.785
[Epoch 69][Batch 119], Speed: 191.037 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.785
[Epoch 69][Batch 129], Speed: 190.896 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.784
[Epoch 69][Batch 139], Speed: 186.325 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.784
[Epoch 69][Batch 149], Speed: 184.441 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.784
[Epoch 69][Batch 159], Speed: 179.411 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.784
[Epoch 69][Batch 169], Speed: 184.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.783
[Epoch 69][Batch 179], Speed: 183.807 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.783
[Epoch 69][Batch 189], Speed: 194.248 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.783
[Epoch 69][Batch 199], Speed: 181.689 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.783
[Epoch 69][Batch 209], Speed: 188.313 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.234, HeatmapFocal=1.783
[Epoch 69][Batch 219], Speed: 188.411 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 69][Batch 229], Speed: 184.939 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 69][Batch 239], Speed: 190.971 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 69][Batch 249], Speed: 182.274 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.782
[Epoch 69][Batch 259], Speed: 191.374 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 69][Batch 269], Speed: 185.695 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 69][Batch 279], Speed: 182.859 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 69][Batch 289], Speed: 181.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.781
[Epoch 69][Batch 299], Speed: 186.468 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.235, HeatmapFocal=1.780
[Epoch 69][Batch 309], Speed: 188.391 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.780
[Epoch 69][Batch 319], Speed: 172.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.780
[Epoch 69][Batch 329], Speed: 180.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.234, HeatmapFocal=1.780
[Epoch 69][Batch 339], Speed: 180.994 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.780
[Epoch 69][Batch 349], Speed: 184.423 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.779
[Epoch 69][Batch 359], Speed: 191.002 samples/sec, LR=1.2500000000000003e-06, WHL1=0.266, CenterRegL1=0.235, HeatmapFocal=1.779
[Epoch 69][Batch 369], Speed: 172.928 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.779
[Epoch 69][Batch 379], Speed: 175.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.779
[Epoch 69][Batch 389], Speed: 181.518 samples/sec, LR=1.2500000000000003e-06, WHL1=0.265, CenterRegL1=0.235, HeatmapFocal=1.778
[Epoch 69][Batch 399], Speed: 181.253 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 69][Batch 409], Speed: 160.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 69][Batch 419], Speed: 177.233 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 69][Batch 429], Speed: 189.036 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.778
[Epoch 69][Batch 439], Speed: 191.768 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.777
[Epoch 69][Batch 449], Speed: 182.087 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.777
[Epoch 69][Batch 459], Speed: 195.718 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.777
[Epoch 69][Batch 469], Speed: 218.047 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.777
[Epoch 69][Batch 479], Speed: 198.668 samples/sec, LR=1.2500000000000003e-06, WHL1=0.264, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 69][Batch 489], Speed: 216.538 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 69][Batch 499], Speed: 194.036 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 69][Batch 509], Speed: 208.521 samples/sec, LR=1.2500000000000003e-06, WHL1=0.263, CenterRegL1=0.234, HeatmapFocal=1.776
[Epoch 69] Training cost: 97.234, WHL1=0.263, CenterRegL1=0.235, HeatmapFocal=1.775
[Epoch 69] Validation: 
aeroplane=0.6596326706454481
bicycle=0.7581879552965568
bird=0.7065271279344396
boat=0.5935390143626541
bottle=0.5309742050611708
bus=0.7736255816357865
car=0.7771589444134891
cat=0.7633946519330583
chair=0.5765028233882439
cow=0.7881357703397254
diningtable=0.5460265084192488
dog=0.7588226855369559
horse=0.8132775551619861
motorbike=0.773507538344932
person=0.7582467081195869
pottedplant=0.4350205350787866
sheep=0.7604975198216888
sofa=0.639536767615763
train=0.7448142714529268
tvmonitor=0.7315306987317896
mAP=0.6944479766647118