Namespace(batch_size=32, center_reg_weight=1.0, data_shape=512, dataset='voc', dataset_root='~/.mxnet/datasets/', epochs=70, flip_validation=True, gpus='0,1', log_interval=10, lr=0.000125, lr_decay=0.1, lr_decay_epoch='45,60', lr_mode='step', momentum=0.9, network='resnet101_v1b_dcnv2', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet101_v1b_dcnv2_voc', seed=233, start_epoch=0, val_interval=5, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1)
Start training from [Epoch 0]
[Epoch 0][Batch 9], Speed: 61.693 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.485, HeatmapFocal=240.565
[Epoch 0][Batch 19], Speed: 61.800 samples/sec, LR=0.000125, WHL1=4.171, CenterRegL1=0.473, HeatmapFocal=161.893
[Epoch 0][Batch 29], Speed: 61.591 samples/sec, LR=0.000125, WHL1=4.109, CenterRegL1=0.449, HeatmapFocal=124.494
[Epoch 0][Batch 39], Speed: 61.743 samples/sec, LR=0.000125, WHL1=4.137, CenterRegL1=0.418, HeatmapFocal=102.873
[Epoch 0][Batch 49], Speed: 62.098 samples/sec, LR=0.000125, WHL1=4.232, CenterRegL1=0.389, HeatmapFocal=88.154
[Epoch 0][Batch 59], Speed: 61.733 samples/sec, LR=0.000125, WHL1=4.249, CenterRegL1=0.365, HeatmapFocal=77.219
[Epoch 0][Batch 69], Speed: 61.149 samples/sec, LR=0.000125, WHL1=4.213, CenterRegL1=0.350, HeatmapFocal=68.597
[Epoch 0][Batch 79], Speed: 61.709 samples/sec, LR=0.000125, WHL1=4.174, CenterRegL1=0.337, HeatmapFocal=61.832
[Epoch 0][Batch 89], Speed: 61.304 samples/sec, LR=0.000125, WHL1=4.196, CenterRegL1=0.328, HeatmapFocal=56.414
[Epoch 0][Batch 99], Speed: 61.142 samples/sec, LR=0.000125, WHL1=4.170, CenterRegL1=0.319, HeatmapFocal=51.860
[Epoch 0][Batch 109], Speed: 61.446 samples/sec, LR=0.000125, WHL1=4.120, CenterRegL1=0.312, HeatmapFocal=47.950
[Epoch 0][Batch 119], Speed: 61.407 samples/sec, LR=0.000125, WHL1=4.072, CenterRegL1=0.307, HeatmapFocal=44.623
[Epoch 0][Batch 129], Speed: 61.585 samples/sec, LR=0.000125, WHL1=4.041, CenterRegL1=0.302, HeatmapFocal=41.802
[Epoch 0][Batch 139], Speed: 61.638 samples/sec, LR=0.000125, WHL1=3.986, CenterRegL1=0.298, HeatmapFocal=39.309
[Epoch 0][Batch 149], Speed: 61.649 samples/sec, LR=0.000125, WHL1=3.973, CenterRegL1=0.295, HeatmapFocal=37.161
[Epoch 0][Batch 159], Speed: 60.440 samples/sec, LR=0.000125, WHL1=3.939, CenterRegL1=0.292, HeatmapFocal=35.242
[Epoch 0][Batch 169], Speed: 61.701 samples/sec, LR=0.000125, WHL1=3.916, CenterRegL1=0.289, HeatmapFocal=33.538
[Epoch 0][Batch 179], Speed: 61.393 samples/sec, LR=0.000125, WHL1=3.885, CenterRegL1=0.287, HeatmapFocal=32.003
[Epoch 0][Batch 189], Speed: 61.810 samples/sec, LR=0.000125, WHL1=3.860, CenterRegL1=0.284, HeatmapFocal=30.623
[Epoch 0][Batch 199], Speed: 59.074 samples/sec, LR=0.000125, WHL1=3.831, CenterRegL1=0.282, HeatmapFocal=29.374
[Epoch 0][Batch 209], Speed: 61.560 samples/sec, LR=0.000125, WHL1=3.803, CenterRegL1=0.281, HeatmapFocal=28.233
[Epoch 0][Batch 219], Speed: 61.195 samples/sec, LR=0.000125, WHL1=3.778, CenterRegL1=0.279, HeatmapFocal=27.195
[Epoch 0][Batch 229], Speed: 61.434 samples/sec, LR=0.000125, WHL1=3.756, CenterRegL1=0.277, HeatmapFocal=26.244
[Epoch 0][Batch 239], Speed: 61.284 samples/sec, LR=0.000125, WHL1=3.737, CenterRegL1=0.276, HeatmapFocal=25.367
[Epoch 0][Batch 249], Speed: 61.247 samples/sec, LR=0.000125, WHL1=3.706, CenterRegL1=0.275, HeatmapFocal=24.553
[Epoch 0][Batch 259], Speed: 61.590 samples/sec, LR=0.000125, WHL1=3.682, CenterRegL1=0.274, HeatmapFocal=23.803
[Epoch 0][Batch 269], Speed: 61.084 samples/sec, LR=0.000125, WHL1=3.653, CenterRegL1=0.273, HeatmapFocal=23.104
[Epoch 0][Batch 279], Speed: 61.895 samples/sec, LR=0.000125, WHL1=3.635, CenterRegL1=0.271, HeatmapFocal=22.456
[Epoch 0][Batch 289], Speed: 61.059 samples/sec, LR=0.000125, WHL1=3.605, CenterRegL1=0.270, HeatmapFocal=21.845
[Epoch 0][Batch 299], Speed: 60.873 samples/sec, LR=0.000125, WHL1=3.576, CenterRegL1=0.270, HeatmapFocal=21.273
[Epoch 0][Batch 309], Speed: 61.665 samples/sec, LR=0.000125, WHL1=3.552, CenterRegL1=0.269, HeatmapFocal=20.740
[Epoch 0][Batch 319], Speed: 61.352 samples/sec, LR=0.000125, WHL1=3.529, CenterRegL1=0.268, HeatmapFocal=20.240
[Epoch 0][Batch 329], Speed: 61.942 samples/sec, LR=0.000125, WHL1=3.510, CenterRegL1=0.267, HeatmapFocal=19.770
[Epoch 0][Batch 339], Speed: 61.778 samples/sec, LR=0.000125, WHL1=3.481, CenterRegL1=0.267, HeatmapFocal=19.323
[Epoch 0][Batch 349], Speed: 62.038 samples/sec, LR=0.000125, WHL1=3.458, CenterRegL1=0.266, HeatmapFocal=18.903
[Epoch 0][Batch 359], Speed: 59.729 samples/sec, LR=0.000125, WHL1=3.434, CenterRegL1=0.266, HeatmapFocal=18.503
[Epoch 0][Batch 369], Speed: 62.241 samples/sec, LR=0.000125, WHL1=3.409, CenterRegL1=0.265, HeatmapFocal=18.124
[Epoch 0][Batch 379], Speed: 45.275 samples/sec, LR=0.000125, WHL1=3.389, CenterRegL1=0.265, HeatmapFocal=17.764
[Epoch 0][Batch 389], Speed: 61.000 samples/sec, LR=0.000125, WHL1=3.368, CenterRegL1=0.264, HeatmapFocal=17.422
[Epoch 0][Batch 399], Speed: 60.841 samples/sec, LR=0.000125, WHL1=3.347, CenterRegL1=0.264, HeatmapFocal=17.095
[Epoch 0][Batch 409], Speed: 60.917 samples/sec, LR=0.000125, WHL1=3.329, CenterRegL1=0.263, HeatmapFocal=16.787
[Epoch 0][Batch 419], Speed: 59.357 samples/sec, LR=0.000125, WHL1=3.313, CenterRegL1=0.263, HeatmapFocal=16.491
[Epoch 0][Batch 429], Speed: 61.538 samples/sec, LR=0.000125, WHL1=3.298, CenterRegL1=0.263, HeatmapFocal=16.211
[Epoch 0][Batch 439], Speed: 60.940 samples/sec, LR=0.000125, WHL1=3.278, CenterRegL1=0.262, HeatmapFocal=15.941
[Epoch 0][Batch 449], Speed: 61.554 samples/sec, LR=0.000125, WHL1=3.262, CenterRegL1=0.262, HeatmapFocal=15.684
[Epoch 0][Batch 459], Speed: 62.075 samples/sec, LR=0.000125, WHL1=3.242, CenterRegL1=0.262, HeatmapFocal=15.435
[Epoch 0][Batch 469], Speed: 61.874 samples/sec, LR=0.000125, WHL1=3.221, CenterRegL1=0.262, HeatmapFocal=15.198
[Epoch 0][Batch 479], Speed: 62.001 samples/sec, LR=0.000125, WHL1=3.201, CenterRegL1=0.262, HeatmapFocal=14.970
[Epoch 0][Batch 489], Speed: 39.847 samples/sec, LR=0.000125, WHL1=3.183, CenterRegL1=0.262, HeatmapFocal=14.751
[Epoch 0][Batch 499], Speed: 61.431 samples/sec, LR=0.000125, WHL1=3.164, CenterRegL1=0.262, HeatmapFocal=14.541
[Epoch 0][Batch 509], Speed: 61.076 samples/sec, LR=0.000125, WHL1=3.146, CenterRegL1=0.262, HeatmapFocal=14.339
[Epoch 0] Training cost: 281.284, WHL1=3.131, CenterRegL1=0.262, HeatmapFocal=14.201
[Epoch 0] Validation: 
aeroplane=0.0
bicycle=0.0
bird=0.0
boat=0.0
bottle=0.0
bus=0.0
car=0.0
cat=0.0
chair=0.0003901677721420211
cow=0.0
diningtable=0.0
dog=0.0
horse=0.0
motorbike=0.0
person=0.009615400167051565
pottedplant=0.0
sheep=0.00010848340203948796
sofa=0.0
train=0.0
tvmonitor=0.0
mAP=0.0005057025670616537
[Epoch 1][Batch 9], Speed: 61.259 samples/sec, LR=0.000125, WHL1=2.107, CenterRegL1=0.271, HeatmapFocal=14.012
[Epoch 1][Batch 19], Speed: 60.949 samples/sec, LR=0.000125, WHL1=2.075, CenterRegL1=0.265, HeatmapFocal=13.829
[Epoch 1][Batch 29], Speed: 61.377 samples/sec, LR=0.000125, WHL1=2.066, CenterRegL1=0.266, HeatmapFocal=13.653
[Epoch 1][Batch 39], Speed: 61.451 samples/sec, LR=0.000125, WHL1=2.012, CenterRegL1=0.266, HeatmapFocal=13.483
[Epoch 1][Batch 49], Speed: 60.689 samples/sec, LR=0.000125, WHL1=1.978, CenterRegL1=0.266, HeatmapFocal=13.317
[Epoch 1][Batch 59], Speed: 60.508 samples/sec, LR=0.000125, WHL1=1.982, CenterRegL1=0.266, HeatmapFocal=13.158
[Epoch 1][Batch 69], Speed: 61.233 samples/sec, LR=0.000125, WHL1=1.971, CenterRegL1=0.265, HeatmapFocal=13.005
[Epoch 1][Batch 79], Speed: 58.972 samples/sec, LR=0.000125, WHL1=1.953, CenterRegL1=0.266, HeatmapFocal=12.856
[Epoch 1][Batch 89], Speed: 61.387 samples/sec, LR=0.000125, WHL1=1.948, CenterRegL1=0.266, HeatmapFocal=12.714
[Epoch 1][Batch 99], Speed: 61.694 samples/sec, LR=0.000125, WHL1=1.942, CenterRegL1=0.265, HeatmapFocal=12.574
[Epoch 1][Batch 109], Speed: 60.714 samples/sec, LR=0.000125, WHL1=1.925, CenterRegL1=0.265, HeatmapFocal=12.439
[Epoch 1][Batch 119], Speed: 60.836 samples/sec, LR=0.000125, WHL1=1.910, CenterRegL1=0.265, HeatmapFocal=12.307
[Epoch 1][Batch 129], Speed: 60.897 samples/sec, LR=0.000125, WHL1=1.895, CenterRegL1=0.265, HeatmapFocal=12.180
[Epoch 1][Batch 139], Speed: 60.339 samples/sec, LR=0.000125, WHL1=1.883, CenterRegL1=0.265, HeatmapFocal=12.057
[Epoch 1][Batch 149], Speed: 59.591 samples/sec, LR=0.000125, WHL1=1.872, CenterRegL1=0.265, HeatmapFocal=11.937
[Epoch 1][Batch 159], Speed: 60.977 samples/sec, LR=0.000125, WHL1=1.863, CenterRegL1=0.264, HeatmapFocal=11.821
[Epoch 1][Batch 169], Speed: 61.320 samples/sec, LR=0.000125, WHL1=1.848, CenterRegL1=0.264, HeatmapFocal=11.709
[Epoch 1][Batch 179], Speed: 61.434 samples/sec, LR=0.000125, WHL1=1.840, CenterRegL1=0.263, HeatmapFocal=11.599
[Epoch 1][Batch 189], Speed: 61.366 samples/sec, LR=0.000125, WHL1=1.826, CenterRegL1=0.263, HeatmapFocal=11.492
[Epoch 1][Batch 199], Speed: 61.214 samples/sec, LR=0.000125, WHL1=1.814, CenterRegL1=0.263, HeatmapFocal=11.388
[Epoch 1][Batch 209], Speed: 60.021 samples/sec, LR=0.000125, WHL1=1.804, CenterRegL1=0.262, HeatmapFocal=11.285
[Epoch 1][Batch 219], Speed: 61.022 samples/sec, LR=0.000125, WHL1=1.798, CenterRegL1=0.262, HeatmapFocal=11.186
[Epoch 1][Batch 229], Speed: 61.319 samples/sec, LR=0.000125, WHL1=1.792, CenterRegL1=0.262, HeatmapFocal=11.089
[Epoch 1][Batch 239], Speed: 60.598 samples/sec, LR=0.000125, WHL1=1.782, CenterRegL1=0.262, HeatmapFocal=10.995
[Epoch 1][Batch 249], Speed: 61.231 samples/sec, LR=0.000125, WHL1=1.775, CenterRegL1=0.261, HeatmapFocal=10.903
[Epoch 1][Batch 259], Speed: 62.008 samples/sec, LR=0.000125, WHL1=1.764, CenterRegL1=0.261, HeatmapFocal=10.812
[Epoch 1][Batch 269], Speed: 59.688 samples/sec, LR=0.000125, WHL1=1.752, CenterRegL1=0.261, HeatmapFocal=10.724
[Epoch 1][Batch 279], Speed: 62.049 samples/sec, LR=0.000125, WHL1=1.740, CenterRegL1=0.261, HeatmapFocal=10.637
[Epoch 1][Batch 289], Speed: 61.928 samples/sec, LR=0.000125, WHL1=1.727, CenterRegL1=0.260, HeatmapFocal=10.551
[Epoch 1][Batch 299], Speed: 61.261 samples/sec, LR=0.000125, WHL1=1.716, CenterRegL1=0.260, HeatmapFocal=10.468
[Epoch 1][Batch 309], Speed: 37.094 samples/sec, LR=0.000125, WHL1=1.706, CenterRegL1=0.260, HeatmapFocal=10.387
[Epoch 1][Batch 319], Speed: 60.468 samples/sec, LR=0.000125, WHL1=1.695, CenterRegL1=0.260, HeatmapFocal=10.307
[Epoch 1][Batch 329], Speed: 61.336 samples/sec, LR=0.000125, WHL1=1.686, CenterRegL1=0.259, HeatmapFocal=10.229
[Epoch 1][Batch 339], Speed: 60.044 samples/sec, LR=0.000125, WHL1=1.677, CenterRegL1=0.259, HeatmapFocal=10.153
[Epoch 1][Batch 349], Speed: 60.673 samples/sec, LR=0.000125, WHL1=1.669, CenterRegL1=0.259, HeatmapFocal=10.079
[Epoch 1][Batch 359], Speed: 61.074 samples/sec, LR=0.000125, WHL1=1.661, CenterRegL1=0.258, HeatmapFocal=10.006
[Epoch 1][Batch 369], Speed: 61.531 samples/sec, LR=0.000125, WHL1=1.655, CenterRegL1=0.258, HeatmapFocal=9.935
[Epoch 1][Batch 379], Speed: 60.797 samples/sec, LR=0.000125, WHL1=1.651, CenterRegL1=0.258, HeatmapFocal=9.866
[Epoch 1][Batch 389], Speed: 61.571 samples/sec, LR=0.000125, WHL1=1.644, CenterRegL1=0.258, HeatmapFocal=9.797
[Epoch 1][Batch 399], Speed: 61.461 samples/sec, LR=0.000125, WHL1=1.639, CenterRegL1=0.258, HeatmapFocal=9.730
[Epoch 1][Batch 409], Speed: 61.256 samples/sec, LR=0.000125, WHL1=1.633, CenterRegL1=0.258, HeatmapFocal=9.664
[Epoch 1][Batch 419], Speed: 61.485 samples/sec, LR=0.000125, WHL1=1.626, CenterRegL1=0.257, HeatmapFocal=9.599
[Epoch 1][Batch 429], Speed: 61.324 samples/sec, LR=0.000125, WHL1=1.619, CenterRegL1=0.257, HeatmapFocal=9.536
[Epoch 1][Batch 439], Speed: 61.002 samples/sec, LR=0.000125, WHL1=1.614, CenterRegL1=0.257, HeatmapFocal=9.473
[Epoch 1][Batch 449], Speed: 60.664 samples/sec, LR=0.000125, WHL1=1.607, CenterRegL1=0.257, HeatmapFocal=9.411
[Epoch 1][Batch 459], Speed: 62.007 samples/sec, LR=0.000125, WHL1=1.600, CenterRegL1=0.257, HeatmapFocal=9.350
[Epoch 1][Batch 469], Speed: 61.847 samples/sec, LR=0.000125, WHL1=1.594, CenterRegL1=0.256, HeatmapFocal=9.292
[Epoch 1][Batch 479], Speed: 61.260 samples/sec, LR=0.000125, WHL1=1.589, CenterRegL1=0.256, HeatmapFocal=9.233
[Epoch 1][Batch 489], Speed: 61.762 samples/sec, LR=0.000125, WHL1=1.583, CenterRegL1=0.256, HeatmapFocal=9.175
[Epoch 1][Batch 499], Speed: 61.571 samples/sec, LR=0.000125, WHL1=1.579, CenterRegL1=0.256, HeatmapFocal=9.119
[Epoch 1][Batch 509], Speed: 61.042 samples/sec, LR=0.000125, WHL1=1.573, CenterRegL1=0.256, HeatmapFocal=9.063
[Epoch 1] Training cost: 277.058, WHL1=1.570, CenterRegL1=0.256, HeatmapFocal=9.025
[Epoch 2][Batch 9], Speed: 61.343 samples/sec, LR=0.000125, WHL1=1.419, CenterRegL1=0.244, HeatmapFocal=8.972
[Epoch 2][Batch 19], Speed: 61.235 samples/sec, LR=0.000125, WHL1=1.317, CenterRegL1=0.248, HeatmapFocal=8.918
[Epoch 2][Batch 29], Speed: 60.518 samples/sec, LR=0.000125, WHL1=1.296, CenterRegL1=0.248, HeatmapFocal=8.866
[Epoch 2][Batch 39], Speed: 61.285 samples/sec, LR=0.000125, WHL1=1.272, CenterRegL1=0.247, HeatmapFocal=8.815
[Epoch 2][Batch 49], Speed: 59.374 samples/sec, LR=0.000125, WHL1=1.266, CenterRegL1=0.248, HeatmapFocal=8.763
[Epoch 2][Batch 59], Speed: 61.010 samples/sec, LR=0.000125, WHL1=1.262, CenterRegL1=0.248, HeatmapFocal=8.714
[Epoch 2][Batch 69], Speed: 60.680 samples/sec, LR=0.000125, WHL1=1.259, CenterRegL1=0.250, HeatmapFocal=8.664
[Epoch 2][Batch 79], Speed: 60.708 samples/sec, LR=0.000125, WHL1=1.255, CenterRegL1=0.250, HeatmapFocal=8.615
[Epoch 2][Batch 89], Speed: 61.101 samples/sec, LR=0.000125, WHL1=1.252, CenterRegL1=0.249, HeatmapFocal=8.568
[Epoch 2][Batch 99], Speed: 61.085 samples/sec, LR=0.000125, WHL1=1.251, CenterRegL1=0.249, HeatmapFocal=8.521
[Epoch 2][Batch 109], Speed: 60.336 samples/sec, LR=0.000125, WHL1=1.247, CenterRegL1=0.249, HeatmapFocal=8.474
[Epoch 2][Batch 119], Speed: 59.947 samples/sec, LR=0.000125, WHL1=1.242, CenterRegL1=0.249, HeatmapFocal=8.429
[Epoch 2][Batch 129], Speed: 61.512 samples/sec, LR=0.000125, WHL1=1.238, CenterRegL1=0.249, HeatmapFocal=8.385
[Epoch 2][Batch 139], Speed: 61.121 samples/sec, LR=0.000125, WHL1=1.237, CenterRegL1=0.249, HeatmapFocal=8.341
[Epoch 2][Batch 149], Speed: 61.185 samples/sec, LR=0.000125, WHL1=1.232, CenterRegL1=0.249, HeatmapFocal=8.297
[Epoch 2][Batch 159], Speed: 61.689 samples/sec, LR=0.000125, WHL1=1.236, CenterRegL1=0.249, HeatmapFocal=8.255
[Epoch 2][Batch 169], Speed: 61.347 samples/sec, LR=0.000125, WHL1=1.240, CenterRegL1=0.249, HeatmapFocal=8.213
[Epoch 2][Batch 179], Speed: 61.576 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.249, HeatmapFocal=8.172
[Epoch 2][Batch 189], Speed: 61.905 samples/sec, LR=0.000125, WHL1=1.232, CenterRegL1=0.249, HeatmapFocal=8.130
[Epoch 2][Batch 199], Speed: 61.658 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.249, HeatmapFocal=8.090
[Epoch 2][Batch 209], Speed: 60.770 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.249, HeatmapFocal=8.050
[Epoch 2][Batch 219], Speed: 61.175 samples/sec, LR=0.000125, WHL1=1.233, CenterRegL1=0.250, HeatmapFocal=8.011
[Epoch 2][Batch 229], Speed: 61.474 samples/sec, LR=0.000125, WHL1=1.232, CenterRegL1=0.250, HeatmapFocal=7.973
[Epoch 2][Batch 239], Speed: 38.514 samples/sec, LR=0.000125, WHL1=1.229, CenterRegL1=0.250, HeatmapFocal=7.935
[Epoch 2][Batch 249], Speed: 60.956 samples/sec, LR=0.000125, WHL1=1.226, CenterRegL1=0.250, HeatmapFocal=7.898
[Epoch 2][Batch 259], Speed: 61.506 samples/sec, LR=0.000125, WHL1=1.229, CenterRegL1=0.250, HeatmapFocal=7.862
[Epoch 2][Batch 269], Speed: 60.519 samples/sec, LR=0.000125, WHL1=1.227, CenterRegL1=0.249, HeatmapFocal=7.826
[Epoch 2][Batch 279], Speed: 61.026 samples/sec, LR=0.000125, WHL1=1.225, CenterRegL1=0.249, HeatmapFocal=7.790
[Epoch 2][Batch 289], Speed: 60.737 samples/sec, LR=0.000125, WHL1=1.225, CenterRegL1=0.249, HeatmapFocal=7.755
[Epoch 2][Batch 299], Speed: 60.360 samples/sec, LR=0.000125, WHL1=1.222, CenterRegL1=0.249, HeatmapFocal=7.720
[Epoch 2][Batch 309], Speed: 61.356 samples/sec, LR=0.000125, WHL1=1.224, CenterRegL1=0.249, HeatmapFocal=7.686
[Epoch 2][Batch 319], Speed: 59.349 samples/sec, LR=0.000125, WHL1=1.224, CenterRegL1=0.249, HeatmapFocal=7.652
[Epoch 2][Batch 329], Speed: 59.851 samples/sec, LR=0.000125, WHL1=1.224, CenterRegL1=0.249, HeatmapFocal=7.618
[Epoch 2][Batch 339], Speed: 61.445 samples/sec, LR=0.000125, WHL1=1.225, CenterRegL1=0.249, HeatmapFocal=7.585
[Epoch 2][Batch 349], Speed: 60.851 samples/sec, LR=0.000125, WHL1=1.223, CenterRegL1=0.249, HeatmapFocal=7.553
[Epoch 2][Batch 359], Speed: 61.408 samples/sec, LR=0.000125, WHL1=1.223, CenterRegL1=0.249, HeatmapFocal=7.520
[Epoch 2][Batch 369], Speed: 60.967 samples/sec, LR=0.000125, WHL1=1.222, CenterRegL1=0.249, HeatmapFocal=7.488
[Epoch 2][Batch 379], Speed: 61.132 samples/sec, LR=0.000125, WHL1=1.219, CenterRegL1=0.249, HeatmapFocal=7.457
[Epoch 2][Batch 389], Speed: 61.347 samples/sec, LR=0.000125, WHL1=1.216, CenterRegL1=0.249, HeatmapFocal=7.426
[Epoch 2][Batch 399], Speed: 60.657 samples/sec, LR=0.000125, WHL1=1.218, CenterRegL1=0.249, HeatmapFocal=7.396
[Epoch 2][Batch 409], Speed: 60.666 samples/sec, LR=0.000125, WHL1=1.217, CenterRegL1=0.249, HeatmapFocal=7.365
[Epoch 2][Batch 419], Speed: 60.895 samples/sec, LR=0.000125, WHL1=1.217, CenterRegL1=0.249, HeatmapFocal=7.335
[Epoch 2][Batch 429], Speed: 61.253 samples/sec, LR=0.000125, WHL1=1.215, CenterRegL1=0.249, HeatmapFocal=7.305
[Epoch 2][Batch 439], Speed: 60.959 samples/sec, LR=0.000125, WHL1=1.215, CenterRegL1=0.249, HeatmapFocal=7.276
[Epoch 2][Batch 449], Speed: 61.170 samples/sec, LR=0.000125, WHL1=1.214, CenterRegL1=0.249, HeatmapFocal=7.248
[Epoch 2][Batch 459], Speed: 61.308 samples/sec, LR=0.000125, WHL1=1.213, CenterRegL1=0.249, HeatmapFocal=7.220
[Epoch 2][Batch 469], Speed: 61.126 samples/sec, LR=0.000125, WHL1=1.213, CenterRegL1=0.249, HeatmapFocal=7.191
[Epoch 2][Batch 479], Speed: 61.663 samples/sec, LR=0.000125, WHL1=1.213, CenterRegL1=0.249, HeatmapFocal=7.164
[Epoch 2][Batch 489], Speed: 60.357 samples/sec, LR=0.000125, WHL1=1.212, CenterRegL1=0.249, HeatmapFocal=7.136
[Epoch 2][Batch 499], Speed: 62.077 samples/sec, LR=0.000125, WHL1=1.210, CenterRegL1=0.249, HeatmapFocal=7.109
[Epoch 2][Batch 509], Speed: 60.192 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.249, HeatmapFocal=7.082
[Epoch 2] Training cost: 276.404, WHL1=1.206, CenterRegL1=0.249, HeatmapFocal=7.064
[Epoch 3][Batch 9], Speed: 61.068 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.249, HeatmapFocal=7.037
[Epoch 3][Batch 19], Speed: 61.483 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.247, HeatmapFocal=7.011
[Epoch 3][Batch 29], Speed: 61.236 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=6.985
[Epoch 3][Batch 39], Speed: 61.317 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=6.959
[Epoch 3][Batch 49], Speed: 60.392 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.249, HeatmapFocal=6.933
[Epoch 3][Batch 59], Speed: 61.266 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.248, HeatmapFocal=6.908
[Epoch 3][Batch 69], Speed: 59.792 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.249, HeatmapFocal=6.882
[Epoch 3][Batch 79], Speed: 61.518 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.249, HeatmapFocal=6.858
[Epoch 3][Batch 89], Speed: 60.890 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.249, HeatmapFocal=6.834
[Epoch 3][Batch 99], Speed: 61.392 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.249, HeatmapFocal=6.809
[Epoch 3][Batch 109], Speed: 61.285 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.250, HeatmapFocal=6.785
[Epoch 3][Batch 119], Speed: 59.951 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.250, HeatmapFocal=6.762
[Epoch 3][Batch 129], Speed: 61.766 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.249, HeatmapFocal=6.738
[Epoch 3][Batch 139], Speed: 61.343 samples/sec, LR=0.000125, WHL1=1.128, CenterRegL1=0.249, HeatmapFocal=6.715
[Epoch 3][Batch 149], Speed: 61.352 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.249, HeatmapFocal=6.692
[Epoch 3][Batch 159], Speed: 61.737 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.249, HeatmapFocal=6.670
[Epoch 3][Batch 169], Speed: 46.918 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.249, HeatmapFocal=6.647
[Epoch 3][Batch 179], Speed: 60.815 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.249, HeatmapFocal=6.625
[Epoch 3][Batch 189], Speed: 60.833 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.249, HeatmapFocal=6.603
[Epoch 3][Batch 199], Speed: 60.466 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.249, HeatmapFocal=6.581
[Epoch 3][Batch 209], Speed: 60.784 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.249, HeatmapFocal=6.560
[Epoch 3][Batch 219], Speed: 60.946 samples/sec, LR=0.000125, WHL1=1.134, CenterRegL1=0.249, HeatmapFocal=6.538
[Epoch 3][Batch 229], Speed: 59.398 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.249, HeatmapFocal=6.517
[Epoch 3][Batch 239], Speed: 61.006 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.249, HeatmapFocal=6.495
[Epoch 3][Batch 249], Speed: 60.700 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.249, HeatmapFocal=6.474
[Epoch 3][Batch 259], Speed: 61.430 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.249, HeatmapFocal=6.454
[Epoch 3][Batch 269], Speed: 61.223 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.249, HeatmapFocal=6.434
[Epoch 3][Batch 279], Speed: 61.490 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.249, HeatmapFocal=6.413
[Epoch 3][Batch 289], Speed: 58.981 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.249, HeatmapFocal=6.393
[Epoch 3][Batch 299], Speed: 60.878 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.249, HeatmapFocal=6.374
[Epoch 3][Batch 309], Speed: 60.289 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.249, HeatmapFocal=6.353
[Epoch 3][Batch 319], Speed: 60.469 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.248, HeatmapFocal=6.333
[Epoch 3][Batch 329], Speed: 61.528 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.248, HeatmapFocal=6.314
[Epoch 3][Batch 339], Speed: 61.777 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.295
[Epoch 3][Batch 349], Speed: 61.236 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.276
[Epoch 3][Batch 359], Speed: 60.917 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.257
[Epoch 3][Batch 369], Speed: 61.058 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.248, HeatmapFocal=6.239
[Epoch 3][Batch 379], Speed: 61.182 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.248, HeatmapFocal=6.220
[Epoch 3][Batch 389], Speed: 60.913 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.202
[Epoch 3][Batch 399], Speed: 60.988 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.184
[Epoch 3][Batch 409], Speed: 60.965 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.166
[Epoch 3][Batch 419], Speed: 61.870 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.149
[Epoch 3][Batch 429], Speed: 60.761 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.248, HeatmapFocal=6.131
[Epoch 3][Batch 439], Speed: 61.455 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.114
[Epoch 3][Batch 449], Speed: 60.840 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.097
[Epoch 3][Batch 459], Speed: 61.775 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.079
[Epoch 3][Batch 469], Speed: 59.795 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.248, HeatmapFocal=6.062
[Epoch 3][Batch 479], Speed: 61.107 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.045
[Epoch 3][Batch 489], Speed: 61.379 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.028
[Epoch 3][Batch 499], Speed: 61.466 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.011
[Epoch 3][Batch 509], Speed: 61.722 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.248, HeatmapFocal=5.995
[Epoch 3] Training cost: 277.044, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=5.983
[Epoch 4][Batch 9], Speed: 61.327 samples/sec, LR=0.000125, WHL1=1.167, CenterRegL1=0.252, HeatmapFocal=5.967
[Epoch 4][Batch 19], Speed: 61.569 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.249, HeatmapFocal=5.951
[Epoch 4][Batch 29], Speed: 61.017 samples/sec, LR=0.000125, WHL1=1.151, CenterRegL1=0.245, HeatmapFocal=5.935
[Epoch 4][Batch 39], Speed: 61.340 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=5.919
[Epoch 4][Batch 49], Speed: 60.513 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.247, HeatmapFocal=5.903
[Epoch 4][Batch 59], Speed: 61.527 samples/sec, LR=0.000125, WHL1=1.154, CenterRegL1=0.247, HeatmapFocal=5.887
[Epoch 4][Batch 69], Speed: 61.351 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.247, HeatmapFocal=5.871
[Epoch 4][Batch 79], Speed: 61.257 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.247, HeatmapFocal=5.855
[Epoch 4][Batch 89], Speed: 61.671 samples/sec, LR=0.000125, WHL1=1.142, CenterRegL1=0.247, HeatmapFocal=5.839
[Epoch 4][Batch 99], Speed: 61.741 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.247, HeatmapFocal=5.824
[Epoch 4][Batch 109], Speed: 60.800 samples/sec, LR=0.000125, WHL1=1.133, CenterRegL1=0.247, HeatmapFocal=5.808
[Epoch 4][Batch 119], Speed: 59.934 samples/sec, LR=0.000125, WHL1=1.132, CenterRegL1=0.247, HeatmapFocal=5.793
[Epoch 4][Batch 129], Speed: 60.961 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=5.777
[Epoch 4][Batch 139], Speed: 60.795 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.762
[Epoch 4][Batch 149], Speed: 61.376 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.747
[Epoch 4][Batch 159], Speed: 60.588 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.247, HeatmapFocal=5.732
[Epoch 4][Batch 169], Speed: 61.422 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.247, HeatmapFocal=5.718
[Epoch 4][Batch 179], Speed: 60.788 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.247, HeatmapFocal=5.703
[Epoch 4][Batch 189], Speed: 60.846 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.247, HeatmapFocal=5.688
[Epoch 4][Batch 199], Speed: 61.161 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.247, HeatmapFocal=5.674
[Epoch 4][Batch 209], Speed: 61.560 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.247, HeatmapFocal=5.660
[Epoch 4][Batch 219], Speed: 61.292 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.247, HeatmapFocal=5.645
[Epoch 4][Batch 229], Speed: 60.342 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.247, HeatmapFocal=5.631
[Epoch 4][Batch 239], Speed: 61.069 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=5.617
[Epoch 4][Batch 249], Speed: 61.402 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.247, HeatmapFocal=5.604
[Epoch 4][Batch 259], Speed: 61.353 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.247, HeatmapFocal=5.591
[Epoch 4][Batch 269], Speed: 61.135 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.578
[Epoch 4][Batch 279], Speed: 60.984 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.564
[Epoch 4][Batch 289], Speed: 59.866 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.551
[Epoch 4][Batch 299], Speed: 60.328 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.538
[Epoch 4][Batch 309], Speed: 60.584 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.247, HeatmapFocal=5.524
[Epoch 4][Batch 319], Speed: 61.048 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.511
[Epoch 4][Batch 329], Speed: 61.539 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.499
[Epoch 4][Batch 339], Speed: 61.094 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.486
[Epoch 4][Batch 349], Speed: 60.706 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.247, HeatmapFocal=5.473
[Epoch 4][Batch 359], Speed: 60.978 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.460
[Epoch 4][Batch 369], Speed: 60.634 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.447
[Epoch 4][Batch 379], Speed: 61.414 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.435
[Epoch 4][Batch 389], Speed: 60.991 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.422
[Epoch 4][Batch 399], Speed: 61.514 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.410
[Epoch 4][Batch 409], Speed: 60.652 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.397
[Epoch 4][Batch 419], Speed: 61.074 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.385
[Epoch 4][Batch 429], Speed: 61.167 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.373
[Epoch 4][Batch 439], Speed: 61.524 samples/sec, LR=0.000125, WHL1=1.124, CenterRegL1=0.247, HeatmapFocal=5.361
[Epoch 4][Batch 449], Speed: 60.739 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.349
[Epoch 4][Batch 459], Speed: 61.082 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.337
[Epoch 4][Batch 469], Speed: 61.454 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.247, HeatmapFocal=5.326
[Epoch 4][Batch 479], Speed: 61.854 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.314
[Epoch 4][Batch 489], Speed: 61.787 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.303
[Epoch 4][Batch 499], Speed: 60.480 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.292
[Epoch 4][Batch 509], Speed: 61.617 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.247, HeatmapFocal=5.281
[Epoch 4] Training cost: 277.469, WHL1=1.122, CenterRegL1=0.247, HeatmapFocal=5.271
[Epoch 5][Batch 9], Speed: 61.536 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.243, HeatmapFocal=5.260
[Epoch 5][Batch 19], Speed: 60.957 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.240, HeatmapFocal=5.248
[Epoch 5][Batch 29], Speed: 61.623 samples/sec, LR=0.000125, WHL1=1.130, CenterRegL1=0.242, HeatmapFocal=5.237
[Epoch 5][Batch 39], Speed: 61.422 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.243, HeatmapFocal=5.225
[Epoch 5][Batch 49], Speed: 61.223 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.244, HeatmapFocal=5.214
[Epoch 5][Batch 59], Speed: 61.350 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.245, HeatmapFocal=5.203
[Epoch 5][Batch 69], Speed: 61.192 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.245, HeatmapFocal=5.191
[Epoch 5][Batch 79], Speed: 61.032 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.245, HeatmapFocal=5.180
[Epoch 5][Batch 89], Speed: 61.324 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.170
[Epoch 5][Batch 99], Speed: 60.869 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=5.159
[Epoch 5][Batch 109], Speed: 61.751 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.148
[Epoch 5][Batch 119], Speed: 61.412 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.137
[Epoch 5][Batch 129], Speed: 50.033 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.246, HeatmapFocal=5.127
[Epoch 5][Batch 139], Speed: 59.053 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=5.117
[Epoch 5][Batch 149], Speed: 60.979 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.246, HeatmapFocal=5.106
[Epoch 5][Batch 159], Speed: 61.414 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=5.096
[Epoch 5][Batch 169], Speed: 61.145 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=5.086
[Epoch 5][Batch 179], Speed: 60.924 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=5.075
[Epoch 5][Batch 189], Speed: 61.138 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=5.065
[Epoch 5][Batch 199], Speed: 61.381 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.247, HeatmapFocal=5.055
[Epoch 5][Batch 209], Speed: 61.152 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.044
[Epoch 5][Batch 219], Speed: 61.471 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.034
[Epoch 5][Batch 229], Speed: 60.582 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.247, HeatmapFocal=5.024
[Epoch 5][Batch 239], Speed: 61.102 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.247, HeatmapFocal=5.015
[Epoch 5][Batch 249], Speed: 61.603 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=5.005
[Epoch 5][Batch 259], Speed: 59.716 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=4.995
[Epoch 5][Batch 269], Speed: 59.764 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=4.985
[Epoch 5][Batch 279], Speed: 60.710 samples/sec, LR=0.000125, WHL1=1.100, CenterRegL1=0.247, HeatmapFocal=4.975
[Epoch 5][Batch 289], Speed: 61.069 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=4.965
[Epoch 5][Batch 299], Speed: 61.087 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=4.956
[Epoch 5][Batch 309], Speed: 60.496 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=4.946
[Epoch 5][Batch 319], Speed: 60.891 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=4.936
[Epoch 5][Batch 329], Speed: 61.108 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=4.927
[Epoch 5][Batch 339], Speed: 59.109 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=4.917
[Epoch 5][Batch 349], Speed: 60.856 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=4.908
[Epoch 5][Batch 359], Speed: 60.524 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=4.899
[Epoch 5][Batch 369], Speed: 61.126 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=4.890
[Epoch 5][Batch 379], Speed: 61.130 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=4.880
[Epoch 5][Batch 389], Speed: 61.441 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=4.871
[Epoch 5][Batch 399], Speed: 61.054 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.862
[Epoch 5][Batch 409], Speed: 61.091 samples/sec, LR=0.000125, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=4.853
[Epoch 5][Batch 419], Speed: 61.349 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.845
[Epoch 5][Batch 429], Speed: 60.569 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.836
[Epoch 5][Batch 439], Speed: 60.332 samples/sec, LR=0.000125, WHL1=1.107, CenterRegL1=0.247, HeatmapFocal=4.827
[Epoch 5][Batch 449], Speed: 61.045 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.818
[Epoch 5][Batch 459], Speed: 62.436 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.809
[Epoch 5][Batch 469], Speed: 61.321 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.800
[Epoch 5][Batch 479], Speed: 61.158 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.791
[Epoch 5][Batch 489], Speed: 61.137 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.783
[Epoch 5][Batch 499], Speed: 61.386 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.247, HeatmapFocal=4.774
[Epoch 5][Batch 509], Speed: 61.679 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=4.765
[Epoch 5] Training cost: 278.076, WHL1=1.105, CenterRegL1=0.247, HeatmapFocal=4.759
[Epoch 5] Validation: 
aeroplane=0.11135972050027478
bicycle=0.281208706718574
bird=0.3212783311248094
boat=0.13563600769824707
bottle=0.011805723736028294
bus=0.34813706607565204
car=0.3041629306711362
cat=0.3742939628125461
chair=0.26830691287076447
cow=0.3975664221162564
diningtable=0.12842812685039917
dog=0.28032280703901813
horse=0.3751094377979013
motorbike=0.22237445062957173
person=0.3549698401649181
pottedplant=0.15371402053043118
sheep=0.33782170988137805
sofa=0.17382487752397233
train=0.20128588425364177
tvmonitor=0.33632714548473613
mAP=0.25589670422401284
[Epoch 6][Batch 9], Speed: 60.768 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.251, HeatmapFocal=4.751
[Epoch 6][Batch 19], Speed: 61.321 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.250, HeatmapFocal=4.742
[Epoch 6][Batch 29], Speed: 60.730 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=4.734
[Epoch 6][Batch 39], Speed: 59.770 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.248, HeatmapFocal=4.726
[Epoch 6][Batch 49], Speed: 59.623 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=4.717
[Epoch 6][Batch 59], Speed: 61.205 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.709
[Epoch 6][Batch 69], Speed: 60.539 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.248, HeatmapFocal=4.701
[Epoch 6][Batch 79], Speed: 60.725 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=4.692
[Epoch 6][Batch 89], Speed: 60.980 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.248, HeatmapFocal=4.684
[Epoch 6][Batch 99], Speed: 60.199 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.676
[Epoch 6][Batch 109], Speed: 61.306 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.247, HeatmapFocal=4.668
[Epoch 6][Batch 119], Speed: 61.410 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=4.660
[Epoch 6][Batch 129], Speed: 60.797 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.247, HeatmapFocal=4.652
[Epoch 6][Batch 139], Speed: 59.332 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.247, HeatmapFocal=4.644
[Epoch 6][Batch 149], Speed: 60.470 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.247, HeatmapFocal=4.636
[Epoch 6][Batch 159], Speed: 60.771 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.248, HeatmapFocal=4.628
[Epoch 6][Batch 169], Speed: 61.015 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.248, HeatmapFocal=4.620
[Epoch 6][Batch 179], Speed: 61.372 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.248, HeatmapFocal=4.612
[Epoch 6][Batch 189], Speed: 58.908 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.248, HeatmapFocal=4.604
[Epoch 6][Batch 199], Speed: 61.508 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.248, HeatmapFocal=4.597
[Epoch 6][Batch 209], Speed: 59.964 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.248, HeatmapFocal=4.589
[Epoch 6][Batch 219], Speed: 61.105 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.248, HeatmapFocal=4.581
[Epoch 6][Batch 229], Speed: 61.384 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.248, HeatmapFocal=4.574
[Epoch 6][Batch 239], Speed: 61.064 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.248, HeatmapFocal=4.567
[Epoch 6][Batch 249], Speed: 60.288 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.248, HeatmapFocal=4.559
[Epoch 6][Batch 259], Speed: 60.509 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.248, HeatmapFocal=4.552
[Epoch 6][Batch 269], Speed: 60.589 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.248, HeatmapFocal=4.545
[Epoch 6][Batch 279], Speed: 61.277 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.248, HeatmapFocal=4.537
[Epoch 6][Batch 289], Speed: 60.810 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=4.530
[Epoch 6][Batch 299], Speed: 61.396 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.248, HeatmapFocal=4.523
[Epoch 6][Batch 309], Speed: 60.768 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=4.516
[Epoch 6][Batch 319], Speed: 60.754 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=4.508
[Epoch 6][Batch 329], Speed: 60.796 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=4.501
[Epoch 6][Batch 339], Speed: 60.097 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=4.494
[Epoch 6][Batch 349], Speed: 61.058 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=4.487
[Epoch 6][Batch 359], Speed: 61.573 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.248, HeatmapFocal=4.480
[Epoch 6][Batch 369], Speed: 62.000 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.247, HeatmapFocal=4.473
[Epoch 6][Batch 379], Speed: 61.307 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.247, HeatmapFocal=4.466
[Epoch 6][Batch 389], Speed: 62.066 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.248, HeatmapFocal=4.459
[Epoch 6][Batch 399], Speed: 61.654 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.452
[Epoch 6][Batch 409], Speed: 31.948 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.445
[Epoch 6][Batch 419], Speed: 60.532 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.438
[Epoch 6][Batch 429], Speed: 60.629 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.247, HeatmapFocal=4.431
[Epoch 6][Batch 439], Speed: 61.027 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.247, HeatmapFocal=4.424
[Epoch 6][Batch 449], Speed: 60.817 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.417
[Epoch 6][Batch 459], Speed: 61.599 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.247, HeatmapFocal=4.411
[Epoch 6][Batch 469], Speed: 62.563 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.247, HeatmapFocal=4.404
[Epoch 6][Batch 479], Speed: 61.654 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.247, HeatmapFocal=4.397
[Epoch 6][Batch 489], Speed: 62.219 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.247, HeatmapFocal=4.390
[Epoch 6][Batch 499], Speed: 60.297 samples/sec, LR=0.000125, WHL1=1.088, CenterRegL1=0.247, HeatmapFocal=4.384
[Epoch 6][Batch 509], Speed: 61.848 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.247, HeatmapFocal=4.377
[Epoch 6] Training cost: 277.243, WHL1=1.087, CenterRegL1=0.247, HeatmapFocal=4.373
[Epoch 7][Batch 9], Speed: 61.707 samples/sec, LR=0.000125, WHL1=1.062, CenterRegL1=0.250, HeatmapFocal=4.366
[Epoch 7][Batch 19], Speed: 61.782 samples/sec, LR=0.000125, WHL1=1.056, CenterRegL1=0.249, HeatmapFocal=4.360
[Epoch 7][Batch 29], Speed: 60.797 samples/sec, LR=0.000125, WHL1=1.054, CenterRegL1=0.249, HeatmapFocal=4.353
[Epoch 7][Batch 39], Speed: 61.882 samples/sec, LR=0.000125, WHL1=1.058, CenterRegL1=0.248, HeatmapFocal=4.346
[Epoch 7][Batch 49], Speed: 61.596 samples/sec, LR=0.000125, WHL1=1.056, CenterRegL1=0.250, HeatmapFocal=4.339
[Epoch 7][Batch 59], Speed: 61.593 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.249, HeatmapFocal=4.333
[Epoch 7][Batch 69], Speed: 61.054 samples/sec, LR=0.000125, WHL1=1.046, CenterRegL1=0.249, HeatmapFocal=4.326
[Epoch 7][Batch 79], Speed: 61.302 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.248, HeatmapFocal=4.320
[Epoch 7][Batch 89], Speed: 61.173 samples/sec, LR=0.000125, WHL1=1.046, CenterRegL1=0.247, HeatmapFocal=4.313
[Epoch 7][Batch 99], Speed: 61.454 samples/sec, LR=0.000125, WHL1=1.047, CenterRegL1=0.247, HeatmapFocal=4.307
[Epoch 7][Batch 109], Speed: 61.487 samples/sec, LR=0.000125, WHL1=1.045, CenterRegL1=0.247, HeatmapFocal=4.301
[Epoch 7][Batch 119], Speed: 61.577 samples/sec, LR=0.000125, WHL1=1.042, CenterRegL1=0.247, HeatmapFocal=4.295
[Epoch 7][Batch 129], Speed: 61.500 samples/sec, LR=0.000125, WHL1=1.045, CenterRegL1=0.248, HeatmapFocal=4.288
[Epoch 7][Batch 139], Speed: 61.678 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.248, HeatmapFocal=4.282
[Epoch 7][Batch 149], Speed: 61.591 samples/sec, LR=0.000125, WHL1=1.039, CenterRegL1=0.248, HeatmapFocal=4.276
[Epoch 7][Batch 159], Speed: 61.302 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.248, HeatmapFocal=4.270
[Epoch 7][Batch 169], Speed: 61.110 samples/sec, LR=0.000125, WHL1=1.037, CenterRegL1=0.248, HeatmapFocal=4.264
[Epoch 7][Batch 179], Speed: 61.206 samples/sec, LR=0.000125, WHL1=1.037, CenterRegL1=0.247, HeatmapFocal=4.258
[Epoch 7][Batch 189], Speed: 59.394 samples/sec, LR=0.000125, WHL1=1.038, CenterRegL1=0.247, HeatmapFocal=4.252
[Epoch 7][Batch 199], Speed: 60.585 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.247, HeatmapFocal=4.245
[Epoch 7][Batch 209], Speed: 61.052 samples/sec, LR=0.000125, WHL1=1.039, CenterRegL1=0.247, HeatmapFocal=4.239
[Epoch 7][Batch 219], Speed: 61.082 samples/sec, LR=0.000125, WHL1=1.038, CenterRegL1=0.247, HeatmapFocal=4.233
[Epoch 7][Batch 229], Speed: 61.301 samples/sec, LR=0.000125, WHL1=1.033, CenterRegL1=0.247, HeatmapFocal=4.227
[Epoch 7][Batch 239], Speed: 61.571 samples/sec, LR=0.000125, WHL1=1.030, CenterRegL1=0.247, HeatmapFocal=4.221
[Epoch 7][Batch 249], Speed: 61.527 samples/sec, LR=0.000125, WHL1=1.026, CenterRegL1=0.247, HeatmapFocal=4.215
[Epoch 7][Batch 259], Speed: 61.442 samples/sec, LR=0.000125, WHL1=1.024, CenterRegL1=0.247, HeatmapFocal=4.210
[Epoch 7][Batch 269], Speed: 60.900 samples/sec, LR=0.000125, WHL1=1.022, CenterRegL1=0.247, HeatmapFocal=4.204
[Epoch 7][Batch 279], Speed: 61.667 samples/sec, LR=0.000125, WHL1=1.020, CenterRegL1=0.247, HeatmapFocal=4.198
[Epoch 7][Batch 289], Speed: 62.005 samples/sec, LR=0.000125, WHL1=1.019, CenterRegL1=0.247, HeatmapFocal=4.193
[Epoch 7][Batch 299], Speed: 61.257 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.247, HeatmapFocal=4.187
[Epoch 7][Batch 309], Speed: 61.187 samples/sec, LR=0.000125, WHL1=1.014, CenterRegL1=0.247, HeatmapFocal=4.181
[Epoch 7][Batch 319], Speed: 61.457 samples/sec, LR=0.000125, WHL1=1.010, CenterRegL1=0.247, HeatmapFocal=4.175
[Epoch 7][Batch 329], Speed: 60.970 samples/sec, LR=0.000125, WHL1=1.009, CenterRegL1=0.247, HeatmapFocal=4.170
[Epoch 7][Batch 339], Speed: 33.916 samples/sec, LR=0.000125, WHL1=1.005, CenterRegL1=0.247, HeatmapFocal=4.164
[Epoch 7][Batch 349], Speed: 61.381 samples/sec, LR=0.000125, WHL1=1.002, CenterRegL1=0.247, HeatmapFocal=4.158
[Epoch 7][Batch 359], Speed: 60.159 samples/sec, LR=0.000125, WHL1=0.998, CenterRegL1=0.247, HeatmapFocal=4.153
[Epoch 7][Batch 369], Speed: 59.149 samples/sec, LR=0.000125, WHL1=0.995, CenterRegL1=0.247, HeatmapFocal=4.147
[Epoch 7][Batch 379], Speed: 60.358 samples/sec, LR=0.000125, WHL1=0.992, CenterRegL1=0.247, HeatmapFocal=4.142
[Epoch 7][Batch 389], Speed: 61.274 samples/sec, LR=0.000125, WHL1=0.990, CenterRegL1=0.247, HeatmapFocal=4.136
[Epoch 7][Batch 399], Speed: 61.546 samples/sec, LR=0.000125, WHL1=0.986, CenterRegL1=0.247, HeatmapFocal=4.131
[Epoch 7][Batch 409], Speed: 60.773 samples/sec, LR=0.000125, WHL1=0.984, CenterRegL1=0.247, HeatmapFocal=4.125
[Epoch 7][Batch 419], Speed: 61.451 samples/sec, LR=0.000125, WHL1=0.981, CenterRegL1=0.247, HeatmapFocal=4.120
[Epoch 7][Batch 429], Speed: 61.435 samples/sec, LR=0.000125, WHL1=0.979, CenterRegL1=0.247, HeatmapFocal=4.115
[Epoch 7][Batch 439], Speed: 61.397 samples/sec, LR=0.000125, WHL1=0.977, CenterRegL1=0.247, HeatmapFocal=4.109
[Epoch 7][Batch 449], Speed: 61.273 samples/sec, LR=0.000125, WHL1=0.974, CenterRegL1=0.247, HeatmapFocal=4.104
[Epoch 7][Batch 459], Speed: 62.094 samples/sec, LR=0.000125, WHL1=0.972, CenterRegL1=0.247, HeatmapFocal=4.099
[Epoch 7][Batch 469], Speed: 61.774 samples/sec, LR=0.000125, WHL1=0.970, CenterRegL1=0.247, HeatmapFocal=4.094
[Epoch 7][Batch 479], Speed: 60.243 samples/sec, LR=0.000125, WHL1=0.970, CenterRegL1=0.247, HeatmapFocal=4.089
[Epoch 7][Batch 489], Speed: 60.710 samples/sec, LR=0.000125, WHL1=0.967, CenterRegL1=0.247, HeatmapFocal=4.084
[Epoch 7][Batch 499], Speed: 62.090 samples/sec, LR=0.000125, WHL1=0.964, CenterRegL1=0.247, HeatmapFocal=4.078
[Epoch 7][Batch 509], Speed: 61.646 samples/sec, LR=0.000125, WHL1=0.962, CenterRegL1=0.247, HeatmapFocal=4.073
[Epoch 7] Training cost: 276.194, WHL1=0.961, CenterRegL1=0.247, HeatmapFocal=4.070
[Epoch 8][Batch 9], Speed: 60.748 samples/sec, LR=0.000125, WHL1=0.933, CenterRegL1=0.247, HeatmapFocal=4.065
[Epoch 8][Batch 19], Speed: 61.476 samples/sec, LR=0.000125, WHL1=0.901, CenterRegL1=0.245, HeatmapFocal=4.060
[Epoch 8][Batch 29], Speed: 60.744 samples/sec, LR=0.000125, WHL1=0.878, CenterRegL1=0.244, HeatmapFocal=4.055
[Epoch 8][Batch 39], Speed: 61.096 samples/sec, LR=0.000125, WHL1=0.876, CenterRegL1=0.243, HeatmapFocal=4.050
[Epoch 8][Batch 49], Speed: 60.122 samples/sec, LR=0.000125, WHL1=0.857, CenterRegL1=0.246, HeatmapFocal=4.045
[Epoch 8][Batch 59], Speed: 61.470 samples/sec, LR=0.000125, WHL1=0.848, CenterRegL1=0.246, HeatmapFocal=4.040
[Epoch 8][Batch 69], Speed: 61.467 samples/sec, LR=0.000125, WHL1=0.836, CenterRegL1=0.247, HeatmapFocal=4.035
[Epoch 8][Batch 79], Speed: 60.768 samples/sec, LR=0.000125, WHL1=0.835, CenterRegL1=0.247, HeatmapFocal=4.030
[Epoch 8][Batch 89], Speed: 61.335 samples/sec, LR=0.000125, WHL1=0.843, CenterRegL1=0.247, HeatmapFocal=4.025
[Epoch 8][Batch 99], Speed: 61.008 samples/sec, LR=0.000125, WHL1=0.844, CenterRegL1=0.246, HeatmapFocal=4.020
[Epoch 8][Batch 109], Speed: 61.464 samples/sec, LR=0.000125, WHL1=0.837, CenterRegL1=0.246, HeatmapFocal=4.015
[Epoch 8][Batch 119], Speed: 61.261 samples/sec, LR=0.000125, WHL1=0.839, CenterRegL1=0.246, HeatmapFocal=4.010
[Epoch 8][Batch 129], Speed: 60.538 samples/sec, LR=0.000125, WHL1=0.838, CenterRegL1=0.246, HeatmapFocal=4.005
[Epoch 8][Batch 139], Speed: 60.766 samples/sec, LR=0.000125, WHL1=0.834, CenterRegL1=0.246, HeatmapFocal=4.000
[Epoch 8][Batch 149], Speed: 61.359 samples/sec, LR=0.000125, WHL1=0.828, CenterRegL1=0.246, HeatmapFocal=3.995
[Epoch 8][Batch 159], Speed: 60.175 samples/sec, LR=0.000125, WHL1=0.828, CenterRegL1=0.246, HeatmapFocal=3.990
[Epoch 8][Batch 169], Speed: 61.634 samples/sec, LR=0.000125, WHL1=0.827, CenterRegL1=0.245, HeatmapFocal=3.985
[Epoch 8][Batch 179], Speed: 61.638 samples/sec, LR=0.000125, WHL1=0.827, CenterRegL1=0.245, HeatmapFocal=3.981
[Epoch 8][Batch 189], Speed: 61.824 samples/sec, LR=0.000125, WHL1=0.823, CenterRegL1=0.245, HeatmapFocal=3.976
[Epoch 8][Batch 199], Speed: 60.720 samples/sec, LR=0.000125, WHL1=0.822, CenterRegL1=0.245, HeatmapFocal=3.971
[Epoch 8][Batch 209], Speed: 61.458 samples/sec, LR=0.000125, WHL1=0.821, CenterRegL1=0.245, HeatmapFocal=3.967
[Epoch 8][Batch 219], Speed: 61.382 samples/sec, LR=0.000125, WHL1=0.817, CenterRegL1=0.245, HeatmapFocal=3.962
[Epoch 8][Batch 229], Speed: 61.969 samples/sec, LR=0.000125, WHL1=0.814, CenterRegL1=0.246, HeatmapFocal=3.958
[Epoch 8][Batch 239], Speed: 61.569 samples/sec, LR=0.000125, WHL1=0.811, CenterRegL1=0.246, HeatmapFocal=3.953
[Epoch 8][Batch 249], Speed: 61.285 samples/sec, LR=0.000125, WHL1=0.809, CenterRegL1=0.246, HeatmapFocal=3.948
[Epoch 8][Batch 259], Speed: 61.536 samples/sec, LR=0.000125, WHL1=0.806, CenterRegL1=0.245, HeatmapFocal=3.944
[Epoch 8][Batch 269], Speed: 37.032 samples/sec, LR=0.000125, WHL1=0.804, CenterRegL1=0.246, HeatmapFocal=3.939
[Epoch 8][Batch 279], Speed: 60.565 samples/sec, LR=0.000125, WHL1=0.801, CenterRegL1=0.246, HeatmapFocal=3.934
[Epoch 8][Batch 289], Speed: 61.380 samples/sec, LR=0.000125, WHL1=0.799, CenterRegL1=0.246, HeatmapFocal=3.930
[Epoch 8][Batch 299], Speed: 59.288 samples/sec, LR=0.000125, WHL1=0.796, CenterRegL1=0.245, HeatmapFocal=3.925
[Epoch 8][Batch 309], Speed: 60.890 samples/sec, LR=0.000125, WHL1=0.793, CenterRegL1=0.245, HeatmapFocal=3.921
[Epoch 8][Batch 319], Speed: 59.146 samples/sec, LR=0.000125, WHL1=0.792, CenterRegL1=0.245, HeatmapFocal=3.916
[Epoch 8][Batch 329], Speed: 59.408 samples/sec, LR=0.000125, WHL1=0.790, CenterRegL1=0.245, HeatmapFocal=3.912
[Epoch 8][Batch 339], Speed: 60.064 samples/sec, LR=0.000125, WHL1=0.786, CenterRegL1=0.245, HeatmapFocal=3.907
[Epoch 8][Batch 349], Speed: 61.497 samples/sec, LR=0.000125, WHL1=0.785, CenterRegL1=0.246, HeatmapFocal=3.903
[Epoch 8][Batch 359], Speed: 61.270 samples/sec, LR=0.000125, WHL1=0.784, CenterRegL1=0.246, HeatmapFocal=3.899
[Epoch 8][Batch 369], Speed: 61.273 samples/sec, LR=0.000125, WHL1=0.782, CenterRegL1=0.246, HeatmapFocal=3.894
[Epoch 8][Batch 379], Speed: 61.132 samples/sec, LR=0.000125, WHL1=0.780, CenterRegL1=0.246, HeatmapFocal=3.890
[Epoch 8][Batch 389], Speed: 61.106 samples/sec, LR=0.000125, WHL1=0.779, CenterRegL1=0.246, HeatmapFocal=3.886
[Epoch 8][Batch 399], Speed: 61.189 samples/sec, LR=0.000125, WHL1=0.777, CenterRegL1=0.246, HeatmapFocal=3.882
[Epoch 8][Batch 409], Speed: 60.767 samples/sec, LR=0.000125, WHL1=0.775, CenterRegL1=0.246, HeatmapFocal=3.877
[Epoch 8][Batch 419], Speed: 61.541 samples/sec, LR=0.000125, WHL1=0.773, CenterRegL1=0.246, HeatmapFocal=3.873
[Epoch 8][Batch 429], Speed: 60.353 samples/sec, LR=0.000125, WHL1=0.771, CenterRegL1=0.246, HeatmapFocal=3.869
[Epoch 8][Batch 439], Speed: 60.777 samples/sec, LR=0.000125, WHL1=0.769, CenterRegL1=0.246, HeatmapFocal=3.865
[Epoch 8][Batch 449], Speed: 59.827 samples/sec, LR=0.000125, WHL1=0.767, CenterRegL1=0.246, HeatmapFocal=3.860
[Epoch 8][Batch 459], Speed: 60.271 samples/sec, LR=0.000125, WHL1=0.764, CenterRegL1=0.246, HeatmapFocal=3.856
[Epoch 8][Batch 469], Speed: 60.901 samples/sec, LR=0.000125, WHL1=0.762, CenterRegL1=0.246, HeatmapFocal=3.852
[Epoch 8][Batch 479], Speed: 61.267 samples/sec, LR=0.000125, WHL1=0.761, CenterRegL1=0.246, HeatmapFocal=3.848
[Epoch 8][Batch 489], Speed: 61.922 samples/sec, LR=0.000125, WHL1=0.758, CenterRegL1=0.246, HeatmapFocal=3.844
[Epoch 8][Batch 499], Speed: 60.791 samples/sec, LR=0.000125, WHL1=0.757, CenterRegL1=0.246, HeatmapFocal=3.840
[Epoch 8][Batch 509], Speed: 61.616 samples/sec, LR=0.000125, WHL1=0.756, CenterRegL1=0.246, HeatmapFocal=3.836
[Epoch 8] Training cost: 276.582, WHL1=0.755, CenterRegL1=0.246, HeatmapFocal=3.833
[Epoch 9][Batch 9], Speed: 61.290 samples/sec, LR=0.000125, WHL1=0.644, CenterRegL1=0.249, HeatmapFocal=3.829
[Epoch 9][Batch 19], Speed: 60.686 samples/sec, LR=0.000125, WHL1=0.665, CenterRegL1=0.250, HeatmapFocal=3.825
[Epoch 9][Batch 29], Speed: 60.987 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.251, HeatmapFocal=3.820
[Epoch 9][Batch 39], Speed: 61.442 samples/sec, LR=0.000125, WHL1=0.640, CenterRegL1=0.251, HeatmapFocal=3.816
[Epoch 9][Batch 49], Speed: 61.176 samples/sec, LR=0.000125, WHL1=0.643, CenterRegL1=0.250, HeatmapFocal=3.812
[Epoch 9][Batch 59], Speed: 60.967 samples/sec, LR=0.000125, WHL1=0.646, CenterRegL1=0.250, HeatmapFocal=3.807
[Epoch 9][Batch 69], Speed: 59.799 samples/sec, LR=0.000125, WHL1=0.645, CenterRegL1=0.249, HeatmapFocal=3.803
[Epoch 9][Batch 79], Speed: 61.613 samples/sec, LR=0.000125, WHL1=0.645, CenterRegL1=0.248, HeatmapFocal=3.799
[Epoch 9][Batch 89], Speed: 61.602 samples/sec, LR=0.000125, WHL1=0.644, CenterRegL1=0.247, HeatmapFocal=3.795
[Epoch 9][Batch 99], Speed: 61.716 samples/sec, LR=0.000125, WHL1=0.640, CenterRegL1=0.247, HeatmapFocal=3.791
[Epoch 9][Batch 109], Speed: 61.555 samples/sec, LR=0.000125, WHL1=0.635, CenterRegL1=0.248, HeatmapFocal=3.786
[Epoch 9][Batch 119], Speed: 61.686 samples/sec, LR=0.000125, WHL1=0.634, CenterRegL1=0.247, HeatmapFocal=3.782
[Epoch 9][Batch 129], Speed: 61.387 samples/sec, LR=0.000125, WHL1=0.630, CenterRegL1=0.247, HeatmapFocal=3.778
[Epoch 9][Batch 139], Speed: 61.138 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.247, HeatmapFocal=3.774
[Epoch 9][Batch 149], Speed: 61.405 samples/sec, LR=0.000125, WHL1=0.623, CenterRegL1=0.247, HeatmapFocal=3.770
[Epoch 9][Batch 159], Speed: 62.056 samples/sec, LR=0.000125, WHL1=0.621, CenterRegL1=0.247, HeatmapFocal=3.766
[Epoch 9][Batch 169], Speed: 61.717 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.247, HeatmapFocal=3.762
[Epoch 9][Batch 179], Speed: 61.885 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.247, HeatmapFocal=3.758
[Epoch 9][Batch 189], Speed: 62.132 samples/sec, LR=0.000125, WHL1=0.627, CenterRegL1=0.247, HeatmapFocal=3.754
[Epoch 9][Batch 199], Speed: 62.130 samples/sec, LR=0.000125, WHL1=0.626, CenterRegL1=0.247, HeatmapFocal=3.750
[Epoch 9][Batch 209], Speed: 60.121 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.247, HeatmapFocal=3.747
[Epoch 9][Batch 219], Speed: 61.192 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.247, HeatmapFocal=3.743
[Epoch 9][Batch 229], Speed: 61.059 samples/sec, LR=0.000125, WHL1=0.622, CenterRegL1=0.247, HeatmapFocal=3.739
[Epoch 9][Batch 239], Speed: 60.984 samples/sec, LR=0.000125, WHL1=0.622, CenterRegL1=0.247, HeatmapFocal=3.735
[Epoch 9][Batch 249], Speed: 61.125 samples/sec, LR=0.000125, WHL1=0.623, CenterRegL1=0.248, HeatmapFocal=3.731
[Epoch 9][Batch 259], Speed: 61.857 samples/sec, LR=0.000125, WHL1=0.624, CenterRegL1=0.247, HeatmapFocal=3.727
[Epoch 9][Batch 269], Speed: 61.968 samples/sec, LR=0.000125, WHL1=0.623, CenterRegL1=0.247, HeatmapFocal=3.723
[Epoch 9][Batch 279], Speed: 61.706 samples/sec, LR=0.000125, WHL1=0.624, CenterRegL1=0.247, HeatmapFocal=3.720
[Epoch 9][Batch 289], Speed: 62.199 samples/sec, LR=0.000125, WHL1=0.625, CenterRegL1=0.247, HeatmapFocal=3.716
[Epoch 9][Batch 299], Speed: 42.209 samples/sec, LR=0.000125, WHL1=0.624, CenterRegL1=0.247, HeatmapFocal=3.713
[Epoch 9][Batch 309], Speed: 61.690 samples/sec, LR=0.000125, WHL1=0.624, CenterRegL1=0.247, HeatmapFocal=3.709
[Epoch 9][Batch 319], Speed: 60.225 samples/sec, LR=0.000125, WHL1=0.623, CenterRegL1=0.247, HeatmapFocal=3.705
[Epoch 9][Batch 329], Speed: 60.540 samples/sec, LR=0.000125, WHL1=0.621, CenterRegL1=0.247, HeatmapFocal=3.701
[Epoch 9][Batch 339], Speed: 60.686 samples/sec, LR=0.000125, WHL1=0.620, CenterRegL1=0.247, HeatmapFocal=3.698
[Epoch 9][Batch 349], Speed: 60.853 samples/sec, LR=0.000125, WHL1=0.619, CenterRegL1=0.247, HeatmapFocal=3.694
[Epoch 9][Batch 359], Speed: 61.704 samples/sec, LR=0.000125, WHL1=0.618, CenterRegL1=0.247, HeatmapFocal=3.690
[Epoch 9][Batch 369], Speed: 60.935 samples/sec, LR=0.000125, WHL1=0.617, CenterRegL1=0.247, HeatmapFocal=3.687
[Epoch 9][Batch 379], Speed: 59.662 samples/sec, LR=0.000125, WHL1=0.616, CenterRegL1=0.247, HeatmapFocal=3.683
[Epoch 9][Batch 389], Speed: 60.840 samples/sec, LR=0.000125, WHL1=0.616, CenterRegL1=0.247, HeatmapFocal=3.679
[Epoch 9][Batch 399], Speed: 61.286 samples/sec, LR=0.000125, WHL1=0.615, CenterRegL1=0.247, HeatmapFocal=3.675
[Epoch 9][Batch 409], Speed: 61.325 samples/sec, LR=0.000125, WHL1=0.615, CenterRegL1=0.247, HeatmapFocal=3.672
[Epoch 9][Batch 419], Speed: 61.327 samples/sec, LR=0.000125, WHL1=0.614, CenterRegL1=0.247, HeatmapFocal=3.668
[Epoch 9][Batch 429], Speed: 60.726 samples/sec, LR=0.000125, WHL1=0.613, CenterRegL1=0.247, HeatmapFocal=3.665
[Epoch 9][Batch 439], Speed: 61.235 samples/sec, LR=0.000125, WHL1=0.612, CenterRegL1=0.247, HeatmapFocal=3.661
[Epoch 9][Batch 449], Speed: 59.183 samples/sec, LR=0.000125, WHL1=0.611, CenterRegL1=0.247, HeatmapFocal=3.658
[Epoch 9][Batch 459], Speed: 61.566 samples/sec, LR=0.000125, WHL1=0.610, CenterRegL1=0.247, HeatmapFocal=3.654
[Epoch 9][Batch 469], Speed: 62.197 samples/sec, LR=0.000125, WHL1=0.609, CenterRegL1=0.247, HeatmapFocal=3.651
[Epoch 9][Batch 479], Speed: 61.715 samples/sec, LR=0.000125, WHL1=0.609, CenterRegL1=0.247, HeatmapFocal=3.647
[Epoch 9][Batch 489], Speed: 61.864 samples/sec, LR=0.000125, WHL1=0.608, CenterRegL1=0.247, HeatmapFocal=3.644
[Epoch 9][Batch 499], Speed: 61.911 samples/sec, LR=0.000125, WHL1=0.607, CenterRegL1=0.247, HeatmapFocal=3.640
[Epoch 9][Batch 509], Speed: 61.708 samples/sec, LR=0.000125, WHL1=0.606, CenterRegL1=0.247, HeatmapFocal=3.637
[Epoch 9] Training cost: 277.671, WHL1=0.606, CenterRegL1=0.247, HeatmapFocal=3.634
[Epoch 10][Batch 9], Speed: 61.029 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.242, HeatmapFocal=3.631
[Epoch 10][Batch 19], Speed: 61.210 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.244, HeatmapFocal=3.627
[Epoch 10][Batch 29], Speed: 60.690 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=3.623
[Epoch 10][Batch 39], Speed: 61.701 samples/sec, LR=0.000125, WHL1=0.563, CenterRegL1=0.245, HeatmapFocal=3.620
[Epoch 10][Batch 49], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=3.616
[Epoch 10][Batch 59], Speed: 61.441 samples/sec, LR=0.000125, WHL1=0.565, CenterRegL1=0.245, HeatmapFocal=3.613
[Epoch 10][Batch 69], Speed: 61.437 samples/sec, LR=0.000125, WHL1=0.555, CenterRegL1=0.245, HeatmapFocal=3.609
[Epoch 10][Batch 79], Speed: 61.455 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=3.606
[Epoch 10][Batch 89], Speed: 61.150 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.602
[Epoch 10][Batch 99], Speed: 60.568 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.599
[Epoch 10][Batch 109], Speed: 60.289 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.595
[Epoch 10][Batch 119], Speed: 61.706 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.244, HeatmapFocal=3.592
[Epoch 10][Batch 129], Speed: 60.570 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.244, HeatmapFocal=3.588
[Epoch 10][Batch 139], Speed: 61.277 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.244, HeatmapFocal=3.585
[Epoch 10][Batch 149], Speed: 60.622 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=3.581
[Epoch 10][Batch 159], Speed: 60.024 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.244, HeatmapFocal=3.578
[Epoch 10][Batch 169], Speed: 60.709 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=3.575
[Epoch 10][Batch 179], Speed: 62.093 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.244, HeatmapFocal=3.571
[Epoch 10][Batch 189], Speed: 61.348 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.244, HeatmapFocal=3.568
[Epoch 10][Batch 199], Speed: 59.612 samples/sec, LR=0.000125, WHL1=0.541, CenterRegL1=0.244, HeatmapFocal=3.565
[Epoch 10][Batch 209], Speed: 59.417 samples/sec, LR=0.000125, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=3.561
[Epoch 10][Batch 219], Speed: 61.661 samples/sec, LR=0.000125, WHL1=0.539, CenterRegL1=0.245, HeatmapFocal=3.558
[Epoch 10][Batch 229], Speed: 43.901 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.555
[Epoch 10][Batch 239], Speed: 60.183 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.551
[Epoch 10][Batch 249], Speed: 61.051 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.548
[Epoch 10][Batch 259], Speed: 61.103 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.545
[Epoch 10][Batch 269], Speed: 60.045 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.541
[Epoch 10][Batch 279], Speed: 59.668 samples/sec, LR=0.000125, WHL1=0.537, CenterRegL1=0.245, HeatmapFocal=3.538
[Epoch 10][Batch 289], Speed: 61.094 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.535
[Epoch 10][Batch 299], Speed: 61.292 samples/sec, LR=0.000125, WHL1=0.535, CenterRegL1=0.245, HeatmapFocal=3.532
[Epoch 10][Batch 309], Speed: 61.122 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.529
[Epoch 10][Batch 319], Speed: 61.590 samples/sec, LR=0.000125, WHL1=0.536, CenterRegL1=0.245, HeatmapFocal=3.525
[Epoch 10][Batch 329], Speed: 61.752 samples/sec, LR=0.000125, WHL1=0.535, CenterRegL1=0.245, HeatmapFocal=3.522
[Epoch 10][Batch 339], Speed: 60.035 samples/sec, LR=0.000125, WHL1=0.533, CenterRegL1=0.245, HeatmapFocal=3.519
[Epoch 10][Batch 349], Speed: 60.418 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.516
[Epoch 10][Batch 359], Speed: 61.012 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.245, HeatmapFocal=3.512
[Epoch 10][Batch 369], Speed: 59.966 samples/sec, LR=0.000125, WHL1=0.532, CenterRegL1=0.245, HeatmapFocal=3.510
[Epoch 10][Batch 379], Speed: 59.957 samples/sec, LR=0.000125, WHL1=0.531, CenterRegL1=0.245, HeatmapFocal=3.506
[Epoch 10][Batch 389], Speed: 61.087 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.503
[Epoch 10][Batch 399], Speed: 61.104 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.245, HeatmapFocal=3.500
[Epoch 10][Batch 409], Speed: 60.746 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.245, HeatmapFocal=3.497
[Epoch 10][Batch 419], Speed: 60.103 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.494
[Epoch 10][Batch 429], Speed: 61.062 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.491
[Epoch 10][Batch 439], Speed: 61.059 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.488
[Epoch 10][Batch 449], Speed: 61.158 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.485
[Epoch 10][Batch 459], Speed: 61.165 samples/sec, LR=0.000125, WHL1=0.530, CenterRegL1=0.245, HeatmapFocal=3.482
[Epoch 10][Batch 469], Speed: 61.524 samples/sec, LR=0.000125, WHL1=0.529, CenterRegL1=0.245, HeatmapFocal=3.479
[Epoch 10][Batch 479], Speed: 61.260 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.245, HeatmapFocal=3.476
[Epoch 10][Batch 489], Speed: 59.991 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.245, HeatmapFocal=3.473
[Epoch 10][Batch 499], Speed: 61.692 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.245, HeatmapFocal=3.470
[Epoch 10][Batch 509], Speed: 61.982 samples/sec, LR=0.000125, WHL1=0.528, CenterRegL1=0.245, HeatmapFocal=3.467
[Epoch 10] Training cost: 276.558, WHL1=0.528, CenterRegL1=0.245, HeatmapFocal=3.465
[Epoch 10] Validation: 
aeroplane=0.4577831282958627
bicycle=0.3787307589602137
bird=0.5793050802492109
boat=0.4209575571486104
bottle=0.36101572763608414
bus=0.6009268945796884
car=0.6309327753930254
cat=0.5819211001583359
chair=0.4539988261752211
cow=0.5054563644326001
diningtable=0.27532784910018954
dog=0.6230396746744397
horse=0.5962554706137458
motorbike=0.4270688275407345
person=0.6508198975805081
pottedplant=0.3005808553866414
sheep=0.5955094719490786
sofa=0.3354125777184313
train=0.5240142411836691
tvmonitor=0.580148154527895
mAP=0.49396026166520934
[Epoch 11][Batch 9], Speed: 61.286 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.244, HeatmapFocal=3.462
[Epoch 11][Batch 19], Speed: 61.736 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.246, HeatmapFocal=3.458
[Epoch 11][Batch 29], Speed: 61.285 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.246, HeatmapFocal=3.455
[Epoch 11][Batch 39], Speed: 62.110 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.246, HeatmapFocal=3.452
[Epoch 11][Batch 49], Speed: 61.987 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.246, HeatmapFocal=3.449
[Epoch 11][Batch 59], Speed: 36.395 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.246, HeatmapFocal=3.446
[Epoch 11][Batch 69], Speed: 61.275 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.246, HeatmapFocal=3.442
[Epoch 11][Batch 79], Speed: 60.930 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.246, HeatmapFocal=3.439
[Epoch 11][Batch 89], Speed: 61.683 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.246, HeatmapFocal=3.436
[Epoch 11][Batch 99], Speed: 61.349 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.246, HeatmapFocal=3.433
[Epoch 11][Batch 109], Speed: 61.699 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.430
[Epoch 11][Batch 119], Speed: 61.759 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.245, HeatmapFocal=3.427
[Epoch 11][Batch 129], Speed: 59.649 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.245, HeatmapFocal=3.424
[Epoch 11][Batch 139], Speed: 61.546 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.421
[Epoch 11][Batch 149], Speed: 61.392 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.418
[Epoch 11][Batch 159], Speed: 60.427 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.415
[Epoch 11][Batch 169], Speed: 62.081 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.412
[Epoch 11][Batch 179], Speed: 61.010 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.245, HeatmapFocal=3.409
[Epoch 11][Batch 189], Speed: 61.379 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.406
[Epoch 11][Batch 199], Speed: 61.278 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.245, HeatmapFocal=3.403
[Epoch 11][Batch 209], Speed: 60.950 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.244, HeatmapFocal=3.400
[Epoch 11][Batch 219], Speed: 61.281 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.245, HeatmapFocal=3.398
[Epoch 11][Batch 229], Speed: 61.396 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.245, HeatmapFocal=3.395
[Epoch 11][Batch 239], Speed: 60.792 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.245, HeatmapFocal=3.392
[Epoch 11][Batch 249], Speed: 61.074 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.245, HeatmapFocal=3.389
[Epoch 11][Batch 259], Speed: 61.223 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.245, HeatmapFocal=3.386
[Epoch 11][Batch 269], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.245, HeatmapFocal=3.384
[Epoch 11][Batch 279], Speed: 61.284 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.245, HeatmapFocal=3.381
[Epoch 11][Batch 289], Speed: 61.046 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.245, HeatmapFocal=3.378
[Epoch 11][Batch 299], Speed: 61.374 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.375
[Epoch 11][Batch 309], Speed: 60.847 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.373
[Epoch 11][Batch 319], Speed: 60.988 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.370
[Epoch 11][Batch 329], Speed: 61.510 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.367
[Epoch 11][Batch 339], Speed: 61.260 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.364
[Epoch 11][Batch 349], Speed: 60.159 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.362
[Epoch 11][Batch 359], Speed: 60.581 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.359
[Epoch 11][Batch 369], Speed: 61.089 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.356
[Epoch 11][Batch 379], Speed: 61.662 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.353
[Epoch 11][Batch 389], Speed: 60.874 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.245, HeatmapFocal=3.351
[Epoch 11][Batch 399], Speed: 61.127 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.245, HeatmapFocal=3.348
[Epoch 11][Batch 409], Speed: 60.211 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.245, HeatmapFocal=3.345
[Epoch 11][Batch 419], Speed: 59.287 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.342
[Epoch 11][Batch 429], Speed: 60.539 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.245, HeatmapFocal=3.340
[Epoch 11][Batch 439], Speed: 60.716 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.337
[Epoch 11][Batch 449], Speed: 61.685 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.334
[Epoch 11][Batch 459], Speed: 61.372 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.332
[Epoch 11][Batch 469], Speed: 61.523 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.329
[Epoch 11][Batch 479], Speed: 61.937 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.326
[Epoch 11][Batch 489], Speed: 62.069 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.324
[Epoch 11][Batch 499], Speed: 62.079 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.245, HeatmapFocal=3.321
[Epoch 11][Batch 509], Speed: 37.711 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.318
[Epoch 11] Training cost: 278.466, WHL1=0.491, CenterRegL1=0.245, HeatmapFocal=3.317
[Epoch 12][Batch 9], Speed: 61.519 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.246, HeatmapFocal=3.314
[Epoch 12][Batch 19], Speed: 61.711 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.245, HeatmapFocal=3.311
[Epoch 12][Batch 29], Speed: 59.869 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.245, HeatmapFocal=3.308
[Epoch 12][Batch 39], Speed: 60.826 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.246, HeatmapFocal=3.306
[Epoch 12][Batch 49], Speed: 61.171 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.246, HeatmapFocal=3.303
[Epoch 12][Batch 59], Speed: 61.002 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.246, HeatmapFocal=3.301
[Epoch 12][Batch 69], Speed: 60.565 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.247, HeatmapFocal=3.298
[Epoch 12][Batch 79], Speed: 61.102 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.246, HeatmapFocal=3.296
[Epoch 12][Batch 89], Speed: 61.353 samples/sec, LR=0.000125, WHL1=0.466, CenterRegL1=0.245, HeatmapFocal=3.293
[Epoch 12][Batch 99], Speed: 61.357 samples/sec, LR=0.000125, WHL1=0.465, CenterRegL1=0.245, HeatmapFocal=3.290
[Epoch 12][Batch 109], Speed: 61.413 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.244, HeatmapFocal=3.288
[Epoch 12][Batch 119], Speed: 61.394 samples/sec, LR=0.000125, WHL1=0.467, CenterRegL1=0.244, HeatmapFocal=3.285
[Epoch 12][Batch 129], Speed: 60.621 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.244, HeatmapFocal=3.283
[Epoch 12][Batch 139], Speed: 60.491 samples/sec, LR=0.000125, WHL1=0.469, CenterRegL1=0.244, HeatmapFocal=3.280
[Epoch 12][Batch 149], Speed: 61.184 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.244, HeatmapFocal=3.278
[Epoch 12][Batch 159], Speed: 60.751 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.275
[Epoch 12][Batch 169], Speed: 61.096 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.273
[Epoch 12][Batch 179], Speed: 61.713 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.243, HeatmapFocal=3.270
[Epoch 12][Batch 189], Speed: 60.963 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.268
[Epoch 12][Batch 199], Speed: 61.064 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.244, HeatmapFocal=3.265
[Epoch 12][Batch 209], Speed: 61.318 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.243, HeatmapFocal=3.263
[Epoch 12][Batch 219], Speed: 61.343 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.260
[Epoch 12][Batch 229], Speed: 60.498 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.243, HeatmapFocal=3.258
[Epoch 12][Batch 239], Speed: 61.119 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.255
[Epoch 12][Batch 249], Speed: 61.315 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.253
[Epoch 12][Batch 259], Speed: 61.017 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.243, HeatmapFocal=3.250
[Epoch 12][Batch 269], Speed: 60.799 samples/sec, LR=0.000125, WHL1=0.471, CenterRegL1=0.243, HeatmapFocal=3.248
[Epoch 12][Batch 279], Speed: 61.376 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.243, HeatmapFocal=3.245
[Epoch 12][Batch 289], Speed: 60.778 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.243
[Epoch 12][Batch 299], Speed: 60.943 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.243, HeatmapFocal=3.240
[Epoch 12][Batch 309], Speed: 60.953 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.243, HeatmapFocal=3.238
[Epoch 12][Batch 319], Speed: 61.456 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.243, HeatmapFocal=3.236
[Epoch 12][Batch 329], Speed: 60.680 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.233
[Epoch 12][Batch 339], Speed: 60.977 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.231
[Epoch 12][Batch 349], Speed: 61.408 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.229
[Epoch 12][Batch 359], Speed: 60.589 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.226
[Epoch 12][Batch 369], Speed: 60.518 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.224
[Epoch 12][Batch 379], Speed: 60.573 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.222
[Epoch 12][Batch 389], Speed: 60.907 samples/sec, LR=0.000125, WHL1=0.477, CenterRegL1=0.244, HeatmapFocal=3.219
[Epoch 12][Batch 399], Speed: 61.723 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.244, HeatmapFocal=3.217
[Epoch 12][Batch 409], Speed: 61.679 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.215
[Epoch 12][Batch 419], Speed: 61.365 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.212
[Epoch 12][Batch 429], Speed: 61.564 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.210
[Epoch 12][Batch 439], Speed: 41.930 samples/sec, LR=0.000125, WHL1=0.474, CenterRegL1=0.244, HeatmapFocal=3.207
[Epoch 12][Batch 449], Speed: 61.004 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.205
[Epoch 12][Batch 459], Speed: 61.138 samples/sec, LR=0.000125, WHL1=0.473, CenterRegL1=0.244, HeatmapFocal=3.203
[Epoch 12][Batch 469], Speed: 61.547 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.200
[Epoch 12][Batch 479], Speed: 61.570 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.198
[Epoch 12][Batch 489], Speed: 61.124 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.196
[Epoch 12][Batch 499], Speed: 61.080 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.193
[Epoch 12][Batch 509], Speed: 61.965 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.191
[Epoch 12] Training cost: 276.714, WHL1=0.472, CenterRegL1=0.244, HeatmapFocal=3.190
[Epoch 13][Batch 9], Speed: 61.434 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.244, HeatmapFocal=3.187
[Epoch 13][Batch 19], Speed: 61.474 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.244, HeatmapFocal=3.185
[Epoch 13][Batch 29], Speed: 61.036 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.244, HeatmapFocal=3.182
[Epoch 13][Batch 39], Speed: 61.239 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.180
[Epoch 13][Batch 49], Speed: 61.167 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.243, HeatmapFocal=3.178
[Epoch 13][Batch 59], Speed: 61.656 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.243, HeatmapFocal=3.175
[Epoch 13][Batch 69], Speed: 61.714 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.242, HeatmapFocal=3.173
[Epoch 13][Batch 79], Speed: 61.693 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.242, HeatmapFocal=3.171
[Epoch 13][Batch 89], Speed: 61.464 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.241, HeatmapFocal=3.168
[Epoch 13][Batch 99], Speed: 61.460 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.242, HeatmapFocal=3.166
[Epoch 13][Batch 109], Speed: 61.428 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.164
[Epoch 13][Batch 119], Speed: 60.947 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.242, HeatmapFocal=3.161
[Epoch 13][Batch 129], Speed: 61.014 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.159
[Epoch 13][Batch 139], Speed: 61.552 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.243, HeatmapFocal=3.157
[Epoch 13][Batch 149], Speed: 61.120 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.155
[Epoch 13][Batch 159], Speed: 60.990 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.152
[Epoch 13][Batch 169], Speed: 60.458 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.150
[Epoch 13][Batch 179], Speed: 61.534 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.148
[Epoch 13][Batch 189], Speed: 60.903 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.146
[Epoch 13][Batch 199], Speed: 61.131 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.143
[Epoch 13][Batch 209], Speed: 60.804 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.141
[Epoch 13][Batch 219], Speed: 61.143 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.139
[Epoch 13][Batch 229], Speed: 60.639 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.137
[Epoch 13][Batch 239], Speed: 61.527 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.134
[Epoch 13][Batch 249], Speed: 61.673 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.243, HeatmapFocal=3.132
[Epoch 13][Batch 259], Speed: 59.554 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.130
[Epoch 13][Batch 269], Speed: 61.683 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.128
[Epoch 13][Batch 279], Speed: 60.212 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.126
[Epoch 13][Batch 289], Speed: 61.364 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.124
[Epoch 13][Batch 299], Speed: 61.447 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.122
[Epoch 13][Batch 309], Speed: 60.986 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.120
[Epoch 13][Batch 319], Speed: 60.981 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.118
[Epoch 13][Batch 329], Speed: 61.226 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.115
[Epoch 13][Batch 339], Speed: 62.178 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.113
[Epoch 13][Batch 349], Speed: 61.669 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.111
[Epoch 13][Batch 359], Speed: 62.007 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.109
[Epoch 13][Batch 369], Speed: 61.638 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.107
[Epoch 13][Batch 379], Speed: 60.963 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.105
[Epoch 13][Batch 389], Speed: 61.408 samples/sec, LR=0.000125, WHL1=0.454, CenterRegL1=0.244, HeatmapFocal=3.103
[Epoch 13][Batch 399], Speed: 61.384 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.101
[Epoch 13][Batch 409], Speed: 60.969 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.099
[Epoch 13][Batch 419], Speed: 61.578 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.097
[Epoch 13][Batch 429], Speed: 61.082 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.095
[Epoch 13][Batch 439], Speed: 62.064 samples/sec, LR=0.000125, WHL1=0.455, CenterRegL1=0.244, HeatmapFocal=3.093
[Epoch 13][Batch 449], Speed: 61.393 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.244, HeatmapFocal=3.091
[Epoch 13][Batch 459], Speed: 61.913 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.089
[Epoch 13][Batch 469], Speed: 49.170 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.087
[Epoch 13][Batch 479], Speed: 61.480 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.085
[Epoch 13][Batch 489], Speed: 61.280 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.083
[Epoch 13][Batch 499], Speed: 61.330 samples/sec, LR=0.000125, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.081
[Epoch 13][Batch 509], Speed: 61.317 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.243, HeatmapFocal=3.079
[Epoch 13] Training cost: 277.369, WHL1=0.456, CenterRegL1=0.243, HeatmapFocal=3.077
[Epoch 14][Batch 9], Speed: 61.785 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=3.075
[Epoch 14][Batch 19], Speed: 61.197 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.243, HeatmapFocal=3.073
[Epoch 14][Batch 29], Speed: 61.149 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.244, HeatmapFocal=3.070
[Epoch 14][Batch 39], Speed: 61.734 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.068
[Epoch 14][Batch 49], Speed: 60.968 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=3.066
[Epoch 14][Batch 59], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.243, HeatmapFocal=3.064
[Epoch 14][Batch 69], Speed: 60.431 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.062
[Epoch 14][Batch 79], Speed: 61.176 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.060
[Epoch 14][Batch 89], Speed: 61.163 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.058
[Epoch 14][Batch 99], Speed: 60.266 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.056
[Epoch 14][Batch 109], Speed: 60.539 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.054
[Epoch 14][Batch 119], Speed: 61.160 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.243, HeatmapFocal=3.052
[Epoch 14][Batch 129], Speed: 61.129 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.050
[Epoch 14][Batch 139], Speed: 60.446 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.243, HeatmapFocal=3.048
[Epoch 14][Batch 149], Speed: 60.101 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.243, HeatmapFocal=3.046
[Epoch 14][Batch 159], Speed: 60.730 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.242, HeatmapFocal=3.044
[Epoch 14][Batch 169], Speed: 61.149 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.042
[Epoch 14][Batch 179], Speed: 61.088 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.242, HeatmapFocal=3.040
[Epoch 14][Batch 189], Speed: 61.012 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.038
[Epoch 14][Batch 199], Speed: 60.654 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.242, HeatmapFocal=3.036
[Epoch 14][Batch 209], Speed: 60.686 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.034
[Epoch 14][Batch 219], Speed: 59.385 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.242, HeatmapFocal=3.032
[Epoch 14][Batch 229], Speed: 60.837 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.030
[Epoch 14][Batch 239], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.028
[Epoch 14][Batch 249], Speed: 60.431 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.242, HeatmapFocal=3.026
[Epoch 14][Batch 259], Speed: 59.268 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.242, HeatmapFocal=3.024
[Epoch 14][Batch 269], Speed: 60.691 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.242, HeatmapFocal=3.022
[Epoch 14][Batch 279], Speed: 61.470 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.242, HeatmapFocal=3.020
[Epoch 14][Batch 289], Speed: 61.330 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.242, HeatmapFocal=3.018
[Epoch 14][Batch 299], Speed: 60.962 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.017
[Epoch 14][Batch 309], Speed: 60.762 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.015
[Epoch 14][Batch 319], Speed: 59.309 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.013
[Epoch 14][Batch 329], Speed: 60.357 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.011
[Epoch 14][Batch 339], Speed: 61.395 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.009
[Epoch 14][Batch 349], Speed: 61.854 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.242, HeatmapFocal=3.007
[Epoch 14][Batch 359], Speed: 61.691 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.005
[Epoch 14][Batch 369], Speed: 61.618 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.242, HeatmapFocal=3.003
[Epoch 14][Batch 379], Speed: 60.544 samples/sec, LR=0.000125, WHL1=0.439, CenterRegL1=0.242, HeatmapFocal=3.001
[Epoch 14][Batch 389], Speed: 61.608 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.242, HeatmapFocal=3.000
[Epoch 14][Batch 399], Speed: 35.498 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.242, HeatmapFocal=2.998
[Epoch 14][Batch 409], Speed: 60.744 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.242, HeatmapFocal=2.996
[Epoch 14][Batch 419], Speed: 60.181 samples/sec, LR=0.000125, WHL1=0.441, CenterRegL1=0.242, HeatmapFocal=2.994
[Epoch 14][Batch 429], Speed: 59.931 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.242, HeatmapFocal=2.992
[Epoch 14][Batch 439], Speed: 61.182 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.242, HeatmapFocal=2.991
[Epoch 14][Batch 449], Speed: 61.012 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.242, HeatmapFocal=2.989
[Epoch 14][Batch 459], Speed: 61.653 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.242, HeatmapFocal=2.987
[Epoch 14][Batch 469], Speed: 62.341 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.242, HeatmapFocal=2.985
[Epoch 14][Batch 479], Speed: 61.871 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.242, HeatmapFocal=2.983
[Epoch 14][Batch 489], Speed: 62.010 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.242, HeatmapFocal=2.982
[Epoch 14][Batch 499], Speed: 62.560 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.242, HeatmapFocal=2.980
[Epoch 14][Batch 509], Speed: 62.423 samples/sec, LR=0.000125, WHL1=0.444, CenterRegL1=0.242, HeatmapFocal=2.978
[Epoch 14] Training cost: 277.044, WHL1=0.444, CenterRegL1=0.242, HeatmapFocal=2.977
[Epoch 15][Batch 9], Speed: 61.413 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.241, HeatmapFocal=2.975
[Epoch 15][Batch 19], Speed: 60.643 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=2.973
[Epoch 15][Batch 29], Speed: 61.426 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.240, HeatmapFocal=2.971
[Epoch 15][Batch 39], Speed: 61.635 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.240, HeatmapFocal=2.970
[Epoch 15][Batch 49], Speed: 61.711 samples/sec, LR=0.000125, WHL1=0.437, CenterRegL1=0.239, HeatmapFocal=2.968
[Epoch 15][Batch 59], Speed: 61.913 samples/sec, LR=0.000125, WHL1=0.436, CenterRegL1=0.239, HeatmapFocal=2.966
[Epoch 15][Batch 69], Speed: 61.351 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.239, HeatmapFocal=2.964
[Epoch 15][Batch 79], Speed: 59.503 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.239, HeatmapFocal=2.962
[Epoch 15][Batch 89], Speed: 60.841 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=2.960
[Epoch 15][Batch 99], Speed: 60.451 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=2.958
[Epoch 15][Batch 109], Speed: 61.151 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=2.957
[Epoch 15][Batch 119], Speed: 60.738 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=2.955
[Epoch 15][Batch 129], Speed: 59.366 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=2.953
[Epoch 15][Batch 139], Speed: 60.544 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.241, HeatmapFocal=2.951
[Epoch 15][Batch 149], Speed: 61.693 samples/sec, LR=0.000125, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=2.950
[Epoch 15][Batch 159], Speed: 60.349 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.241, HeatmapFocal=2.948
[Epoch 15][Batch 169], Speed: 61.236 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=2.946
[Epoch 15][Batch 179], Speed: 60.980 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=2.944
[Epoch 15][Batch 189], Speed: 60.984 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=2.942
[Epoch 15][Batch 199], Speed: 61.311 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=2.941
[Epoch 15][Batch 209], Speed: 60.316 samples/sec, LR=0.000125, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=2.939
[Epoch 15][Batch 219], Speed: 61.523 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=2.937
[Epoch 15][Batch 229], Speed: 60.076 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=2.935
[Epoch 15][Batch 239], Speed: 61.397 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.241, HeatmapFocal=2.934
[Epoch 15][Batch 249], Speed: 60.917 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=2.932
[Epoch 15][Batch 259], Speed: 61.076 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=2.930
[Epoch 15][Batch 269], Speed: 61.571 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.241, HeatmapFocal=2.928
[Epoch 15][Batch 279], Speed: 61.893 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=2.927
[Epoch 15][Batch 289], Speed: 60.574 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.241, HeatmapFocal=2.925
[Epoch 15][Batch 299], Speed: 61.666 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.241, HeatmapFocal=2.923
[Epoch 15][Batch 309], Speed: 61.786 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.241, HeatmapFocal=2.921
[Epoch 15][Batch 319], Speed: 61.458 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=2.920
[Epoch 15][Batch 329], Speed: 35.203 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.241, HeatmapFocal=2.918
[Epoch 15][Batch 339], Speed: 60.221 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.241, HeatmapFocal=2.916
[Epoch 15][Batch 349], Speed: 60.256 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.241, HeatmapFocal=2.914
[Epoch 15][Batch 359], Speed: 60.813 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.241, HeatmapFocal=2.913
[Epoch 15][Batch 369], Speed: 61.122 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=2.911
[Epoch 15][Batch 379], Speed: 60.693 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=2.910
[Epoch 15][Batch 389], Speed: 60.568 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=2.908
[Epoch 15][Batch 399], Speed: 61.525 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.241, HeatmapFocal=2.906
[Epoch 15][Batch 409], Speed: 61.383 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=2.905
[Epoch 15][Batch 419], Speed: 61.148 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=2.903
[Epoch 15][Batch 429], Speed: 61.598 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=2.901
[Epoch 15][Batch 439], Speed: 61.491 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=2.899
[Epoch 15][Batch 449], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=2.898
[Epoch 15][Batch 459], Speed: 61.427 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=2.896
[Epoch 15][Batch 469], Speed: 61.194 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=2.895
[Epoch 15][Batch 479], Speed: 61.062 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.241, HeatmapFocal=2.893
[Epoch 15][Batch 489], Speed: 61.348 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.241, HeatmapFocal=2.891
[Epoch 15][Batch 499], Speed: 61.925 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=2.889
[Epoch 15][Batch 509], Speed: 59.715 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=2.888
[Epoch 15] Training cost: 276.785, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=2.887
[Epoch 15] Validation: 
aeroplane=0.6493940901773435
bicycle=0.6156029605121178
bird=0.5796420675000669
boat=0.4334609884041495
bottle=0.4983385044406298
bus=0.6301068546628685
car=0.7305449716005626
cat=0.6792572017380089
chair=0.479152456251399
cow=0.6370479928237205
diningtable=0.3758361185106896
dog=0.6845197242434853
horse=0.7358036328681418
motorbike=0.5897728082412973
person=0.7347505312976989
pottedplant=0.384542753060439
sheep=0.70019343938135
sofa=0.34564983651296327
train=0.5346964696457484
tvmonitor=0.7389904118782933
mAP=0.5878651906875487
[Epoch 16][Batch 9], Speed: 60.834 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.236, HeatmapFocal=2.885
[Epoch 16][Batch 19], Speed: 61.128 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.237, HeatmapFocal=2.883
[Epoch 16][Batch 29], Speed: 61.473 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.239, HeatmapFocal=2.882
[Epoch 16][Batch 39], Speed: 60.521 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.880
[Epoch 16][Batch 49], Speed: 60.967 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.878
[Epoch 16][Batch 59], Speed: 61.359 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.877
[Epoch 16][Batch 69], Speed: 59.879 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.875
[Epoch 16][Batch 79], Speed: 61.171 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.873
[Epoch 16][Batch 89], Speed: 61.308 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.240, HeatmapFocal=2.872
[Epoch 16][Batch 99], Speed: 60.996 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.870
[Epoch 16][Batch 109], Speed: 60.617 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.868
[Epoch 16][Batch 119], Speed: 61.264 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.240, HeatmapFocal=2.867
[Epoch 16][Batch 129], Speed: 61.735 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.865
[Epoch 16][Batch 139], Speed: 61.641 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.240, HeatmapFocal=2.863
[Epoch 16][Batch 149], Speed: 61.430 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=2.862
[Epoch 16][Batch 159], Speed: 35.780 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=2.860
[Epoch 16][Batch 169], Speed: 60.749 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.858
[Epoch 16][Batch 179], Speed: 61.128 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.857
[Epoch 16][Batch 189], Speed: 60.381 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.855
[Epoch 16][Batch 199], Speed: 60.596 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.854
[Epoch 16][Batch 209], Speed: 60.768 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.852
[Epoch 16][Batch 219], Speed: 61.024 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.240, HeatmapFocal=2.850
[Epoch 16][Batch 229], Speed: 60.712 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.849
[Epoch 16][Batch 239], Speed: 60.644 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.847
[Epoch 16][Batch 249], Speed: 61.617 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.240, HeatmapFocal=2.845
[Epoch 16][Batch 259], Speed: 60.943 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.240, HeatmapFocal=2.844
[Epoch 16][Batch 269], Speed: 60.285 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.842
[Epoch 16][Batch 279], Speed: 61.076 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.841
[Epoch 16][Batch 289], Speed: 60.501 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=2.839
[Epoch 16][Batch 299], Speed: 61.015 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.838
[Epoch 16][Batch 309], Speed: 61.057 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.836
[Epoch 16][Batch 319], Speed: 61.071 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.835
[Epoch 16][Batch 329], Speed: 61.366 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.833
[Epoch 16][Batch 339], Speed: 60.349 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.832
[Epoch 16][Batch 349], Speed: 61.364 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.830
[Epoch 16][Batch 359], Speed: 60.818 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=2.829
[Epoch 16][Batch 369], Speed: 61.217 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.827
[Epoch 16][Batch 379], Speed: 61.502 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=2.826
[Epoch 16][Batch 389], Speed: 61.195 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.824
[Epoch 16][Batch 399], Speed: 61.382 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=2.823
[Epoch 16][Batch 409], Speed: 61.550 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.821
[Epoch 16][Batch 419], Speed: 61.326 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.820
[Epoch 16][Batch 429], Speed: 61.381 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.818
[Epoch 16][Batch 439], Speed: 61.000 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.817
[Epoch 16][Batch 449], Speed: 60.920 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.815
[Epoch 16][Batch 459], Speed: 62.033 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.814
[Epoch 16][Batch 469], Speed: 61.982 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.241, HeatmapFocal=2.812
[Epoch 16][Batch 479], Speed: 62.092 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.811
[Epoch 16][Batch 489], Speed: 61.434 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.809
[Epoch 16][Batch 499], Speed: 61.113 samples/sec, LR=0.000125, WHL1=0.413, CenterRegL1=0.241, HeatmapFocal=2.808
[Epoch 16][Batch 509], Speed: 61.256 samples/sec, LR=0.000125, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.806
[Epoch 16] Training cost: 277.613, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.805
[Epoch 17][Batch 9], Speed: 61.308 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.804
[Epoch 17][Batch 19], Speed: 59.044 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.802
[Epoch 17][Batch 29], Speed: 61.215 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.800
[Epoch 17][Batch 39], Speed: 61.168 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.799
[Epoch 17][Batch 49], Speed: 61.060 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.797
[Epoch 17][Batch 59], Speed: 61.809 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.796
[Epoch 17][Batch 69], Speed: 61.525 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.794
[Epoch 17][Batch 79], Speed: 61.122 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.793
[Epoch 17][Batch 89], Speed: 41.930 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.791
[Epoch 17][Batch 99], Speed: 61.400 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.241, HeatmapFocal=2.790
[Epoch 17][Batch 109], Speed: 59.978 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.241, HeatmapFocal=2.789
[Epoch 17][Batch 119], Speed: 61.434 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.242, HeatmapFocal=2.787
[Epoch 17][Batch 129], Speed: 61.140 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.786
[Epoch 17][Batch 139], Speed: 60.907 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.784
[Epoch 17][Batch 149], Speed: 60.631 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.242, HeatmapFocal=2.783
[Epoch 17][Batch 159], Speed: 60.465 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=2.781
[Epoch 17][Batch 169], Speed: 61.116 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.242, HeatmapFocal=2.780
[Epoch 17][Batch 179], Speed: 60.777 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=2.779
[Epoch 17][Batch 189], Speed: 61.241 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.777
[Epoch 17][Batch 199], Speed: 60.889 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.776
[Epoch 17][Batch 209], Speed: 61.101 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.242, HeatmapFocal=2.774
[Epoch 17][Batch 219], Speed: 60.574 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.242, HeatmapFocal=2.773
[Epoch 17][Batch 229], Speed: 58.645 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.771
[Epoch 17][Batch 239], Speed: 61.539 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.770
[Epoch 17][Batch 249], Speed: 60.137 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.768
[Epoch 17][Batch 259], Speed: 60.787 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.767
[Epoch 17][Batch 269], Speed: 60.876 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.766
[Epoch 17][Batch 279], Speed: 60.608 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.764
[Epoch 17][Batch 289], Speed: 60.388 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.763
[Epoch 17][Batch 299], Speed: 60.733 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.761
[Epoch 17][Batch 309], Speed: 61.563 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.760
[Epoch 17][Batch 319], Speed: 61.076 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.758
[Epoch 17][Batch 329], Speed: 60.641 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.757
[Epoch 17][Batch 339], Speed: 61.076 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.756
[Epoch 17][Batch 349], Speed: 61.196 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.754
[Epoch 17][Batch 359], Speed: 61.262 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.753
[Epoch 17][Batch 369], Speed: 60.556 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.751
[Epoch 17][Batch 379], Speed: 61.640 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.750
[Epoch 17][Batch 389], Speed: 61.117 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.749
[Epoch 17][Batch 399], Speed: 60.640 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.747
[Epoch 17][Batch 409], Speed: 61.475 samples/sec, LR=0.000125, WHL1=0.402, CenterRegL1=0.242, HeatmapFocal=2.746
[Epoch 17][Batch 419], Speed: 60.846 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.744
[Epoch 17][Batch 429], Speed: 61.440 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.743
[Epoch 17][Batch 439], Speed: 60.783 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.742
[Epoch 17][Batch 449], Speed: 60.815 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.740
[Epoch 17][Batch 459], Speed: 60.449 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.739
[Epoch 17][Batch 469], Speed: 60.478 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.738
[Epoch 17][Batch 479], Speed: 61.978 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.736
[Epoch 17][Batch 489], Speed: 61.522 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.735
[Epoch 17][Batch 499], Speed: 62.258 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.242, HeatmapFocal=2.734
[Epoch 17][Batch 509], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.242, HeatmapFocal=2.732
[Epoch 17] Training cost: 277.151, WHL1=0.401, CenterRegL1=0.242, HeatmapFocal=2.731
[Epoch 18][Batch 9], Speed: 60.261 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.730
[Epoch 18][Batch 19], Speed: 61.688 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.728
[Epoch 18][Batch 29], Speed: 60.902 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.241, HeatmapFocal=2.727
[Epoch 18][Batch 39], Speed: 61.107 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.241, HeatmapFocal=2.725
[Epoch 18][Batch 49], Speed: 59.854 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.724
[Epoch 18][Batch 59], Speed: 61.203 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.722
[Epoch 18][Batch 69], Speed: 61.026 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.721
[Epoch 18][Batch 79], Speed: 61.665 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.720
[Epoch 18][Batch 89], Speed: 62.262 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.718
[Epoch 18][Batch 99], Speed: 62.181 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.240, HeatmapFocal=2.717
[Epoch 18][Batch 109], Speed: 62.044 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.715
[Epoch 18][Batch 119], Speed: 40.714 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.240, HeatmapFocal=2.714
[Epoch 18][Batch 129], Speed: 61.448 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.713
[Epoch 18][Batch 139], Speed: 60.436 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.711
[Epoch 18][Batch 149], Speed: 61.136 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.710
[Epoch 18][Batch 159], Speed: 60.924 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.708
[Epoch 18][Batch 169], Speed: 61.330 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.707
[Epoch 18][Batch 179], Speed: 60.596 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.239, HeatmapFocal=2.706
[Epoch 18][Batch 189], Speed: 61.556 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.704
[Epoch 18][Batch 199], Speed: 60.682 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.703
[Epoch 18][Batch 209], Speed: 61.662 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.702
[Epoch 18][Batch 219], Speed: 60.499 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.700
[Epoch 18][Batch 229], Speed: 61.293 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.699
[Epoch 18][Batch 239], Speed: 61.979 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.697
[Epoch 18][Batch 249], Speed: 60.820 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.696
[Epoch 18][Batch 259], Speed: 60.895 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.695
[Epoch 18][Batch 269], Speed: 61.570 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.694
[Epoch 18][Batch 279], Speed: 61.046 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.692
[Epoch 18][Batch 289], Speed: 61.032 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.691
[Epoch 18][Batch 299], Speed: 60.933 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.690
[Epoch 18][Batch 309], Speed: 60.672 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.688
[Epoch 18][Batch 319], Speed: 61.322 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.687
[Epoch 18][Batch 329], Speed: 61.273 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.686
[Epoch 18][Batch 339], Speed: 61.148 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.684
[Epoch 18][Batch 349], Speed: 61.468 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.683
[Epoch 18][Batch 359], Speed: 60.986 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.682
[Epoch 18][Batch 369], Speed: 61.370 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.680
[Epoch 18][Batch 379], Speed: 61.522 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.679
[Epoch 18][Batch 389], Speed: 61.073 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.678
[Epoch 18][Batch 399], Speed: 61.392 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.677
[Epoch 18][Batch 409], Speed: 60.171 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.675
[Epoch 18][Batch 419], Speed: 61.209 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.674
[Epoch 18][Batch 429], Speed: 60.634 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.673
[Epoch 18][Batch 439], Speed: 61.649 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.672
[Epoch 18][Batch 449], Speed: 60.751 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.671
[Epoch 18][Batch 459], Speed: 61.259 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.669
[Epoch 18][Batch 469], Speed: 61.317 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.668
[Epoch 18][Batch 479], Speed: 61.857 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.667
[Epoch 18][Batch 489], Speed: 61.746 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.666
[Epoch 18][Batch 499], Speed: 61.470 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.664
[Epoch 18][Batch 509], Speed: 61.900 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.663
[Epoch 18] Training cost: 277.988, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.662
[Epoch 19][Batch 9], Speed: 61.183 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.661
[Epoch 19][Batch 19], Speed: 61.570 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.238, HeatmapFocal=2.660
[Epoch 19][Batch 29], Speed: 60.739 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.658
[Epoch 19][Batch 39], Speed: 61.124 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.657
[Epoch 19][Batch 49], Speed: 35.181 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.241, HeatmapFocal=2.656
[Epoch 19][Batch 59], Speed: 61.299 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.655
[Epoch 19][Batch 69], Speed: 58.780 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.653
[Epoch 19][Batch 79], Speed: 61.058 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.652
[Epoch 19][Batch 89], Speed: 60.937 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.651
[Epoch 19][Batch 99], Speed: 60.435 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.649
[Epoch 19][Batch 109], Speed: 61.571 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.648
[Epoch 19][Batch 119], Speed: 61.216 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.647
[Epoch 19][Batch 129], Speed: 60.621 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.241, HeatmapFocal=2.645
[Epoch 19][Batch 139], Speed: 60.588 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.241, HeatmapFocal=2.644
[Epoch 19][Batch 149], Speed: 61.570 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.643
[Epoch 19][Batch 159], Speed: 60.867 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.642
[Epoch 19][Batch 169], Speed: 61.210 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.640
[Epoch 19][Batch 179], Speed: 59.995 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.639
[Epoch 19][Batch 189], Speed: 61.158 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.638
[Epoch 19][Batch 199], Speed: 60.847 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.637
[Epoch 19][Batch 209], Speed: 61.551 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.635
[Epoch 19][Batch 219], Speed: 61.150 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.634
[Epoch 19][Batch 229], Speed: 60.969 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.633
[Epoch 19][Batch 239], Speed: 59.624 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.632
[Epoch 19][Batch 249], Speed: 61.042 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.630
[Epoch 19][Batch 259], Speed: 61.174 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.629
[Epoch 19][Batch 269], Speed: 59.667 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.628
[Epoch 19][Batch 279], Speed: 61.051 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.627
[Epoch 19][Batch 289], Speed: 60.664 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.625
[Epoch 19][Batch 299], Speed: 60.129 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.624
[Epoch 19][Batch 309], Speed: 60.598 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.623
[Epoch 19][Batch 319], Speed: 59.284 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.622
[Epoch 19][Batch 329], Speed: 61.055 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.621
[Epoch 19][Batch 339], Speed: 60.747 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.620
[Epoch 19][Batch 349], Speed: 61.316 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.618
[Epoch 19][Batch 359], Speed: 60.044 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.617
[Epoch 19][Batch 369], Speed: 61.000 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.616
[Epoch 19][Batch 379], Speed: 61.262 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.615
[Epoch 19][Batch 389], Speed: 60.418 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.614
[Epoch 19][Batch 399], Speed: 61.142 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.613
[Epoch 19][Batch 409], Speed: 61.166 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.612
[Epoch 19][Batch 419], Speed: 60.455 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.610
[Epoch 19][Batch 429], Speed: 61.016 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.609
[Epoch 19][Batch 439], Speed: 61.325 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.608
[Epoch 19][Batch 449], Speed: 61.565 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.607
[Epoch 19][Batch 459], Speed: 62.215 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.606
[Epoch 19][Batch 469], Speed: 62.365 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.605
[Epoch 19][Batch 479], Speed: 61.817 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.240, HeatmapFocal=2.604
[Epoch 19][Batch 489], Speed: 62.315 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.602
[Epoch 19][Batch 499], Speed: 39.548 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.601
[Epoch 19][Batch 509], Speed: 60.941 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.600
[Epoch 19] Training cost: 278.004, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.599
[Epoch 20][Batch 9], Speed: 61.183 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.236, HeatmapFocal=2.598
[Epoch 20][Batch 19], Speed: 60.605 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.236, HeatmapFocal=2.597
[Epoch 20][Batch 29], Speed: 60.521 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.236, HeatmapFocal=2.596
[Epoch 20][Batch 39], Speed: 61.113 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.236, HeatmapFocal=2.595
[Epoch 20][Batch 49], Speed: 61.776 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.236, HeatmapFocal=2.593
[Epoch 20][Batch 59], Speed: 61.886 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.592
[Epoch 20][Batch 69], Speed: 61.318 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.591
[Epoch 20][Batch 79], Speed: 61.657 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.590
[Epoch 20][Batch 89], Speed: 61.697 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.589
[Epoch 20][Batch 99], Speed: 60.924 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.588
[Epoch 20][Batch 109], Speed: 61.440 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.586
[Epoch 20][Batch 119], Speed: 61.604 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.585
[Epoch 20][Batch 129], Speed: 61.012 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.584
[Epoch 20][Batch 139], Speed: 61.267 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.583
[Epoch 20][Batch 149], Speed: 60.831 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.582
[Epoch 20][Batch 159], Speed: 60.901 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.581
[Epoch 20][Batch 169], Speed: 61.515 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.239, HeatmapFocal=2.579
[Epoch 20][Batch 179], Speed: 61.268 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.578
[Epoch 20][Batch 189], Speed: 61.497 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.577
[Epoch 20][Batch 199], Speed: 61.459 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.576
[Epoch 20][Batch 209], Speed: 61.166 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.575
[Epoch 20][Batch 219], Speed: 59.082 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.573
[Epoch 20][Batch 229], Speed: 61.271 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.572
[Epoch 20][Batch 239], Speed: 61.126 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.571
[Epoch 20][Batch 249], Speed: 60.086 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.570
[Epoch 20][Batch 259], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.569
[Epoch 20][Batch 269], Speed: 61.337 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.568
[Epoch 20][Batch 279], Speed: 59.625 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.567
[Epoch 20][Batch 289], Speed: 60.484 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.566
[Epoch 20][Batch 299], Speed: 60.912 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.565
[Epoch 20][Batch 309], Speed: 61.279 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.563
[Epoch 20][Batch 319], Speed: 61.344 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.562
[Epoch 20][Batch 329], Speed: 61.287 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.561
[Epoch 20][Batch 339], Speed: 61.455 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.560
[Epoch 20][Batch 349], Speed: 60.812 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.559
[Epoch 20][Batch 359], Speed: 61.682 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.558
[Epoch 20][Batch 369], Speed: 60.919 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.557
[Epoch 20][Batch 379], Speed: 61.137 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.556
[Epoch 20][Batch 389], Speed: 61.638 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.555
[Epoch 20][Batch 399], Speed: 61.659 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.553
[Epoch 20][Batch 409], Speed: 61.735 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.552
[Epoch 20][Batch 419], Speed: 61.914 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.551
[Epoch 20][Batch 429], Speed: 52.242 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.550
[Epoch 20][Batch 439], Speed: 61.023 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.549
[Epoch 20][Batch 449], Speed: 60.747 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.548
[Epoch 20][Batch 459], Speed: 61.215 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.547
[Epoch 20][Batch 469], Speed: 60.985 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.546
[Epoch 20][Batch 479], Speed: 60.801 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.239, HeatmapFocal=2.545
[Epoch 20][Batch 489], Speed: 61.702 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.544
[Epoch 20][Batch 499], Speed: 61.544 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.543
[Epoch 20][Batch 509], Speed: 61.715 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.542
[Epoch 20] Training cost: 276.387, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.541
[Epoch 20] Validation: 
aeroplane=0.648549761093647
bicycle=0.618462883163907
bird=0.7304481799992363
boat=0.5651801955420728
bottle=0.5288858016509038
bus=0.7388520598685216
car=0.7566306117941989
cat=0.7400327182098058
chair=0.5282169889089937
cow=0.7158025039593878
diningtable=0.25880378815975724
dog=0.7156726336718381
horse=0.7976757036222429
motorbike=0.6904594435464272
person=0.6891212108947007
pottedplant=0.44670013029413896
sheep=0.7629955542295962
sofa=0.4476936432768345
train=0.7020830876268916
tvmonitor=0.7242406526339403
mAP=0.6403253776073521
[Epoch 21][Batch 9], Speed: 60.447 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.240, HeatmapFocal=2.540
[Epoch 21][Batch 19], Speed: 60.612 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.539
[Epoch 21][Batch 29], Speed: 60.672 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.538
[Epoch 21][Batch 39], Speed: 60.741 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.537
[Epoch 21][Batch 49], Speed: 61.137 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.236, HeatmapFocal=2.535
[Epoch 21][Batch 59], Speed: 60.771 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.534
[Epoch 21][Batch 69], Speed: 60.919 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.533
[Epoch 21][Batch 79], Speed: 60.855 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.532
[Epoch 21][Batch 89], Speed: 60.819 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.237, HeatmapFocal=2.531
[Epoch 21][Batch 99], Speed: 61.053 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.530
[Epoch 21][Batch 109], Speed: 61.455 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.529
[Epoch 21][Batch 119], Speed: 60.520 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.528
[Epoch 21][Batch 129], Speed: 59.525 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.527
[Epoch 21][Batch 139], Speed: 59.544 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.526
[Epoch 21][Batch 149], Speed: 61.147 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.524
[Epoch 21][Batch 159], Speed: 61.672 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.523
[Epoch 21][Batch 169], Speed: 61.821 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.522
[Epoch 21][Batch 179], Speed: 60.644 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.521
[Epoch 21][Batch 189], Speed: 60.027 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.520
[Epoch 21][Batch 199], Speed: 60.738 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.519
[Epoch 21][Batch 209], Speed: 61.656 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.518
[Epoch 21][Batch 219], Speed: 61.570 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.517
[Epoch 21][Batch 229], Speed: 61.946 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.516
[Epoch 21][Batch 239], Speed: 61.079 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.515
[Epoch 21][Batch 249], Speed: 61.557 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.514
[Epoch 21][Batch 259], Speed: 36.866 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.513
[Epoch 21][Batch 269], Speed: 61.421 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.512
[Epoch 21][Batch 279], Speed: 60.799 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.511
[Epoch 21][Batch 289], Speed: 60.267 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.510
[Epoch 21][Batch 299], Speed: 60.809 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.508
[Epoch 21][Batch 309], Speed: 60.771 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.507
[Epoch 21][Batch 319], Speed: 61.187 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.506
[Epoch 21][Batch 329], Speed: 60.909 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.505
[Epoch 21][Batch 339], Speed: 60.855 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.504
[Epoch 21][Batch 349], Speed: 61.319 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.503
[Epoch 21][Batch 359], Speed: 60.601 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.502
[Epoch 21][Batch 369], Speed: 61.442 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.501
[Epoch 21][Batch 379], Speed: 60.860 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.500
[Epoch 21][Batch 389], Speed: 60.603 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.499
[Epoch 21][Batch 399], Speed: 61.253 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.498
[Epoch 21][Batch 409], Speed: 60.123 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.497
[Epoch 21][Batch 419], Speed: 60.613 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.496
[Epoch 21][Batch 429], Speed: 61.279 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.495
[Epoch 21][Batch 439], Speed: 60.203 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.494
[Epoch 21][Batch 449], Speed: 61.223 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.493
[Epoch 21][Batch 459], Speed: 61.077 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.492
[Epoch 21][Batch 469], Speed: 62.080 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.491
[Epoch 21][Batch 479], Speed: 61.096 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.490
[Epoch 21][Batch 489], Speed: 61.665 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.489
[Epoch 21][Batch 499], Speed: 61.748 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.488
[Epoch 21][Batch 509], Speed: 61.815 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.487
[Epoch 21] Training cost: 277.078, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.486
[Epoch 22][Batch 9], Speed: 61.341 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.245, HeatmapFocal=2.485
[Epoch 22][Batch 19], Speed: 61.127 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.484
[Epoch 22][Batch 29], Speed: 61.660 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.240, HeatmapFocal=2.483
[Epoch 22][Batch 39], Speed: 61.549 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.482
[Epoch 22][Batch 49], Speed: 61.550 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.481
[Epoch 22][Batch 59], Speed: 61.708 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.480
[Epoch 22][Batch 69], Speed: 60.304 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.479
[Epoch 22][Batch 79], Speed: 61.539 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.478
[Epoch 22][Batch 89], Speed: 60.461 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.238, HeatmapFocal=2.477
[Epoch 22][Batch 99], Speed: 59.328 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.476
[Epoch 22][Batch 109], Speed: 60.785 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.475
[Epoch 22][Batch 119], Speed: 61.463 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.474
[Epoch 22][Batch 129], Speed: 60.895 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.473
[Epoch 22][Batch 139], Speed: 61.523 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.472
[Epoch 22][Batch 149], Speed: 61.396 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.471
[Epoch 22][Batch 159], Speed: 62.168 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.470
[Epoch 22][Batch 169], Speed: 61.386 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.239, HeatmapFocal=2.469
[Epoch 22][Batch 179], Speed: 61.952 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.468
[Epoch 22][Batch 189], Speed: 62.024 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.467
[Epoch 22][Batch 199], Speed: 60.924 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.466
[Epoch 22][Batch 209], Speed: 58.910 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.465
[Epoch 22][Batch 219], Speed: 61.170 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.464
[Epoch 22][Batch 229], Speed: 60.485 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.463
[Epoch 22][Batch 239], Speed: 59.653 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.462
[Epoch 22][Batch 249], Speed: 60.821 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.461
[Epoch 22][Batch 259], Speed: 61.536 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.460
[Epoch 22][Batch 269], Speed: 62.027 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.459
[Epoch 22][Batch 279], Speed: 61.754 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.458
[Epoch 22][Batch 289], Speed: 51.325 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.457
[Epoch 22][Batch 299], Speed: 60.453 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.456
[Epoch 22][Batch 309], Speed: 59.959 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.455
[Epoch 22][Batch 319], Speed: 59.239 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.454
[Epoch 22][Batch 329], Speed: 60.998 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.453
[Epoch 22][Batch 339], Speed: 60.426 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.452
[Epoch 22][Batch 349], Speed: 60.882 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.451
[Epoch 22][Batch 359], Speed: 61.247 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.450
[Epoch 22][Batch 369], Speed: 60.637 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.449
[Epoch 22][Batch 379], Speed: 61.431 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.449
[Epoch 22][Batch 389], Speed: 61.546 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.448
[Epoch 22][Batch 399], Speed: 60.727 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.447
[Epoch 22][Batch 409], Speed: 61.811 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.446
[Epoch 22][Batch 419], Speed: 61.149 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.445
[Epoch 22][Batch 429], Speed: 60.913 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.444
[Epoch 22][Batch 439], Speed: 60.992 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.443
[Epoch 22][Batch 449], Speed: 61.386 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.442
[Epoch 22][Batch 459], Speed: 60.459 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.441
[Epoch 22][Batch 469], Speed: 61.726 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.440
[Epoch 22][Batch 479], Speed: 61.614 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.439
[Epoch 22][Batch 489], Speed: 61.378 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.438
[Epoch 22][Batch 499], Speed: 61.813 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.239, HeatmapFocal=2.437
[Epoch 22][Batch 509], Speed: 62.246 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.436
[Epoch 22] Training cost: 278.381, WHL1=0.360, CenterRegL1=0.239, HeatmapFocal=2.436
[Epoch 23][Batch 9], Speed: 61.020 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.435
[Epoch 23][Batch 19], Speed: 60.029 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.434
[Epoch 23][Batch 29], Speed: 61.571 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.433
[Epoch 23][Batch 39], Speed: 61.112 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.432
[Epoch 23][Batch 49], Speed: 61.402 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.431
[Epoch 23][Batch 59], Speed: 60.644 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.430
[Epoch 23][Batch 69], Speed: 60.945 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.429
[Epoch 23][Batch 79], Speed: 61.252 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.240, HeatmapFocal=2.428
[Epoch 23][Batch 89], Speed: 61.067 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.240, HeatmapFocal=2.427
[Epoch 23][Batch 99], Speed: 60.658 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.240, HeatmapFocal=2.426
[Epoch 23][Batch 109], Speed: 60.634 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.240, HeatmapFocal=2.425
[Epoch 23][Batch 119], Speed: 61.180 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.241, HeatmapFocal=2.424
[Epoch 23][Batch 129], Speed: 61.239 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.241, HeatmapFocal=2.423
[Epoch 23][Batch 139], Speed: 61.427 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.241, HeatmapFocal=2.422
[Epoch 23][Batch 149], Speed: 60.744 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.240, HeatmapFocal=2.421
[Epoch 23][Batch 159], Speed: 61.797 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.420
[Epoch 23][Batch 169], Speed: 61.275 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.419
[Epoch 23][Batch 179], Speed: 62.016 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.240, HeatmapFocal=2.418
[Epoch 23][Batch 189], Speed: 61.745 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.418
[Epoch 23][Batch 199], Speed: 61.372 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.417
[Epoch 23][Batch 209], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.240, HeatmapFocal=2.416
[Epoch 23][Batch 219], Speed: 35.282 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.240, HeatmapFocal=2.415
[Epoch 23][Batch 229], Speed: 60.420 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.414
[Epoch 23][Batch 239], Speed: 60.721 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.413
[Epoch 23][Batch 249], Speed: 60.631 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.412
[Epoch 23][Batch 259], Speed: 60.380 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.411
[Epoch 23][Batch 269], Speed: 61.113 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.410
[Epoch 23][Batch 279], Speed: 60.710 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.409
[Epoch 23][Batch 289], Speed: 60.593 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.408
[Epoch 23][Batch 299], Speed: 61.046 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.407
[Epoch 23][Batch 309], Speed: 61.049 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.406
[Epoch 23][Batch 319], Speed: 61.149 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.406
[Epoch 23][Batch 329], Speed: 60.951 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.405
[Epoch 23][Batch 339], Speed: 59.882 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.404
[Epoch 23][Batch 349], Speed: 60.803 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.403
[Epoch 23][Batch 359], Speed: 60.690 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.402
[Epoch 23][Batch 369], Speed: 61.006 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.401
[Epoch 23][Batch 379], Speed: 60.945 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.400
[Epoch 23][Batch 389], Speed: 61.517 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.399
[Epoch 23][Batch 399], Speed: 60.894 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.399
[Epoch 23][Batch 409], Speed: 61.193 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.398
[Epoch 23][Batch 419], Speed: 61.701 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.397
[Epoch 23][Batch 429], Speed: 61.260 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.396
[Epoch 23][Batch 439], Speed: 61.044 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.395
[Epoch 23][Batch 449], Speed: 60.259 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.394
[Epoch 23][Batch 459], Speed: 61.414 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.394
[Epoch 23][Batch 469], Speed: 61.737 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.393
[Epoch 23][Batch 479], Speed: 60.926 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.392
[Epoch 23][Batch 489], Speed: 61.783 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.391
[Epoch 23][Batch 499], Speed: 61.523 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.390
[Epoch 23][Batch 509], Speed: 61.038 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.389
[Epoch 23] Training cost: 276.723, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.389
[Epoch 24][Batch 9], Speed: 60.877 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.242, HeatmapFocal=2.388
[Epoch 24][Batch 19], Speed: 61.507 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.387
[Epoch 24][Batch 29], Speed: 61.460 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.242, HeatmapFocal=2.386
[Epoch 24][Batch 39], Speed: 61.672 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.242, HeatmapFocal=2.385
[Epoch 24][Batch 49], Speed: 60.815 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.241, HeatmapFocal=2.384
[Epoch 24][Batch 59], Speed: 60.980 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.241, HeatmapFocal=2.383
[Epoch 24][Batch 69], Speed: 60.338 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.240, HeatmapFocal=2.382
[Epoch 24][Batch 79], Speed: 60.820 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.239, HeatmapFocal=2.382
[Epoch 24][Batch 89], Speed: 61.632 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.381
[Epoch 24][Batch 99], Speed: 61.482 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.380
[Epoch 24][Batch 109], Speed: 61.607 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.379
[Epoch 24][Batch 119], Speed: 61.274 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.239, HeatmapFocal=2.378
[Epoch 24][Batch 129], Speed: 61.871 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.377
[Epoch 24][Batch 139], Speed: 61.383 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.376
[Epoch 24][Batch 149], Speed: 49.818 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.376
[Epoch 24][Batch 159], Speed: 60.903 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.375
[Epoch 24][Batch 169], Speed: 59.144 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.374
[Epoch 24][Batch 179], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.373
[Epoch 24][Batch 189], Speed: 60.844 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.372
[Epoch 24][Batch 199], Speed: 59.779 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.371
[Epoch 24][Batch 209], Speed: 60.647 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.370
[Epoch 24][Batch 219], Speed: 61.256 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.369
[Epoch 24][Batch 229], Speed: 60.809 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.368
[Epoch 24][Batch 239], Speed: 61.148 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.238, HeatmapFocal=2.368
[Epoch 24][Batch 249], Speed: 61.043 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.367
[Epoch 24][Batch 259], Speed: 60.731 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.366
[Epoch 24][Batch 269], Speed: 59.668 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.365
[Epoch 24][Batch 279], Speed: 60.491 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.365
[Epoch 24][Batch 289], Speed: 60.980 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.364
[Epoch 24][Batch 299], Speed: 60.602 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.363
[Epoch 24][Batch 309], Speed: 59.519 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.238, HeatmapFocal=2.362
[Epoch 24][Batch 319], Speed: 61.228 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.361
[Epoch 24][Batch 329], Speed: 61.459 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.360
[Epoch 24][Batch 339], Speed: 60.828 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.359
[Epoch 24][Batch 349], Speed: 60.869 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.359
[Epoch 24][Batch 359], Speed: 61.238 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.358
[Epoch 24][Batch 369], Speed: 61.099 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.357
[Epoch 24][Batch 379], Speed: 61.082 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.356
[Epoch 24][Batch 389], Speed: 61.378 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.238, HeatmapFocal=2.355
[Epoch 24][Batch 399], Speed: 60.918 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.355
[Epoch 24][Batch 409], Speed: 61.188 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.354
[Epoch 24][Batch 419], Speed: 60.389 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.353
[Epoch 24][Batch 429], Speed: 61.195 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.352
[Epoch 24][Batch 439], Speed: 60.991 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.352
[Epoch 24][Batch 449], Speed: 60.706 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.351
[Epoch 24][Batch 459], Speed: 61.411 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.350
[Epoch 24][Batch 469], Speed: 61.383 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.349
[Epoch 24][Batch 479], Speed: 61.309 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.348
[Epoch 24][Batch 489], Speed: 62.407 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.348
[Epoch 24][Batch 499], Speed: 61.796 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.347
[Epoch 24][Batch 509], Speed: 61.490 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.346
[Epoch 24] Training cost: 276.629, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.345
[Epoch 25][Batch 9], Speed: 60.650 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.344
[Epoch 25][Batch 19], Speed: 61.616 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.238, HeatmapFocal=2.344
[Epoch 25][Batch 29], Speed: 60.811 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.235, HeatmapFocal=2.343
[Epoch 25][Batch 39], Speed: 61.991 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.342
[Epoch 25][Batch 49], Speed: 61.790 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.341
[Epoch 25][Batch 59], Speed: 62.134 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.340
[Epoch 25][Batch 69], Speed: 61.735 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.339
[Epoch 25][Batch 79], Speed: 60.527 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.338
[Epoch 25][Batch 89], Speed: 60.544 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.338
[Epoch 25][Batch 99], Speed: 60.955 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.337
[Epoch 25][Batch 109], Speed: 59.394 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.336
[Epoch 25][Batch 119], Speed: 60.744 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.335
[Epoch 25][Batch 129], Speed: 60.465 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.334
[Epoch 25][Batch 139], Speed: 61.199 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.333
[Epoch 25][Batch 149], Speed: 61.018 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.333
[Epoch 25][Batch 159], Speed: 60.878 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.332
[Epoch 25][Batch 169], Speed: 61.304 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.331
[Epoch 25][Batch 179], Speed: 61.584 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.330
[Epoch 25][Batch 189], Speed: 60.826 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329
[Epoch 25][Batch 199], Speed: 61.662 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.329
[Epoch 25][Batch 209], Speed: 61.207 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.328
[Epoch 25][Batch 219], Speed: 60.824 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.327
[Epoch 25][Batch 229], Speed: 61.341 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.326
[Epoch 25][Batch 239], Speed: 60.537 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.325
[Epoch 25][Batch 249], Speed: 60.537 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.324
[Epoch 25][Batch 259], Speed: 61.427 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.323
[Epoch 25][Batch 269], Speed: 61.005 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.323
[Epoch 25][Batch 279], Speed: 60.541 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.322
[Epoch 25][Batch 289], Speed: 61.189 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.321
[Epoch 25][Batch 299], Speed: 61.151 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.320
[Epoch 25][Batch 309], Speed: 59.979 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.319
[Epoch 25][Batch 319], Speed: 61.313 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.319
[Epoch 25][Batch 329], Speed: 61.147 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.318
[Epoch 25][Batch 339], Speed: 60.896 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.236, HeatmapFocal=2.317
[Epoch 25][Batch 349], Speed: 60.889 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.236, HeatmapFocal=2.316
[Epoch 25][Batch 359], Speed: 58.942 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.315
[Epoch 25][Batch 369], Speed: 61.088 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.236, HeatmapFocal=2.315
[Epoch 25][Batch 379], Speed: 59.297 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.236, HeatmapFocal=2.314
[Epoch 25][Batch 389], Speed: 61.174 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.313
[Epoch 25][Batch 399], Speed: 61.319 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.312
[Epoch 25][Batch 409], Speed: 60.104 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.312
[Epoch 25][Batch 419], Speed: 61.423 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.311
[Epoch 25][Batch 429], Speed: 61.114 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.310
[Epoch 25][Batch 439], Speed: 61.109 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.309
[Epoch 25][Batch 449], Speed: 61.164 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.309
[Epoch 25][Batch 459], Speed: 61.838 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.308
[Epoch 25][Batch 469], Speed: 60.979 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.307
[Epoch 25][Batch 479], Speed: 61.915 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.306
[Epoch 25][Batch 489], Speed: 62.015 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.306
[Epoch 25][Batch 499], Speed: 61.415 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.305
[Epoch 25][Batch 509], Speed: 62.459 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.304
[Epoch 25] Training cost: 276.934, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.304
[Epoch 25] Validation: 
aeroplane=0.7527765813819317
bicycle=0.7793597954886637
bird=0.6678238337936164
boat=0.5824681156014618
bottle=0.5891368998249108
bus=0.772712379428355
car=0.7877314048974995
cat=0.7566067317094723
chair=0.5914796353648758
cow=0.7647766663703717
diningtable=0.44131257893700493
dog=0.7415433855971346
horse=0.8077143728293095
motorbike=0.7517640605948157
person=0.7577239447747717
pottedplant=0.4236075723895979
sheep=0.7346375925003553
sofa=0.5916394474796115
train=0.7694268928530863
tvmonitor=0.7096500222376665
mAP=0.6886945957027256
[Epoch 26][Batch 9], Speed: 60.406 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.242, HeatmapFocal=2.303
[Epoch 26][Batch 19], Speed: 61.186 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.239, HeatmapFocal=2.302
[Epoch 26][Batch 29], Speed: 61.833 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.301
[Epoch 26][Batch 39], Speed: 60.802 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.300
[Epoch 26][Batch 49], Speed: 60.888 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.300
[Epoch 26][Batch 59], Speed: 61.321 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.238, HeatmapFocal=2.299
[Epoch 26][Batch 69], Speed: 61.458 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.238, HeatmapFocal=2.298
[Epoch 26][Batch 79], Speed: 59.750 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.297
[Epoch 26][Batch 89], Speed: 59.333 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.296
[Epoch 26][Batch 99], Speed: 61.313 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.296
[Epoch 26][Batch 109], Speed: 61.986 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.295
[Epoch 26][Batch 119], Speed: 59.410 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.294
[Epoch 26][Batch 129], Speed: 60.449 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.293
[Epoch 26][Batch 139], Speed: 61.346 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.293
[Epoch 26][Batch 149], Speed: 61.141 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.292
[Epoch 26][Batch 159], Speed: 60.215 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.291
[Epoch 26][Batch 169], Speed: 61.617 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.290
[Epoch 26][Batch 179], Speed: 60.579 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.237, HeatmapFocal=2.289
[Epoch 26][Batch 189], Speed: 60.618 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.289
[Epoch 26][Batch 199], Speed: 61.285 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.237, HeatmapFocal=2.288
[Epoch 26][Batch 209], Speed: 60.903 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.287
[Epoch 26][Batch 219], Speed: 61.498 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.286
[Epoch 26][Batch 229], Speed: 61.397 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.286
[Epoch 26][Batch 239], Speed: 61.302 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.285
[Epoch 26][Batch 249], Speed: 61.598 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.284
[Epoch 26][Batch 259], Speed: 60.958 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.238, HeatmapFocal=2.283
[Epoch 26][Batch 269], Speed: 61.539 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.282
[Epoch 26][Batch 279], Speed: 60.970 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.282
[Epoch 26][Batch 289], Speed: 61.487 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.281
[Epoch 26][Batch 299], Speed: 61.577 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.280
[Epoch 26][Batch 309], Speed: 61.030 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.279
[Epoch 26][Batch 319], Speed: 61.763 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.279
[Epoch 26][Batch 329], Speed: 61.775 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.278
[Epoch 26][Batch 339], Speed: 61.851 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.277
[Epoch 26][Batch 349], Speed: 61.661 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.276
[Epoch 26][Batch 359], Speed: 61.811 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.276
[Epoch 26][Batch 369], Speed: 61.134 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.275
[Epoch 26][Batch 379], Speed: 61.173 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.274
[Epoch 26][Batch 389], Speed: 60.957 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.273
[Epoch 26][Batch 399], Speed: 61.072 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.272
[Epoch 26][Batch 409], Speed: 61.536 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.272
[Epoch 26][Batch 419], Speed: 61.664 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.271
[Epoch 26][Batch 429], Speed: 61.766 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.270
[Epoch 26][Batch 439], Speed: 62.237 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.270
[Epoch 26][Batch 449], Speed: 62.419 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.269
[Epoch 26][Batch 459], Speed: 40.446 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.268
[Epoch 26][Batch 469], Speed: 62.302 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.267
[Epoch 26][Batch 479], Speed: 61.857 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.267
[Epoch 26][Batch 489], Speed: 61.487 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.266
[Epoch 26][Batch 499], Speed: 62.161 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.265
[Epoch 26][Batch 509], Speed: 61.047 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.265
[Epoch 26] Training cost: 277.862, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.264
[Epoch 27][Batch 9], Speed: 61.314 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.264
[Epoch 27][Batch 19], Speed: 61.759 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.233, HeatmapFocal=2.263
[Epoch 27][Batch 29], Speed: 60.448 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.233, HeatmapFocal=2.262
[Epoch 27][Batch 39], Speed: 61.464 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.261
[Epoch 27][Batch 49], Speed: 60.237 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.261
[Epoch 27][Batch 59], Speed: 61.822 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.260
[Epoch 27][Batch 69], Speed: 60.923 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.259
[Epoch 27][Batch 79], Speed: 60.988 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.258
[Epoch 27][Batch 89], Speed: 60.881 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.237, HeatmapFocal=2.258
[Epoch 27][Batch 99], Speed: 59.225 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.257
[Epoch 27][Batch 109], Speed: 61.294 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.256
[Epoch 27][Batch 119], Speed: 60.971 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.255
[Epoch 27][Batch 129], Speed: 61.313 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.255
[Epoch 27][Batch 139], Speed: 61.075 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.254
[Epoch 27][Batch 149], Speed: 61.514 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.253
[Epoch 27][Batch 159], Speed: 61.252 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.252
[Epoch 27][Batch 169], Speed: 60.908 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.252
[Epoch 27][Batch 179], Speed: 60.756 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.238, HeatmapFocal=2.251
[Epoch 27][Batch 189], Speed: 60.511 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.250
[Epoch 27][Batch 199], Speed: 60.184 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.249
[Epoch 27][Batch 209], Speed: 59.925 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.249
[Epoch 27][Batch 219], Speed: 60.932 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.248
[Epoch 27][Batch 229], Speed: 61.303 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.247
[Epoch 27][Batch 239], Speed: 60.460 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.247
[Epoch 27][Batch 249], Speed: 61.058 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.246
[Epoch 27][Batch 259], Speed: 61.486 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.245
[Epoch 27][Batch 269], Speed: 60.789 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.245
[Epoch 27][Batch 279], Speed: 60.739 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.244
[Epoch 27][Batch 289], Speed: 60.669 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.243
[Epoch 27][Batch 299], Speed: 61.104 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.242
[Epoch 27][Batch 309], Speed: 60.828 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.242
[Epoch 27][Batch 319], Speed: 61.371 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.241
[Epoch 27][Batch 329], Speed: 61.525 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.240
[Epoch 27][Batch 339], Speed: 61.665 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.240
[Epoch 27][Batch 349], Speed: 61.718 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.239
[Epoch 27][Batch 359], Speed: 61.519 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.238
[Epoch 27][Batch 369], Speed: 61.720 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.237
[Epoch 27][Batch 379], Speed: 61.424 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.237
[Epoch 27][Batch 389], Speed: 61.081 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.236
[Epoch 27][Batch 399], Speed: 60.450 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.235
[Epoch 27][Batch 409], Speed: 61.147 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.235
[Epoch 27][Batch 419], Speed: 60.935 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.234
[Epoch 27][Batch 429], Speed: 61.035 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.233
[Epoch 27][Batch 439], Speed: 59.846 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.233
[Epoch 27][Batch 449], Speed: 58.912 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.232
[Epoch 27][Batch 459], Speed: 61.621 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.231
[Epoch 27][Batch 469], Speed: 61.428 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.231
[Epoch 27][Batch 479], Speed: 61.877 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.230
[Epoch 27][Batch 489], Speed: 61.693 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.229
[Epoch 27][Batch 499], Speed: 61.681 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.228
[Epoch 27][Batch 509], Speed: 61.728 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.228
[Epoch 27] Training cost: 277.373, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.227
[Epoch 28][Batch 9], Speed: 61.364 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.226
[Epoch 28][Batch 19], Speed: 61.047 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.240, HeatmapFocal=2.226
[Epoch 28][Batch 29], Speed: 61.052 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.225
[Epoch 28][Batch 39], Speed: 60.072 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.224
[Epoch 28][Batch 49], Speed: 61.557 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.238, HeatmapFocal=2.224
[Epoch 28][Batch 59], Speed: 61.156 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.223
[Epoch 28][Batch 69], Speed: 60.656 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.222
[Epoch 28][Batch 79], Speed: 61.198 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.222
[Epoch 28][Batch 89], Speed: 61.137 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.221
[Epoch 28][Batch 99], Speed: 61.069 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.220
[Epoch 28][Batch 109], Speed: 60.968 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.219
[Epoch 28][Batch 119], Speed: 61.010 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.219
[Epoch 28][Batch 129], Speed: 61.325 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.218
[Epoch 28][Batch 139], Speed: 60.155 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.217
[Epoch 28][Batch 149], Speed: 59.553 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.217
[Epoch 28][Batch 159], Speed: 60.535 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.216
[Epoch 28][Batch 169], Speed: 61.606 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.240, HeatmapFocal=2.215
[Epoch 28][Batch 179], Speed: 60.841 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.240, HeatmapFocal=2.215
[Epoch 28][Batch 189], Speed: 60.992 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.214
[Epoch 28][Batch 199], Speed: 60.788 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.213
[Epoch 28][Batch 209], Speed: 61.495 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.212
[Epoch 28][Batch 219], Speed: 60.284 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.212
[Epoch 28][Batch 229], Speed: 61.354 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.211
[Epoch 28][Batch 239], Speed: 59.904 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.239, HeatmapFocal=2.211
[Epoch 28][Batch 249], Speed: 61.140 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.210
[Epoch 28][Batch 259], Speed: 60.964 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.209
[Epoch 28][Batch 269], Speed: 61.159 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.209
[Epoch 28][Batch 279], Speed: 62.011 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.208
[Epoch 28][Batch 289], Speed: 61.756 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.207
[Epoch 28][Batch 299], Speed: 61.500 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.206
[Epoch 28][Batch 309], Speed: 61.838 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.206
[Epoch 28][Batch 319], Speed: 61.262 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.205
[Epoch 28][Batch 329], Speed: 59.436 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.205
[Epoch 28][Batch 339], Speed: 60.089 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.204
[Epoch 28][Batch 349], Speed: 58.958 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 28][Batch 359], Speed: 60.887 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.238, HeatmapFocal=2.203
[Epoch 28][Batch 369], Speed: 60.931 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.202
[Epoch 28][Batch 379], Speed: 61.088 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 28][Batch 389], Speed: 61.361 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.201
[Epoch 28][Batch 399], Speed: 61.454 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.200
[Epoch 28][Batch 409], Speed: 61.649 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.199
[Epoch 28][Batch 419], Speed: 61.240 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.198
[Epoch 28][Batch 429], Speed: 61.598 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.198
[Epoch 28][Batch 439], Speed: 60.489 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.197
[Epoch 28][Batch 449], Speed: 61.517 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.196
[Epoch 28][Batch 459], Speed: 61.246 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.196
[Epoch 28][Batch 469], Speed: 61.744 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.195
[Epoch 28][Batch 479], Speed: 62.107 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.194
[Epoch 28][Batch 489], Speed: 61.705 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.194
[Epoch 28][Batch 499], Speed: 61.678 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.237, HeatmapFocal=2.193
[Epoch 28][Batch 509], Speed: 62.200 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.192
[Epoch 28] Training cost: 276.771, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.192
[Epoch 29][Batch 9], Speed: 60.388 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.240, HeatmapFocal=2.191
[Epoch 29][Batch 19], Speed: 61.311 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.239, HeatmapFocal=2.190
[Epoch 29][Batch 29], Speed: 61.329 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.239, HeatmapFocal=2.190
[Epoch 29][Batch 39], Speed: 60.745 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.189
[Epoch 29][Batch 49], Speed: 61.642 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.188
[Epoch 29][Batch 59], Speed: 61.869 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.188
[Epoch 29][Batch 69], Speed: 61.011 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.187
[Epoch 29][Batch 79], Speed: 61.355 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.186
[Epoch 29][Batch 89], Speed: 61.219 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.238, HeatmapFocal=2.186
[Epoch 29][Batch 99], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.185
[Epoch 29][Batch 109], Speed: 60.787 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.184
[Epoch 29][Batch 119], Speed: 61.519 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 29][Batch 129], Speed: 61.028 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.238, HeatmapFocal=2.183
[Epoch 29][Batch 139], Speed: 60.611 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.182
[Epoch 29][Batch 149], Speed: 61.469 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.181
[Epoch 29][Batch 159], Speed: 60.873 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.181
[Epoch 29][Batch 169], Speed: 61.544 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.180
[Epoch 29][Batch 179], Speed: 61.121 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.179
[Epoch 29][Batch 189], Speed: 60.961 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.179
[Epoch 29][Batch 199], Speed: 61.466 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.178
[Epoch 29][Batch 209], Speed: 61.377 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.177
[Epoch 29][Batch 219], Speed: 61.154 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.177
[Epoch 29][Batch 229], Speed: 61.886 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.176
[Epoch 29][Batch 239], Speed: 61.162 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.175
[Epoch 29][Batch 249], Speed: 61.146 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.175
[Epoch 29][Batch 259], Speed: 52.748 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.174
[Epoch 29][Batch 269], Speed: 60.633 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.236, HeatmapFocal=2.173
[Epoch 29][Batch 279], Speed: 61.018 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.173
[Epoch 29][Batch 289], Speed: 60.777 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.172
[Epoch 29][Batch 299], Speed: 60.485 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.171
[Epoch 29][Batch 309], Speed: 61.252 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.171
[Epoch 29][Batch 319], Speed: 60.783 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.170
[Epoch 29][Batch 329], Speed: 60.836 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.170
[Epoch 29][Batch 339], Speed: 61.459 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.169
[Epoch 29][Batch 349], Speed: 61.177 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.168
[Epoch 29][Batch 359], Speed: 61.034 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.168
[Epoch 29][Batch 369], Speed: 61.552 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.167
[Epoch 29][Batch 379], Speed: 61.066 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.166
[Epoch 29][Batch 389], Speed: 61.182 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.166
[Epoch 29][Batch 399], Speed: 61.435 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.165
[Epoch 29][Batch 409], Speed: 61.305 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.164
[Epoch 29][Batch 419], Speed: 60.181 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.164
[Epoch 29][Batch 429], Speed: 61.021 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.163
[Epoch 29][Batch 439], Speed: 60.405 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.162
[Epoch 29][Batch 449], Speed: 61.428 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.162
[Epoch 29][Batch 459], Speed: 61.150 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.161
[Epoch 29][Batch 469], Speed: 61.039 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.160
[Epoch 29][Batch 479], Speed: 61.444 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.160
[Epoch 29][Batch 489], Speed: 61.644 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.159
[Epoch 29][Batch 499], Speed: 61.542 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 29][Batch 509], Speed: 61.655 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.158
[Epoch 29] Training cost: 276.923, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.157
[Epoch 30][Batch 9], Speed: 61.253 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.157
[Epoch 30][Batch 19], Speed: 60.977 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.239, HeatmapFocal=2.156
[Epoch 30][Batch 29], Speed: 60.693 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.239, HeatmapFocal=2.155
[Epoch 30][Batch 39], Speed: 61.628 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.240, HeatmapFocal=2.155
[Epoch 30][Batch 49], Speed: 60.701 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.240, HeatmapFocal=2.154
[Epoch 30][Batch 59], Speed: 61.587 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.239, HeatmapFocal=2.153
[Epoch 30][Batch 69], Speed: 60.991 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.153
[Epoch 30][Batch 79], Speed: 59.140 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.152
[Epoch 30][Batch 89], Speed: 61.114 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.151
[Epoch 30][Batch 99], Speed: 61.310 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.151
[Epoch 30][Batch 109], Speed: 60.963 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.150
[Epoch 30][Batch 119], Speed: 61.435 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.150
[Epoch 30][Batch 129], Speed: 60.766 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.149
[Epoch 30][Batch 139], Speed: 61.443 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.148
[Epoch 30][Batch 149], Speed: 61.330 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.148
[Epoch 30][Batch 159], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.147
[Epoch 30][Batch 169], Speed: 61.764 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.146
[Epoch 30][Batch 179], Speed: 61.761 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.146
[Epoch 30][Batch 189], Speed: 34.406 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.145
[Epoch 30][Batch 199], Speed: 61.026 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.144
[Epoch 30][Batch 209], Speed: 60.890 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.144
[Epoch 30][Batch 219], Speed: 60.662 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 30][Batch 229], Speed: 61.118 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.143
[Epoch 30][Batch 239], Speed: 61.353 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.142
[Epoch 30][Batch 249], Speed: 61.005 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.141
[Epoch 30][Batch 259], Speed: 61.455 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.141
[Epoch 30][Batch 269], Speed: 60.586 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.236, HeatmapFocal=2.140
[Epoch 30][Batch 279], Speed: 60.814 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.140
[Epoch 30][Batch 289], Speed: 60.926 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.139
[Epoch 30][Batch 299], Speed: 59.908 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 30][Batch 309], Speed: 59.638 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.138
[Epoch 30][Batch 319], Speed: 59.282 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 30][Batch 329], Speed: 61.046 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.137
[Epoch 30][Batch 339], Speed: 61.329 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.136
[Epoch 30][Batch 349], Speed: 60.779 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 30][Batch 359], Speed: 60.980 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.135
[Epoch 30][Batch 369], Speed: 61.285 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.134
[Epoch 30][Batch 379], Speed: 61.018 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 30][Batch 389], Speed: 60.792 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.133
[Epoch 30][Batch 399], Speed: 61.118 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.132
[Epoch 30][Batch 409], Speed: 60.465 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.132
[Epoch 30][Batch 419], Speed: 61.155 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.131
[Epoch 30][Batch 429], Speed: 61.326 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.130
[Epoch 30][Batch 439], Speed: 61.202 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.237, HeatmapFocal=2.130
[Epoch 30][Batch 449], Speed: 61.216 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.129
[Epoch 30][Batch 459], Speed: 61.708 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.128
[Epoch 30][Batch 469], Speed: 61.474 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.128
[Epoch 30][Batch 479], Speed: 61.673 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.127
[Epoch 30][Batch 489], Speed: 61.343 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.127
[Epoch 30][Batch 499], Speed: 61.785 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.126
[Epoch 30][Batch 509], Speed: 61.372 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.125
[Epoch 30] Training cost: 277.517, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.125
[Epoch 30] Validation: 
aeroplane=0.6675042228459898
bicycle=0.8183264997862034
bird=0.7268396207049332
boat=0.6277872935471025
bottle=0.542004492381451
bus=0.8372824456004261
car=0.8176546951835671
cat=0.8125330585503281
chair=0.5855930568013309
cow=0.8277175874237125
diningtable=0.4770679635111115
dog=0.7831345753626242
horse=0.8502989089383084
motorbike=0.7352204859685427
person=0.7571083841582116
pottedplant=0.4229858519055668
sheep=0.785822299507087
sofa=0.6609699336516506
train=0.8015953316522031
tvmonitor=0.7754434881951883
mAP=0.7156445097837769
[Epoch 31][Batch 9], Speed: 59.909 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=2.124
[Epoch 31][Batch 19], Speed: 60.439 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.237, HeatmapFocal=2.124
[Epoch 31][Batch 29], Speed: 60.916 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.123
[Epoch 31][Batch 39], Speed: 61.391 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.122
[Epoch 31][Batch 49], Speed: 60.825 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.122
[Epoch 31][Batch 59], Speed: 61.369 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=2.121
[Epoch 31][Batch 69], Speed: 61.427 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.120
[Epoch 31][Batch 79], Speed: 60.931 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.120
[Epoch 31][Batch 89], Speed: 61.607 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.237, HeatmapFocal=2.119
[Epoch 31][Batch 99], Speed: 61.504 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.237, HeatmapFocal=2.119
[Epoch 31][Batch 109], Speed: 36.512 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.118
[Epoch 31][Batch 119], Speed: 61.514 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.117
[Epoch 31][Batch 129], Speed: 61.067 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.117
[Epoch 31][Batch 139], Speed: 61.437 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.116
[Epoch 31][Batch 149], Speed: 60.135 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.116
[Epoch 31][Batch 159], Speed: 60.410 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.115
[Epoch 31][Batch 169], Speed: 60.998 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.114
[Epoch 31][Batch 179], Speed: 59.549 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.114
[Epoch 31][Batch 189], Speed: 61.005 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=2.113
[Epoch 31][Batch 199], Speed: 60.235 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.113
[Epoch 31][Batch 209], Speed: 60.114 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.112
[Epoch 31][Batch 219], Speed: 61.348 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 31][Batch 229], Speed: 59.865 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.111
[Epoch 31][Batch 239], Speed: 60.432 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.110
[Epoch 31][Batch 249], Speed: 60.969 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.110
[Epoch 31][Batch 259], Speed: 61.418 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.109
[Epoch 31][Batch 269], Speed: 60.351 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=2.108
[Epoch 31][Batch 279], Speed: 61.367 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.237, HeatmapFocal=2.108
[Epoch 31][Batch 289], Speed: 59.749 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 31][Batch 299], Speed: 60.699 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.107
[Epoch 31][Batch 309], Speed: 60.464 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.106
[Epoch 31][Batch 319], Speed: 60.896 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 31][Batch 329], Speed: 61.104 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.105
[Epoch 31][Batch 339], Speed: 60.603 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.104
[Epoch 31][Batch 349], Speed: 60.971 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.104
[Epoch 31][Batch 359], Speed: 60.484 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.103
[Epoch 31][Batch 369], Speed: 60.916 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 31][Batch 379], Speed: 60.718 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.102
[Epoch 31][Batch 389], Speed: 61.377 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.101
[Epoch 31][Batch 399], Speed: 60.902 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.101
[Epoch 31][Batch 409], Speed: 61.016 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.100
[Epoch 31][Batch 419], Speed: 60.601 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.100
[Epoch 31][Batch 429], Speed: 61.387 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.099
[Epoch 31][Batch 439], Speed: 59.334 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.098
[Epoch 31][Batch 449], Speed: 60.939 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.098
[Epoch 31][Batch 459], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.097
[Epoch 31][Batch 469], Speed: 61.537 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.097
[Epoch 31][Batch 479], Speed: 61.631 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.096
[Epoch 31][Batch 489], Speed: 60.860 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.096
[Epoch 31][Batch 499], Speed: 61.973 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.095
[Epoch 31][Batch 509], Speed: 61.534 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.095
[Epoch 31] Training cost: 278.868, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.094
[Epoch 32][Batch 9], Speed: 61.762 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.093
[Epoch 32][Batch 19], Speed: 61.635 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.239, HeatmapFocal=2.093
[Epoch 32][Batch 29], Speed: 61.417 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.092
[Epoch 32][Batch 39], Speed: 39.852 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.092
[Epoch 32][Batch 49], Speed: 59.825 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.238, HeatmapFocal=2.091
[Epoch 32][Batch 59], Speed: 59.875 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.239, HeatmapFocal=2.090
[Epoch 32][Batch 69], Speed: 61.387 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.090
[Epoch 32][Batch 79], Speed: 61.331 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.089
[Epoch 32][Batch 89], Speed: 61.240 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.089
[Epoch 32][Batch 99], Speed: 61.382 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.088
[Epoch 32][Batch 109], Speed: 61.599 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.088
[Epoch 32][Batch 119], Speed: 61.317 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.238, HeatmapFocal=2.087
[Epoch 32][Batch 129], Speed: 61.168 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.086
[Epoch 32][Batch 139], Speed: 61.182 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.086
[Epoch 32][Batch 149], Speed: 61.314 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.085
[Epoch 32][Batch 159], Speed: 61.487 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.085
[Epoch 32][Batch 169], Speed: 61.458 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.084
[Epoch 32][Batch 179], Speed: 59.277 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=2.084
[Epoch 32][Batch 189], Speed: 60.151 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.083
[Epoch 32][Batch 199], Speed: 61.316 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.237, HeatmapFocal=2.082
[Epoch 32][Batch 209], Speed: 60.582 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.237, HeatmapFocal=2.082
[Epoch 32][Batch 219], Speed: 61.219 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.237, HeatmapFocal=2.081
[Epoch 32][Batch 229], Speed: 61.146 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.081
[Epoch 32][Batch 239], Speed: 61.397 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.080
[Epoch 32][Batch 249], Speed: 59.966 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.079
[Epoch 32][Batch 259], Speed: 61.136 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.079
[Epoch 32][Batch 269], Speed: 61.437 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.078
[Epoch 32][Batch 279], Speed: 61.324 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.078
[Epoch 32][Batch 289], Speed: 60.800 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.077
[Epoch 32][Batch 299], Speed: 59.294 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.077
[Epoch 32][Batch 309], Speed: 61.697 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.076
[Epoch 32][Batch 319], Speed: 61.604 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.075
[Epoch 32][Batch 329], Speed: 60.960 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.075
[Epoch 32][Batch 339], Speed: 61.091 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 32][Batch 349], Speed: 61.339 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.074
[Epoch 32][Batch 359], Speed: 60.621 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.073
[Epoch 32][Batch 369], Speed: 59.809 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 32][Batch 379], Speed: 61.435 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.072
[Epoch 32][Batch 389], Speed: 61.255 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 32][Batch 399], Speed: 60.784 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.071
[Epoch 32][Batch 409], Speed: 61.110 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.070
[Epoch 32][Batch 419], Speed: 60.715 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.070
[Epoch 32][Batch 429], Speed: 61.371 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.069
[Epoch 32][Batch 439], Speed: 61.422 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.069
[Epoch 32][Batch 449], Speed: 61.446 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.068
[Epoch 32][Batch 459], Speed: 61.809 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.068
[Epoch 32][Batch 469], Speed: 62.129 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.067
[Epoch 32][Batch 479], Speed: 61.277 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.067
[Epoch 32][Batch 489], Speed: 58.785 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.066
[Epoch 32][Batch 499], Speed: 62.180 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 32][Batch 509], Speed: 61.606 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 32] Training cost: 277.197, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.065
[Epoch 33][Batch 9], Speed: 61.456 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.234, HeatmapFocal=2.064
[Epoch 33][Batch 19], Speed: 60.712 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.232, HeatmapFocal=2.064
[Epoch 33][Batch 29], Speed: 60.667 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.234, HeatmapFocal=2.063
[Epoch 33][Batch 39], Speed: 59.714 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.062
[Epoch 33][Batch 49], Speed: 61.517 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.062
[Epoch 33][Batch 59], Speed: 60.011 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.061
[Epoch 33][Batch 69], Speed: 60.092 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.061
[Epoch 33][Batch 79], Speed: 60.886 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.060
[Epoch 33][Batch 89], Speed: 61.206 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.060
[Epoch 33][Batch 99], Speed: 61.104 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.059
[Epoch 33][Batch 109], Speed: 60.696 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.058
[Epoch 33][Batch 119], Speed: 61.117 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.237, HeatmapFocal=2.058
[Epoch 33][Batch 129], Speed: 60.843 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.057
[Epoch 33][Batch 139], Speed: 61.061 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.057
[Epoch 33][Batch 149], Speed: 60.696 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.056
[Epoch 33][Batch 159], Speed: 60.548 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.056
[Epoch 33][Batch 169], Speed: 61.603 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.055
[Epoch 33][Batch 179], Speed: 61.661 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.054
[Epoch 33][Batch 189], Speed: 60.971 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.054
[Epoch 33][Batch 199], Speed: 60.797 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.053
[Epoch 33][Batch 209], Speed: 61.208 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.053
[Epoch 33][Batch 219], Speed: 60.906 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.052
[Epoch 33][Batch 229], Speed: 60.925 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.052
[Epoch 33][Batch 239], Speed: 60.693 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.051
[Epoch 33][Batch 249], Speed: 60.650 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.051
[Epoch 33][Batch 259], Speed: 61.114 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.050
[Epoch 33][Batch 269], Speed: 60.886 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.050
[Epoch 33][Batch 279], Speed: 61.280 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.049
[Epoch 33][Batch 289], Speed: 61.527 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.049
[Epoch 33][Batch 299], Speed: 60.929 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.048
[Epoch 33][Batch 309], Speed: 61.476 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.047
[Epoch 33][Batch 319], Speed: 61.568 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.047
[Epoch 33][Batch 329], Speed: 61.414 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.046
[Epoch 33][Batch 339], Speed: 60.618 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.046
[Epoch 33][Batch 349], Speed: 61.163 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.236, HeatmapFocal=2.045
[Epoch 33][Batch 359], Speed: 61.048 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.045
[Epoch 33][Batch 369], Speed: 61.218 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.044
[Epoch 33][Batch 379], Speed: 61.292 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.044
[Epoch 33][Batch 389], Speed: 61.605 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.043
[Epoch 33][Batch 399], Speed: 60.925 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.043
[Epoch 33][Batch 409], Speed: 61.860 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 33][Batch 419], Speed: 61.311 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.042
[Epoch 33][Batch 429], Speed: 60.020 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.041
[Epoch 33][Batch 439], Speed: 60.762 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.041
[Epoch 33][Batch 449], Speed: 61.204 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.040
[Epoch 33][Batch 459], Speed: 61.758 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.040
[Epoch 33][Batch 469], Speed: 61.168 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.039
[Epoch 33][Batch 479], Speed: 61.260 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.039
[Epoch 33][Batch 489], Speed: 61.954 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.038
[Epoch 33][Batch 499], Speed: 61.870 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.038
[Epoch 33][Batch 509], Speed: 61.975 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.037
[Epoch 33] Training cost: 276.721, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.037
[Epoch 34][Batch 9], Speed: 61.508 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.242, HeatmapFocal=2.036
[Epoch 34][Batch 19], Speed: 60.669 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.242, HeatmapFocal=2.036
[Epoch 34][Batch 29], Speed: 61.628 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.240, HeatmapFocal=2.035
[Epoch 34][Batch 39], Speed: 61.072 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=2.035
[Epoch 34][Batch 49], Speed: 61.135 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.239, HeatmapFocal=2.034
[Epoch 34][Batch 59], Speed: 61.695 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.239, HeatmapFocal=2.034
[Epoch 34][Batch 69], Speed: 61.177 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.239, HeatmapFocal=2.033
[Epoch 34][Batch 79], Speed: 60.565 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.239, HeatmapFocal=2.032
[Epoch 34][Batch 89], Speed: 60.662 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.239, HeatmapFocal=2.032
[Epoch 34][Batch 99], Speed: 61.574 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=2.031
[Epoch 34][Batch 109], Speed: 60.976 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.238, HeatmapFocal=2.031
[Epoch 34][Batch 119], Speed: 60.971 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.238, HeatmapFocal=2.030
[Epoch 34][Batch 129], Speed: 60.978 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.239, HeatmapFocal=2.030
[Epoch 34][Batch 139], Speed: 61.005 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.239, HeatmapFocal=2.029
[Epoch 34][Batch 149], Speed: 61.152 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.239, HeatmapFocal=2.028
[Epoch 34][Batch 159], Speed: 59.447 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.239, HeatmapFocal=2.028
[Epoch 34][Batch 169], Speed: 61.107 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.239, HeatmapFocal=2.027
[Epoch 34][Batch 179], Speed: 61.550 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.027
[Epoch 34][Batch 189], Speed: 60.868 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.026
[Epoch 34][Batch 199], Speed: 60.834 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.026
[Epoch 34][Batch 209], Speed: 60.680 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.025
[Epoch 34][Batch 219], Speed: 60.632 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.025
[Epoch 34][Batch 229], Speed: 60.419 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=2.024
[Epoch 34][Batch 239], Speed: 60.674 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.238, HeatmapFocal=2.024
[Epoch 34][Batch 249], Speed: 61.283 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.023
[Epoch 34][Batch 259], Speed: 60.874 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.238, HeatmapFocal=2.023
[Epoch 34][Batch 269], Speed: 61.206 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.238, HeatmapFocal=2.022
[Epoch 34][Batch 279], Speed: 61.415 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=2.022
[Epoch 34][Batch 289], Speed: 60.938 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=2.021
[Epoch 34][Batch 299], Speed: 61.167 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.238, HeatmapFocal=2.020
[Epoch 34][Batch 309], Speed: 61.553 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.237, HeatmapFocal=2.020
[Epoch 34][Batch 319], Speed: 61.155 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.237, HeatmapFocal=2.019
[Epoch 34][Batch 329], Speed: 61.515 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.019
[Epoch 34][Batch 339], Speed: 61.694 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.018
[Epoch 34][Batch 349], Speed: 61.502 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.018
[Epoch 34][Batch 359], Speed: 42.896 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.017
[Epoch 34][Batch 369], Speed: 60.703 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.017
[Epoch 34][Batch 379], Speed: 60.869 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.016
[Epoch 34][Batch 389], Speed: 61.008 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.016
[Epoch 34][Batch 399], Speed: 61.013 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 34][Batch 409], Speed: 60.507 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 34][Batch 419], Speed: 60.877 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.015
[Epoch 34][Batch 429], Speed: 60.769 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.014
[Epoch 34][Batch 439], Speed: 61.046 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.014
[Epoch 34][Batch 449], Speed: 61.197 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.013
[Epoch 34][Batch 459], Speed: 61.660 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.012
[Epoch 34][Batch 469], Speed: 62.000 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.012
[Epoch 34][Batch 479], Speed: 61.278 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.011
[Epoch 34][Batch 489], Speed: 61.328 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.011
[Epoch 34][Batch 499], Speed: 61.230 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.011
[Epoch 34][Batch 509], Speed: 62.029 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.010
[Epoch 34] Training cost: 276.737, WHL1=0.305, CenterRegL1=0.237, HeatmapFocal=2.010
[Epoch 35][Batch 9], Speed: 61.468 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.238, HeatmapFocal=2.009
[Epoch 35][Batch 19], Speed: 61.537 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.009
[Epoch 35][Batch 29], Speed: 61.043 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=2.008
[Epoch 35][Batch 39], Speed: 61.573 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=2.007
[Epoch 35][Batch 49], Speed: 59.350 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=2.007
[Epoch 35][Batch 59], Speed: 60.343 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=2.006
[Epoch 35][Batch 69], Speed: 60.683 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=2.006
[Epoch 35][Batch 79], Speed: 60.888 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.005
[Epoch 35][Batch 89], Speed: 61.123 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=2.005
[Epoch 35][Batch 99], Speed: 60.717 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 35][Batch 109], Speed: 60.580 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=2.004
[Epoch 35][Batch 119], Speed: 61.104 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 35][Batch 129], Speed: 61.202 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.003
[Epoch 35][Batch 139], Speed: 61.364 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 35][Batch 149], Speed: 61.192 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.002
[Epoch 35][Batch 159], Speed: 61.110 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 35][Batch 169], Speed: 61.372 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.001
[Epoch 35][Batch 179], Speed: 61.078 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.000
[Epoch 35][Batch 189], Speed: 60.604 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.000
[Epoch 35][Batch 199], Speed: 61.430 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 35][Batch 209], Speed: 61.143 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.999
[Epoch 35][Batch 219], Speed: 61.307 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.998
[Epoch 35][Batch 229], Speed: 61.164 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=1.998
[Epoch 35][Batch 239], Speed: 61.862 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=1.997
[Epoch 35][Batch 249], Speed: 61.300 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=1.997
[Epoch 35][Batch 259], Speed: 61.824 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 35][Batch 269], Speed: 60.453 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=1.996
[Epoch 35][Batch 279], Speed: 61.578 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 35][Batch 289], Speed: 50.550 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=1.995
[Epoch 35][Batch 299], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 35][Batch 309], Speed: 61.155 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.994
[Epoch 35][Batch 319], Speed: 60.931 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 35][Batch 329], Speed: 61.496 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 35][Batch 339], Speed: 61.119 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.993
[Epoch 35][Batch 349], Speed: 61.624 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 35][Batch 359], Speed: 61.640 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.992
[Epoch 35][Batch 369], Speed: 61.673 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 35][Batch 379], Speed: 61.539 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.991
[Epoch 35][Batch 389], Speed: 61.258 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.990
[Epoch 35][Batch 399], Speed: 61.078 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.990
[Epoch 35][Batch 409], Speed: 60.641 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.989
[Epoch 35][Batch 419], Speed: 60.481 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.235, HeatmapFocal=1.989
[Epoch 35][Batch 429], Speed: 60.570 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 35][Batch 439], Speed: 61.263 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.988
[Epoch 35][Batch 449], Speed: 60.898 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.235, HeatmapFocal=1.987
[Epoch 35][Batch 459], Speed: 61.561 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.235, HeatmapFocal=1.987
[Epoch 35][Batch 469], Speed: 61.662 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.987
[Epoch 35][Batch 479], Speed: 61.515 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 35][Batch 489], Speed: 61.479 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.986
[Epoch 35][Batch 499], Speed: 62.033 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.985
[Epoch 35][Batch 509], Speed: 61.933 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.985
[Epoch 35] Training cost: 277.494, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=1.984
[Epoch 35] Validation: 
aeroplane=0.7180590212833372
bicycle=0.7348957872939178
bird=0.710167198019835
boat=0.5833951600436259
bottle=0.5636288677862689
bus=0.7961004304027832
car=0.836636379876477
cat=0.7709928020592249
chair=0.5747482930726161
cow=0.8404282623810585
diningtable=0.6531870896689549
dog=0.6881440346802624
horse=0.8354773857693095
motorbike=0.7637977357585611
person=0.7649589471094952
pottedplant=0.447637866300758
sheep=0.7846266967607844
sofa=0.6551278505478033
train=0.7463605513131679
tvmonitor=0.7498307015149461
mAP=0.7109100530821595
[Epoch 36][Batch 9], Speed: 61.032 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.237, HeatmapFocal=1.984
[Epoch 36][Batch 19], Speed: 60.907 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=1.983
[Epoch 36][Batch 29], Speed: 60.723 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=1.983
[Epoch 36][Batch 39], Speed: 61.483 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=1.982
[Epoch 36][Batch 49], Speed: 61.307 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.982
[Epoch 36][Batch 59], Speed: 61.445 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.981
[Epoch 36][Batch 69], Speed: 60.890 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.981
[Epoch 36][Batch 79], Speed: 61.092 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.980
[Epoch 36][Batch 89], Speed: 61.019 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.980
[Epoch 36][Batch 99], Speed: 60.815 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=1.979
[Epoch 36][Batch 109], Speed: 60.850 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.979
[Epoch 36][Batch 119], Speed: 61.003 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.978
[Epoch 36][Batch 129], Speed: 61.226 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.978
[Epoch 36][Batch 139], Speed: 60.710 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 36][Batch 149], Speed: 61.364 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.977
[Epoch 36][Batch 159], Speed: 61.730 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 36][Batch 169], Speed: 61.663 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.976
[Epoch 36][Batch 179], Speed: 61.637 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.975
[Epoch 36][Batch 189], Speed: 60.992 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.975
[Epoch 36][Batch 199], Speed: 61.905 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.974
[Epoch 36][Batch 209], Speed: 61.458 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.974
[Epoch 36][Batch 219], Speed: 61.112 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.973
[Epoch 36][Batch 229], Speed: 60.589 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.973
[Epoch 36][Batch 239], Speed: 60.769 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.972
[Epoch 36][Batch 249], Speed: 59.298 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.972
[Epoch 36][Batch 259], Speed: 61.147 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.971
[Epoch 36][Batch 269], Speed: 60.314 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.971
[Epoch 36][Batch 279], Speed: 59.252 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.970
[Epoch 36][Batch 289], Speed: 61.165 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.970
[Epoch 36][Batch 299], Speed: 60.959 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.969
[Epoch 36][Batch 309], Speed: 60.180 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.236, HeatmapFocal=1.969
[Epoch 36][Batch 319], Speed: 61.385 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.968
[Epoch 36][Batch 329], Speed: 61.014 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.968
[Epoch 36][Batch 339], Speed: 60.602 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.967
[Epoch 36][Batch 349], Speed: 59.824 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.967
[Epoch 36][Batch 359], Speed: 61.278 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 36][Batch 369], Speed: 60.940 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.966
[Epoch 36][Batch 379], Speed: 61.153 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.236, HeatmapFocal=1.965
[Epoch 36][Batch 389], Speed: 61.366 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.965
[Epoch 36][Batch 399], Speed: 60.585 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.964
[Epoch 36][Batch 409], Speed: 61.827 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.964
[Epoch 36][Batch 419], Speed: 60.512 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.964
[Epoch 36][Batch 429], Speed: 61.263 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.963
[Epoch 36][Batch 439], Speed: 60.951 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.963
[Epoch 36][Batch 449], Speed: 61.498 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.236, HeatmapFocal=1.962
[Epoch 36][Batch 459], Speed: 61.181 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.962
[Epoch 36][Batch 469], Speed: 61.985 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.961
[Epoch 36][Batch 479], Speed: 61.673 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.961
[Epoch 36][Batch 489], Speed: 61.438 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.960
[Epoch 36][Batch 499], Speed: 61.401 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.236, HeatmapFocal=1.960
[Epoch 36][Batch 509], Speed: 62.099 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=1.960
[Epoch 36] Training cost: 278.137, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=1.959
[Epoch 37][Batch 9], Speed: 60.731 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.239, HeatmapFocal=1.959
[Epoch 37][Batch 19], Speed: 61.214 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.958
[Epoch 37][Batch 29], Speed: 61.371 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.234, HeatmapFocal=1.958
[Epoch 37][Batch 39], Speed: 61.265 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.957
[Epoch 37][Batch 49], Speed: 60.394 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.957
[Epoch 37][Batch 59], Speed: 61.698 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.234, HeatmapFocal=1.956
[Epoch 37][Batch 69], Speed: 60.338 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.956
[Epoch 37][Batch 79], Speed: 61.185 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.956
[Epoch 37][Batch 89], Speed: 60.634 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.955
[Epoch 37][Batch 99], Speed: 61.558 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.955
[Epoch 37][Batch 109], Speed: 61.516 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.233, HeatmapFocal=1.954
[Epoch 37][Batch 119], Speed: 61.395 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.233, HeatmapFocal=1.954
[Epoch 37][Batch 129], Speed: 61.310 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.233, HeatmapFocal=1.953
[Epoch 37][Batch 139], Speed: 61.273 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.233, HeatmapFocal=1.953
[Epoch 37][Batch 149], Speed: 60.203 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.233, HeatmapFocal=1.952
[Epoch 37][Batch 159], Speed: 59.881 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.233, HeatmapFocal=1.952
[Epoch 37][Batch 169], Speed: 61.182 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.951
[Epoch 37][Batch 179], Speed: 61.160 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.951
[Epoch 37][Batch 189], Speed: 61.112 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 37][Batch 199], Speed: 61.088 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 37][Batch 209], Speed: 62.001 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.950
[Epoch 37][Batch 219], Speed: 61.133 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.949
[Epoch 37][Batch 229], Speed: 61.165 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.949
[Epoch 37][Batch 239], Speed: 61.409 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.948
[Epoch 37][Batch 249], Speed: 60.914 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.948
[Epoch 37][Batch 259], Speed: 61.224 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.947
[Epoch 37][Batch 269], Speed: 59.606 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.947
[Epoch 37][Batch 279], Speed: 60.904 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.946
[Epoch 37][Batch 289], Speed: 61.100 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.946
[Epoch 37][Batch 299], Speed: 60.384 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 37][Batch 309], Speed: 60.941 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.945
[Epoch 37][Batch 319], Speed: 61.321 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.234, HeatmapFocal=1.944
[Epoch 37][Batch 329], Speed: 58.545 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.235, HeatmapFocal=1.944
[Epoch 37][Batch 339], Speed: 60.762 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.943
[Epoch 37][Batch 349], Speed: 61.224 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.943
[Epoch 37][Batch 359], Speed: 60.894 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.943
[Epoch 37][Batch 369], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.942
[Epoch 37][Batch 379], Speed: 60.814 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.942
[Epoch 37][Batch 389], Speed: 61.112 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.941
[Epoch 37][Batch 399], Speed: 61.388 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.941
[Epoch 37][Batch 409], Speed: 60.922 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.940
[Epoch 37][Batch 419], Speed: 61.751 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.940
[Epoch 37][Batch 429], Speed: 60.720 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.940
[Epoch 37][Batch 439], Speed: 60.793 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.939
[Epoch 37][Batch 449], Speed: 60.473 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=1.939
[Epoch 37][Batch 459], Speed: 62.028 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.938
[Epoch 37][Batch 469], Speed: 60.941 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.938
[Epoch 37][Batch 479], Speed: 61.834 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.937
[Epoch 37][Batch 489], Speed: 61.222 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.937
[Epoch 37][Batch 499], Speed: 61.965 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.936
[Epoch 37][Batch 509], Speed: 61.648 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.936
[Epoch 37] Training cost: 277.143, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=1.936
[Epoch 38][Batch 9], Speed: 61.830 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.232, HeatmapFocal=1.935
[Epoch 38][Batch 19], Speed: 60.134 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.237, HeatmapFocal=1.935
[Epoch 38][Batch 29], Speed: 62.068 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=1.934
[Epoch 38][Batch 39], Speed: 61.193 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=1.934
[Epoch 38][Batch 49], Speed: 61.788 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 38][Batch 59], Speed: 61.773 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 38][Batch 69], Speed: 61.673 samples/sec, LR=0.000125, WHL1=0.305, CenterRegL1=0.234, HeatmapFocal=1.933
[Epoch 38][Batch 79], Speed: 33.927 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.234, HeatmapFocal=1.932
[Epoch 38][Batch 89], Speed: 61.215 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=1.932
[Epoch 38][Batch 99], Speed: 60.816 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.234, HeatmapFocal=1.931
[Epoch 38][Batch 109], Speed: 61.153 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.234, HeatmapFocal=1.931
[Epoch 38][Batch 119], Speed: 61.825 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.930
[Epoch 38][Batch 129], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.233, HeatmapFocal=1.930
[Epoch 38][Batch 139], Speed: 61.102 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.233, HeatmapFocal=1.929
[Epoch 38][Batch 149], Speed: 61.275 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.233, HeatmapFocal=1.929
[Epoch 38][Batch 159], Speed: 61.105 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.233, HeatmapFocal=1.928
[Epoch 38][Batch 169], Speed: 61.369 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.928
[Epoch 38][Batch 179], Speed: 61.779 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.927
[Epoch 38][Batch 189], Speed: 61.402 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.927
[Epoch 38][Batch 199], Speed: 61.438 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.926
[Epoch 38][Batch 209], Speed: 61.329 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.926
[Epoch 38][Batch 219], Speed: 60.090 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.926
[Epoch 38][Batch 229], Speed: 61.193 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.925
[Epoch 38][Batch 239], Speed: 60.875 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.925
[Epoch 38][Batch 249], Speed: 60.904 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.924
[Epoch 38][Batch 259], Speed: 61.266 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.924
[Epoch 38][Batch 269], Speed: 60.806 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.923
[Epoch 38][Batch 279], Speed: 61.416 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.923
[Epoch 38][Batch 289], Speed: 60.677 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.923
[Epoch 38][Batch 299], Speed: 61.345 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.922
[Epoch 38][Batch 309], Speed: 60.719 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.922
[Epoch 38][Batch 319], Speed: 61.180 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.921
[Epoch 38][Batch 329], Speed: 61.055 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.921
[Epoch 38][Batch 339], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.920
[Epoch 38][Batch 349], Speed: 60.752 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.920
[Epoch 38][Batch 359], Speed: 61.834 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 38][Batch 369], Speed: 61.254 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 38][Batch 379], Speed: 60.877 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.919
[Epoch 38][Batch 389], Speed: 60.432 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.918
[Epoch 38][Batch 399], Speed: 61.267 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.918
[Epoch 38][Batch 409], Speed: 59.374 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.917
[Epoch 38][Batch 419], Speed: 60.946 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.917
[Epoch 38][Batch 429], Speed: 60.632 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.916
[Epoch 38][Batch 439], Speed: 60.074 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.234, HeatmapFocal=1.916
[Epoch 38][Batch 449], Speed: 61.446 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.915
[Epoch 38][Batch 459], Speed: 62.189 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.915
[Epoch 38][Batch 469], Speed: 62.026 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=1.914
[Epoch 38][Batch 479], Speed: 61.649 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=1.914
[Epoch 38][Batch 489], Speed: 61.086 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=1.914
[Epoch 38][Batch 499], Speed: 62.293 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=1.913
[Epoch 38][Batch 509], Speed: 62.189 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.235, HeatmapFocal=1.913
[Epoch 38] Training cost: 276.160, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=1.912
[Epoch 39][Batch 9], Speed: 29.807 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.231, HeatmapFocal=1.912
[Epoch 39][Batch 19], Speed: 61.038 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.233, HeatmapFocal=1.912
[Epoch 39][Batch 29], Speed: 61.056 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 39][Batch 39], Speed: 61.349 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.236, HeatmapFocal=1.911
[Epoch 39][Batch 49], Speed: 61.249 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.236, HeatmapFocal=1.910
[Epoch 39][Batch 59], Speed: 60.893 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.237, HeatmapFocal=1.910
[Epoch 39][Batch 69], Speed: 59.385 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.237, HeatmapFocal=1.909
[Epoch 39][Batch 79], Speed: 61.544 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=1.909
[Epoch 39][Batch 89], Speed: 61.801 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=1.908
[Epoch 39][Batch 99], Speed: 61.125 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.236, HeatmapFocal=1.908
[Epoch 39][Batch 109], Speed: 61.768 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.236, HeatmapFocal=1.908
[Epoch 39][Batch 119], Speed: 61.454 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=1.907
[Epoch 39][Batch 129], Speed: 61.175 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=1.907
[Epoch 39][Batch 139], Speed: 61.136 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.235, HeatmapFocal=1.906
[Epoch 39][Batch 149], Speed: 61.042 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=1.906
[Epoch 39][Batch 159], Speed: 61.091 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.905
[Epoch 39][Batch 169], Speed: 60.762 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.905
[Epoch 39][Batch 179], Speed: 61.112 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.904
[Epoch 39][Batch 189], Speed: 61.439 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.904
[Epoch 39][Batch 199], Speed: 60.729 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.904
[Epoch 39][Batch 209], Speed: 60.621 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.903
[Epoch 39][Batch 219], Speed: 61.168 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.903
[Epoch 39][Batch 229], Speed: 61.018 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.902
[Epoch 39][Batch 239], Speed: 61.299 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.902
[Epoch 39][Batch 249], Speed: 60.740 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 39][Batch 259], Speed: 61.210 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 39][Batch 269], Speed: 61.497 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.901
[Epoch 39][Batch 279], Speed: 61.269 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.900
[Epoch 39][Batch 289], Speed: 61.286 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.900
[Epoch 39][Batch 299], Speed: 61.519 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.899
[Epoch 39][Batch 309], Speed: 60.620 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.899
[Epoch 39][Batch 319], Speed: 60.953 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 39][Batch 329], Speed: 61.414 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 39][Batch 339], Speed: 60.957 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.898
[Epoch 39][Batch 349], Speed: 59.917 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 39][Batch 359], Speed: 60.762 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.897
[Epoch 39][Batch 369], Speed: 61.214 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 39][Batch 379], Speed: 61.645 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 39][Batch 389], Speed: 60.988 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.896
[Epoch 39][Batch 399], Speed: 61.620 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 39][Batch 409], Speed: 61.262 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.895
[Epoch 39][Batch 419], Speed: 60.339 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 39][Batch 429], Speed: 62.080 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.894
[Epoch 39][Batch 439], Speed: 60.781 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 39][Batch 449], Speed: 61.869 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 39][Batch 459], Speed: 56.549 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.893
[Epoch 39][Batch 469], Speed: 61.802 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 39][Batch 479], Speed: 61.758 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.892
[Epoch 39][Batch 489], Speed: 62.127 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 39][Batch 499], Speed: 61.650 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 39][Batch 509], Speed: 61.642 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.891
[Epoch 39] Training cost: 277.486, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.890
[Epoch 40][Batch 9], Speed: 62.378 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.237, HeatmapFocal=1.890
[Epoch 40][Batch 19], Speed: 61.843 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.231, HeatmapFocal=1.889
[Epoch 40][Batch 29], Speed: 61.671 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=1.889
[Epoch 40][Batch 39], Speed: 56.026 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.889
[Epoch 40][Batch 49], Speed: 61.605 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.888
[Epoch 40][Batch 59], Speed: 61.588 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.888
[Epoch 40][Batch 69], Speed: 60.561 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.887
[Epoch 40][Batch 79], Speed: 61.360 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.234, HeatmapFocal=1.887
[Epoch 40][Batch 89], Speed: 60.287 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.887
[Epoch 40][Batch 99], Speed: 61.405 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.886
[Epoch 40][Batch 109], Speed: 60.822 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.234, HeatmapFocal=1.886
[Epoch 40][Batch 119], Speed: 60.438 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=1.885
[Epoch 40][Batch 129], Speed: 61.852 samples/sec, LR=0.000125, WHL1=0.293, CenterRegL1=0.235, HeatmapFocal=1.885
[Epoch 40][Batch 139], Speed: 61.306 samples/sec, LR=0.000125, WHL1=0.291, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 40][Batch 149], Speed: 61.280 samples/sec, LR=0.000125, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 40][Batch 159], Speed: 61.465 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.884
[Epoch 40][Batch 169], Speed: 61.190 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.883
[Epoch 40][Batch 179], Speed: 61.296 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.883
[Epoch 40][Batch 189], Speed: 59.733 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 40][Batch 199], Speed: 60.752 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.882
[Epoch 40][Batch 209], Speed: 61.178 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 40][Batch 219], Speed: 60.716 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 40][Batch 229], Speed: 61.604 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.881
[Epoch 40][Batch 239], Speed: 60.537 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.880
[Epoch 40][Batch 249], Speed: 61.067 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.880
[Epoch 40][Batch 259], Speed: 59.740 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.879
[Epoch 40][Batch 269], Speed: 61.343 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.879
[Epoch 40][Batch 279], Speed: 60.902 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.878
[Epoch 40][Batch 289], Speed: 60.370 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.878
[Epoch 40][Batch 299], Speed: 61.127 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.878
[Epoch 40][Batch 309], Speed: 61.252 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.877
[Epoch 40][Batch 319], Speed: 61.224 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.877
[Epoch 40][Batch 329], Speed: 60.983 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 40][Batch 339], Speed: 60.551 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 40][Batch 349], Speed: 61.240 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.876
[Epoch 40][Batch 359], Speed: 60.695 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.875
[Epoch 40][Batch 369], Speed: 61.573 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.875
[Epoch 40][Batch 379], Speed: 61.497 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.874
[Epoch 40][Batch 389], Speed: 61.100 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.874
[Epoch 40][Batch 399], Speed: 60.952 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=1.874
[Epoch 40][Batch 409], Speed: 60.420 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 40][Batch 419], Speed: 61.113 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.873
[Epoch 40][Batch 429], Speed: 60.497 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 40][Batch 439], Speed: 61.628 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 40][Batch 449], Speed: 61.713 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.872
[Epoch 40][Batch 459], Speed: 62.188 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 40][Batch 469], Speed: 62.279 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.871
[Epoch 40][Batch 479], Speed: 62.089 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 40][Batch 489], Speed: 36.464 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 40][Batch 499], Speed: 61.468 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.870
[Epoch 40][Batch 509], Speed: 59.901 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 40] Training cost: 277.533, WHL1=0.284, CenterRegL1=0.234, HeatmapFocal=1.869
[Epoch 40] Validation: 
aeroplane=0.6756835372851957
bicycle=0.7769933557323981
bird=0.7142245238522656
boat=0.6234782578235191
bottle=0.5760134758790272
bus=0.8104932307640513
car=0.8535929191942057
cat=0.824643337807635
chair=0.5932549234353196
cow=0.737899331398215
diningtable=0.6897395795177055
dog=0.7928598825095848
horse=0.808916578583362
motorbike=0.7844955340483107
person=0.777705409905418
pottedplant=0.5295812266675851
sheep=0.7814861097357055
sofa=0.6493524747889771
train=0.8243746249219162
tvmonitor=0.7618049069394394
mAP=0.7293296610394917
[Epoch 41][Batch 9], Speed: 61.147 samples/sec, LR=0.000125, WHL1=0.265, CenterRegL1=0.233, HeatmapFocal=1.869
[Epoch 41][Batch 19], Speed: 61.321 samples/sec, LR=0.000125, WHL1=0.275, CenterRegL1=0.231, HeatmapFocal=1.868
[Epoch 41][Batch 29], Speed: 61.356 samples/sec, LR=0.000125, WHL1=0.270, CenterRegL1=0.232, HeatmapFocal=1.868
[Epoch 41][Batch 39], Speed: 61.524 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.232, HeatmapFocal=1.867
[Epoch 41][Batch 49], Speed: 61.747 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.867
[Epoch 41][Batch 59], Speed: 61.620 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.867
[Epoch 41][Batch 69], Speed: 61.901 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.866
[Epoch 41][Batch 79], Speed: 60.953 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=1.866
[Epoch 41][Batch 89], Speed: 60.116 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.865
[Epoch 41][Batch 99], Speed: 59.440 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.865
[Epoch 41][Batch 109], Speed: 61.840 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.864
[Epoch 41][Batch 119], Speed: 61.055 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 41][Batch 129], Speed: 61.305 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.864
[Epoch 41][Batch 139], Speed: 61.149 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 41][Batch 149], Speed: 61.318 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.863
[Epoch 41][Batch 159], Speed: 61.178 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 41][Batch 169], Speed: 61.530 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 41][Batch 179], Speed: 61.179 samples/sec, LR=0.000125, WHL1=0.288, CenterRegL1=0.235, HeatmapFocal=1.862
[Epoch 41][Batch 189], Speed: 61.429 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.861
[Epoch 41][Batch 199], Speed: 61.032 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.861
[Epoch 41][Batch 209], Speed: 61.647 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 41][Batch 219], Speed: 61.370 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 41][Batch 229], Speed: 61.017 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.860
[Epoch 41][Batch 239], Speed: 61.513 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 41][Batch 249], Speed: 61.080 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.859
[Epoch 41][Batch 259], Speed: 61.088 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 41][Batch 269], Speed: 62.016 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 41][Batch 279], Speed: 60.819 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.858
[Epoch 41][Batch 289], Speed: 61.231 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 41][Batch 299], Speed: 61.696 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.857
[Epoch 41][Batch 309], Speed: 61.189 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 41][Batch 319], Speed: 37.771 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 41][Batch 329], Speed: 61.252 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.856
[Epoch 41][Batch 339], Speed: 59.683 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 41][Batch 349], Speed: 60.789 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 41][Batch 359], Speed: 60.495 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.855
[Epoch 41][Batch 369], Speed: 60.579 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.234, HeatmapFocal=1.854
[Epoch 41][Batch 379], Speed: 61.174 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=1.854
[Epoch 41][Batch 389], Speed: 60.541 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 41][Batch 399], Speed: 61.335 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 41][Batch 409], Speed: 61.546 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.234, HeatmapFocal=1.853
[Epoch 41][Batch 419], Speed: 61.282 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.852
[Epoch 41][Batch 429], Speed: 60.534 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.852
[Epoch 41][Batch 439], Speed: 61.315 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.851
[Epoch 41][Batch 449], Speed: 59.698 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.851
[Epoch 41][Batch 459], Speed: 61.672 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.851
[Epoch 41][Batch 469], Speed: 61.520 samples/sec, LR=0.000125, WHL1=0.287, CenterRegL1=0.235, HeatmapFocal=1.850
[Epoch 41][Batch 479], Speed: 61.806 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.850
[Epoch 41][Batch 489], Speed: 61.542 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 41][Batch 499], Speed: 61.443 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 41][Batch 509], Speed: 61.678 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.849
[Epoch 41] Training cost: 277.179, WHL1=0.285, CenterRegL1=0.235, HeatmapFocal=1.848
[Epoch 42][Batch 9], Speed: 60.143 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.235, HeatmapFocal=1.848
[Epoch 42][Batch 19], Speed: 61.636 samples/sec, LR=0.000125, WHL1=0.285, CenterRegL1=0.232, HeatmapFocal=1.847
[Epoch 42][Batch 29], Speed: 61.369 samples/sec, LR=0.000125, WHL1=0.286, CenterRegL1=0.232, HeatmapFocal=1.847
[Epoch 42][Batch 39], Speed: 60.881 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.233, HeatmapFocal=1.847
[Epoch 42][Batch 49], Speed: 60.892 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.846
[Epoch 42][Batch 59], Speed: 61.904 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.232, HeatmapFocal=1.846
[Epoch 42][Batch 69], Speed: 61.726 samples/sec, LR=0.000125, WHL1=0.275, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 42][Batch 79], Speed: 61.259 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 42][Batch 89], Speed: 61.456 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.845
[Epoch 42][Batch 99], Speed: 61.492 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 42][Batch 109], Speed: 61.734 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.844
[Epoch 42][Batch 119], Speed: 60.908 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.843
[Epoch 42][Batch 129], Speed: 61.414 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.843
[Epoch 42][Batch 139], Speed: 60.599 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.843
[Epoch 42][Batch 149], Speed: 61.480 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.842
[Epoch 42][Batch 159], Speed: 61.067 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.842
[Epoch 42][Batch 169], Speed: 61.599 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.842
[Epoch 42][Batch 179], Speed: 60.767 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 42][Batch 189], Speed: 61.209 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.841
[Epoch 42][Batch 199], Speed: 61.071 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.840
[Epoch 42][Batch 209], Speed: 61.454 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.840
[Epoch 42][Batch 219], Speed: 61.888 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.840
[Epoch 42][Batch 229], Speed: 62.043 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.839
[Epoch 42][Batch 239], Speed: 61.740 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.839
[Epoch 42][Batch 249], Speed: 36.868 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.838
[Epoch 42][Batch 259], Speed: 60.779 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.235, HeatmapFocal=1.838
[Epoch 42][Batch 269], Speed: 61.145 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=1.838
[Epoch 42][Batch 279], Speed: 61.417 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.235, HeatmapFocal=1.837
[Epoch 42][Batch 289], Speed: 61.084 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.837
[Epoch 42][Batch 299], Speed: 61.280 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.836
[Epoch 42][Batch 309], Speed: 61.428 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.836
[Epoch 42][Batch 319], Speed: 61.337 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.836
[Epoch 42][Batch 329], Speed: 60.806 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.835
[Epoch 42][Batch 339], Speed: 61.772 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.835
[Epoch 42][Batch 349], Speed: 61.678 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.835
[Epoch 42][Batch 359], Speed: 60.995 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.834
[Epoch 42][Batch 369], Speed: 59.570 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.834
[Epoch 42][Batch 379], Speed: 61.124 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.234, HeatmapFocal=1.833
[Epoch 42][Batch 389], Speed: 60.938 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.833
[Epoch 42][Batch 399], Speed: 61.156 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.833
[Epoch 42][Batch 409], Speed: 61.291 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.832
[Epoch 42][Batch 419], Speed: 59.895 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.832
[Epoch 42][Batch 429], Speed: 61.331 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.832
[Epoch 42][Batch 439], Speed: 60.800 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.831
[Epoch 42][Batch 449], Speed: 60.886 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.831
[Epoch 42][Batch 459], Speed: 61.256 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 42][Batch 469], Speed: 60.327 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 42][Batch 479], Speed: 61.582 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.830
[Epoch 42][Batch 489], Speed: 61.553 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.829
[Epoch 42][Batch 499], Speed: 61.419 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.829
[Epoch 42][Batch 509], Speed: 59.769 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.828
[Epoch 42] Training cost: 275.887, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.828
[Epoch 43][Batch 9], Speed: 61.672 samples/sec, LR=0.000125, WHL1=0.271, CenterRegL1=0.233, HeatmapFocal=1.828
[Epoch 43][Batch 19], Speed: 61.618 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 43][Batch 29], Speed: 59.631 samples/sec, LR=0.000125, WHL1=0.284, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 43][Batch 39], Speed: 61.198 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.827
[Epoch 43][Batch 49], Speed: 60.675 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=1.826
[Epoch 43][Batch 59], Speed: 59.712 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=1.826
[Epoch 43][Batch 69], Speed: 61.483 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=1.826
[Epoch 43][Batch 79], Speed: 60.922 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.825
[Epoch 43][Batch 89], Speed: 61.226 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=1.825
[Epoch 43][Batch 99], Speed: 61.141 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.824
[Epoch 43][Batch 109], Speed: 60.933 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=1.824
[Epoch 43][Batch 119], Speed: 60.923 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=1.824
[Epoch 43][Batch 129], Speed: 61.825 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 43][Batch 139], Speed: 61.906 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 43][Batch 149], Speed: 62.075 samples/sec, LR=0.000125, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=1.823
[Epoch 43][Batch 159], Speed: 61.444 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.822
[Epoch 43][Batch 169], Speed: 60.924 samples/sec, LR=0.000125, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=1.822
[Epoch 43][Batch 179], Speed: 53.739 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=1.821
[Epoch 43][Batch 189], Speed: 60.852 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=1.821
[Epoch 43][Batch 199], Speed: 61.193 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=1.821
[Epoch 43][Batch 209], Speed: 61.130 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.235, HeatmapFocal=1.820
[Epoch 43][Batch 219], Speed: 58.996 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.820
[Epoch 43][Batch 229], Speed: 60.433 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.235, HeatmapFocal=1.820
[Epoch 43][Batch 239], Speed: 59.207 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 43][Batch 249], Speed: 60.879 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.819
[Epoch 43][Batch 259], Speed: 61.122 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 43][Batch 269], Speed: 61.390 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 43][Batch 279], Speed: 59.568 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.818
[Epoch 43][Batch 289], Speed: 61.199 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 43][Batch 299], Speed: 60.940 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 43][Batch 309], Speed: 60.904 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.817
[Epoch 43][Batch 319], Speed: 61.163 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 43][Batch 329], Speed: 60.912 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.816
[Epoch 43][Batch 339], Speed: 61.145 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.816
[Epoch 43][Batch 349], Speed: 60.659 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.815
[Epoch 43][Batch 359], Speed: 60.925 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.815
[Epoch 43][Batch 369], Speed: 60.391 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 43][Batch 379], Speed: 60.564 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 43][Batch 389], Speed: 60.972 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.814
[Epoch 43][Batch 399], Speed: 60.462 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.813
[Epoch 43][Batch 409], Speed: 61.205 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.813
[Epoch 43][Batch 419], Speed: 60.912 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.812
[Epoch 43][Batch 429], Speed: 61.470 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.812
[Epoch 43][Batch 439], Speed: 61.187 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.812
[Epoch 43][Batch 449], Speed: 60.925 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 43][Batch 459], Speed: 61.524 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 43][Batch 469], Speed: 61.540 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.811
[Epoch 43][Batch 479], Speed: 61.601 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 43][Batch 489], Speed: 61.131 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 43][Batch 499], Speed: 61.298 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.234, HeatmapFocal=1.810
[Epoch 43][Batch 509], Speed: 61.382 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.809
[Epoch 43] Training cost: 277.436, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.809
[Epoch 44][Batch 9], Speed: 60.716 samples/sec, LR=0.000125, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.809
[Epoch 44][Batch 19], Speed: 61.538 samples/sec, LR=0.000125, WHL1=0.272, CenterRegL1=0.232, HeatmapFocal=1.808
[Epoch 44][Batch 29], Speed: 60.947 samples/sec, LR=0.000125, WHL1=0.274, CenterRegL1=0.233, HeatmapFocal=1.808
[Epoch 44][Batch 39], Speed: 59.871 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.232, HeatmapFocal=1.808
[Epoch 44][Batch 49], Speed: 60.560 samples/sec, LR=0.000125, WHL1=0.282, CenterRegL1=0.232, HeatmapFocal=1.807
[Epoch 44][Batch 59], Speed: 61.229 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.231, HeatmapFocal=1.807
[Epoch 44][Batch 69], Speed: 61.589 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.807
[Epoch 44][Batch 79], Speed: 61.797 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.232, HeatmapFocal=1.806
[Epoch 44][Batch 89], Speed: 61.772 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.806
[Epoch 44][Batch 99], Speed: 61.803 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.232, HeatmapFocal=1.806
[Epoch 44][Batch 109], Speed: 61.194 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 44][Batch 119], Speed: 60.458 samples/sec, LR=0.000125, WHL1=0.281, CenterRegL1=0.233, HeatmapFocal=1.805
[Epoch 44][Batch 129], Speed: 59.067 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.804
[Epoch 44][Batch 139], Speed: 61.251 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.804
[Epoch 44][Batch 149], Speed: 60.898 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.804
[Epoch 44][Batch 159], Speed: 61.094 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.232, HeatmapFocal=1.803
[Epoch 44][Batch 169], Speed: 61.051 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.803
[Epoch 44][Batch 179], Speed: 62.232 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.803
[Epoch 44][Batch 189], Speed: 59.944 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.802
[Epoch 44][Batch 199], Speed: 61.240 samples/sec, LR=0.000125, WHL1=0.280, CenterRegL1=0.233, HeatmapFocal=1.802
[Epoch 44][Batch 209], Speed: 36.340 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.801
[Epoch 44][Batch 219], Speed: 59.488 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.801
[Epoch 44][Batch 229], Speed: 60.736 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.801
[Epoch 44][Batch 239], Speed: 60.444 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.800
[Epoch 44][Batch 249], Speed: 61.230 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.800
[Epoch 44][Batch 259], Speed: 60.384 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.800
[Epoch 44][Batch 269], Speed: 61.204 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.799
[Epoch 44][Batch 279], Speed: 60.339 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.799
[Epoch 44][Batch 289], Speed: 60.910 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.799
[Epoch 44][Batch 299], Speed: 61.116 samples/sec, LR=0.000125, WHL1=0.279, CenterRegL1=0.233, HeatmapFocal=1.798
[Epoch 44][Batch 309], Speed: 60.685 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.798
[Epoch 44][Batch 319], Speed: 61.243 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.797
[Epoch 44][Batch 329], Speed: 59.161 samples/sec, LR=0.000125, WHL1=0.278, CenterRegL1=0.233, HeatmapFocal=1.797
[Epoch 44][Batch 339], Speed: 61.053 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.233, HeatmapFocal=1.797
[Epoch 44][Batch 349], Speed: 61.063 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.233, HeatmapFocal=1.796
[Epoch 44][Batch 359], Speed: 60.939 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.233, HeatmapFocal=1.796
[Epoch 44][Batch 369], Speed: 61.329 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.796
[Epoch 44][Batch 379], Speed: 60.971 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 44][Batch 389], Speed: 61.388 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.795
[Epoch 44][Batch 399], Speed: 61.189 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 44][Batch 409], Speed: 60.702 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 44][Batch 419], Speed: 60.848 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.794
[Epoch 44][Batch 429], Speed: 61.138 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 44][Batch 439], Speed: 61.351 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 44][Batch 449], Speed: 60.056 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.793
[Epoch 44][Batch 459], Speed: 61.811 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 44][Batch 469], Speed: 61.708 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 44][Batch 479], Speed: 61.566 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.792
[Epoch 44][Batch 489], Speed: 61.553 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 44][Batch 499], Speed: 61.650 samples/sec, LR=0.000125, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 44][Batch 509], Speed: 62.003 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.791
[Epoch 44] Training cost: 277.465, WHL1=0.276, CenterRegL1=0.234, HeatmapFocal=1.790
[Epoch 45][Batch 9], Speed: 61.513 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.232, HeatmapFocal=1.790
[Epoch 45][Batch 19], Speed: 61.362 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.232, HeatmapFocal=1.790
[Epoch 45][Batch 29], Speed: 61.355 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.232, HeatmapFocal=1.789
[Epoch 45][Batch 39], Speed: 61.196 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.231, HeatmapFocal=1.789
[Epoch 45][Batch 49], Speed: 61.053 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.231, HeatmapFocal=1.789
[Epoch 45][Batch 59], Speed: 59.436 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.231, HeatmapFocal=1.788
[Epoch 45][Batch 69], Speed: 61.411 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=1.788
[Epoch 45][Batch 79], Speed: 61.473 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 45][Batch 89], Speed: 61.409 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.232, HeatmapFocal=1.787
[Epoch 45][Batch 99], Speed: 61.655 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.787
[Epoch 45][Batch 109], Speed: 61.681 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 45][Batch 119], Speed: 62.055 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 45][Batch 129], Speed: 60.604 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.232, HeatmapFocal=1.786
[Epoch 45][Batch 139], Speed: 56.306 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=1.785
[Epoch 45][Batch 149], Speed: 61.220 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.785
[Epoch 45][Batch 159], Speed: 61.653 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.784
[Epoch 45][Batch 169], Speed: 60.502 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.784
[Epoch 45][Batch 179], Speed: 59.062 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.784
[Epoch 45][Batch 189], Speed: 61.146 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.783
[Epoch 45][Batch 199], Speed: 60.454 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.783
[Epoch 45][Batch 209], Speed: 61.279 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.782
[Epoch 45][Batch 219], Speed: 61.126 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.782
[Epoch 45][Batch 229], Speed: 61.063 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.781
[Epoch 45][Batch 239], Speed: 61.281 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.781
[Epoch 45][Batch 249], Speed: 60.954 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.781
[Epoch 45][Batch 259], Speed: 60.569 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.780
[Epoch 45][Batch 269], Speed: 60.990 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.780
[Epoch 45][Batch 279], Speed: 60.337 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 45][Batch 289], Speed: 60.925 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 45][Batch 299], Speed: 61.314 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.779
[Epoch 45][Batch 309], Speed: 60.780 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.778
[Epoch 45][Batch 319], Speed: 59.368 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.778
[Epoch 45][Batch 329], Speed: 61.399 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.777
[Epoch 45][Batch 339], Speed: 61.480 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.777
[Epoch 45][Batch 349], Speed: 61.121 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.776
[Epoch 45][Batch 359], Speed: 60.913 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.776
[Epoch 45][Batch 369], Speed: 61.237 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.776
[Epoch 45][Batch 379], Speed: 61.293 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.775
[Epoch 45][Batch 389], Speed: 61.035 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.775
[Epoch 45][Batch 399], Speed: 60.604 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.774
[Epoch 45][Batch 409], Speed: 61.220 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.774
[Epoch 45][Batch 419], Speed: 60.206 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.774
[Epoch 45][Batch 429], Speed: 59.969 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.773
[Epoch 45][Batch 439], Speed: 60.934 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.773
[Epoch 45][Batch 449], Speed: 61.238 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.772
[Epoch 45][Batch 459], Speed: 61.059 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.772
[Epoch 45][Batch 469], Speed: 61.427 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.771
[Epoch 45][Batch 479], Speed: 61.715 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.771
[Epoch 45][Batch 489], Speed: 61.087 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.771
[Epoch 45][Batch 499], Speed: 61.932 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 45][Batch 509], Speed: 62.078 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 45] Training cost: 277.614, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.770
[Epoch 45] Validation: 
aeroplane=0.7625689579857746
bicycle=0.8257919871743034
bird=0.7945690594054939
boat=0.6619922862318832
bottle=0.5569678438562222
bus=0.8532755826711289
car=0.8667943036088237
cat=0.8489253550036107
chair=0.6211884048795309
cow=0.84853865211745
diningtable=0.6527912912906124
dog=0.836385890372711
horse=0.8629693763547522
motorbike=0.7526444856725762
person=0.7867945407225986
pottedplant=0.5217915208116441
sheep=0.8330984281979964
sofa=0.6971020357298111
train=0.7650135669207859
tvmonitor=0.7958154337111926
mAP=0.757250950135945
[Epoch 46][Batch 9], Speed: 61.172 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.230, HeatmapFocal=1.769
[Epoch 46][Batch 19], Speed: 58.714 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.769
[Epoch 46][Batch 29], Speed: 61.358 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.768
[Epoch 46][Batch 39], Speed: 61.308 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.228, HeatmapFocal=1.768
[Epoch 46][Batch 49], Speed: 61.125 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.767
[Epoch 46][Batch 59], Speed: 60.869 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.767
[Epoch 46][Batch 69], Speed: 61.398 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.767
[Epoch 46][Batch 79], Speed: 61.258 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.766
[Epoch 46][Batch 89], Speed: 61.461 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.766
[Epoch 46][Batch 99], Speed: 61.064 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.765
[Epoch 46][Batch 109], Speed: 60.800 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.765
[Epoch 46][Batch 119], Speed: 59.420 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.765
[Epoch 46][Batch 129], Speed: 61.086 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.764
[Epoch 46][Batch 139], Speed: 60.969 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.764
[Epoch 46][Batch 149], Speed: 61.334 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.763
[Epoch 46][Batch 159], Speed: 61.165 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.763
[Epoch 46][Batch 169], Speed: 60.849 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.762
[Epoch 46][Batch 179], Speed: 61.217 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.762
[Epoch 46][Batch 189], Speed: 60.765 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.762
[Epoch 46][Batch 199], Speed: 61.430 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.761
[Epoch 46][Batch 209], Speed: 61.141 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.761
[Epoch 46][Batch 219], Speed: 60.672 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.760
[Epoch 46][Batch 229], Speed: 61.662 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.760
[Epoch 46][Batch 239], Speed: 60.252 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.760
[Epoch 46][Batch 249], Speed: 60.709 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.759
[Epoch 46][Batch 259], Speed: 60.783 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.759
[Epoch 46][Batch 269], Speed: 60.866 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.758
[Epoch 46][Batch 279], Speed: 61.169 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.232, HeatmapFocal=1.758
[Epoch 46][Batch 289], Speed: 61.585 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.231, HeatmapFocal=1.757
[Epoch 46][Batch 299], Speed: 61.008 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.757
[Epoch 46][Batch 309], Speed: 60.890 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.757
[Epoch 46][Batch 319], Speed: 60.994 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.756
[Epoch 46][Batch 329], Speed: 61.570 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.756
[Epoch 46][Batch 339], Speed: 60.329 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.755
[Epoch 46][Batch 349], Speed: 61.242 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.755
[Epoch 46][Batch 359], Speed: 60.000 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.755
[Epoch 46][Batch 369], Speed: 61.606 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.754
[Epoch 46][Batch 379], Speed: 61.365 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.754
[Epoch 46][Batch 389], Speed: 61.718 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.753
[Epoch 46][Batch 399], Speed: 61.505 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.753
[Epoch 46][Batch 409], Speed: 61.787 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.753
[Epoch 46][Batch 419], Speed: 36.618 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.752
[Epoch 46][Batch 429], Speed: 61.140 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.752
[Epoch 46][Batch 439], Speed: 60.672 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.751
[Epoch 46][Batch 449], Speed: 60.477 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.751
[Epoch 46][Batch 459], Speed: 61.330 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.751
[Epoch 46][Batch 469], Speed: 61.392 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.750
[Epoch 46][Batch 479], Speed: 60.794 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.750
[Epoch 46][Batch 489], Speed: 61.686 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 46][Batch 499], Speed: 61.871 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 46][Batch 509], Speed: 61.319 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.749
[Epoch 46] Training cost: 277.383, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.748
[Epoch 47][Batch 9], Speed: 60.907 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.226, HeatmapFocal=1.748
[Epoch 47][Batch 19], Speed: 61.424 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.747
[Epoch 47][Batch 29], Speed: 60.977 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.747
[Epoch 47][Batch 39], Speed: 61.144 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.747
[Epoch 47][Batch 49], Speed: 61.301 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.746
[Epoch 47][Batch 59], Speed: 61.674 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.746
[Epoch 47][Batch 69], Speed: 61.462 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.745
[Epoch 47][Batch 79], Speed: 61.460 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.228, HeatmapFocal=1.745
[Epoch 47][Batch 89], Speed: 61.215 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.745
[Epoch 47][Batch 99], Speed: 61.347 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.744
[Epoch 47][Batch 109], Speed: 61.335 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.744
[Epoch 47][Batch 119], Speed: 60.476 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.743
[Epoch 47][Batch 129], Speed: 61.176 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.743
[Epoch 47][Batch 139], Speed: 60.642 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.743
[Epoch 47][Batch 149], Speed: 61.378 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.742
[Epoch 47][Batch 159], Speed: 60.156 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.742
[Epoch 47][Batch 169], Speed: 61.167 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.741
[Epoch 47][Batch 179], Speed: 61.197 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.741
[Epoch 47][Batch 189], Speed: 60.756 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.740
[Epoch 47][Batch 199], Speed: 61.284 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.740
[Epoch 47][Batch 209], Speed: 60.992 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.740
[Epoch 47][Batch 219], Speed: 61.248 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.739
[Epoch 47][Batch 229], Speed: 60.686 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.739
[Epoch 47][Batch 239], Speed: 61.452 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.738
[Epoch 47][Batch 249], Speed: 61.260 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.738
[Epoch 47][Batch 259], Speed: 61.285 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.738
[Epoch 47][Batch 269], Speed: 60.923 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.737
[Epoch 47][Batch 279], Speed: 61.032 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.737
[Epoch 47][Batch 289], Speed: 61.176 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.736
[Epoch 47][Batch 299], Speed: 61.096 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.736
[Epoch 47][Batch 309], Speed: 61.561 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.736
[Epoch 47][Batch 319], Speed: 61.838 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.735
[Epoch 47][Batch 329], Speed: 61.316 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.735
[Epoch 47][Batch 339], Speed: 61.417 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.734
[Epoch 47][Batch 349], Speed: 61.764 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.734
[Epoch 47][Batch 359], Speed: 60.455 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.733
[Epoch 47][Batch 369], Speed: 61.089 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.733
[Epoch 47][Batch 379], Speed: 60.738 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.733
[Epoch 47][Batch 389], Speed: 61.163 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.732
[Epoch 47][Batch 399], Speed: 59.600 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.732
[Epoch 47][Batch 409], Speed: 58.916 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.731
[Epoch 47][Batch 419], Speed: 60.984 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.731
[Epoch 47][Batch 429], Speed: 60.887 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.731
[Epoch 47][Batch 439], Speed: 60.155 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.730
[Epoch 47][Batch 449], Speed: 61.510 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.730
[Epoch 47][Batch 459], Speed: 62.167 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.729
[Epoch 47][Batch 469], Speed: 61.791 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.729
[Epoch 47][Batch 479], Speed: 61.051 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.729
[Epoch 47][Batch 489], Speed: 61.731 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.728
[Epoch 47][Batch 499], Speed: 61.461 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.728
[Epoch 47][Batch 509], Speed: 61.670 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.727
[Epoch 47] Training cost: 276.250, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.727
[Epoch 48][Batch 9], Speed: 59.841 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.224, HeatmapFocal=1.727
[Epoch 48][Batch 19], Speed: 61.073 samples/sec, LR=1.25e-05, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.726
[Epoch 48][Batch 29], Speed: 61.153 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.726
[Epoch 48][Batch 39], Speed: 61.100 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.725
[Epoch 48][Batch 49], Speed: 61.610 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.725
[Epoch 48][Batch 59], Speed: 61.496 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.725
[Epoch 48][Batch 69], Speed: 60.922 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.724
[Epoch 48][Batch 79], Speed: 61.655 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.724
[Epoch 48][Batch 89], Speed: 61.007 samples/sec, LR=1.25e-05, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.723
[Epoch 48][Batch 99], Speed: 60.896 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.723
[Epoch 48][Batch 109], Speed: 60.221 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.723
[Epoch 48][Batch 119], Speed: 61.603 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.229, HeatmapFocal=1.722
[Epoch 48][Batch 129], Speed: 59.414 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.722
[Epoch 48][Batch 139], Speed: 61.066 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.721
[Epoch 48][Batch 149], Speed: 61.384 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.721
[Epoch 48][Batch 159], Speed: 60.816 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.721
[Epoch 48][Batch 169], Speed: 61.390 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.720
[Epoch 48][Batch 179], Speed: 60.960 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.720
[Epoch 48][Batch 189], Speed: 61.095 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.719
[Epoch 48][Batch 199], Speed: 61.361 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.719
[Epoch 48][Batch 209], Speed: 61.574 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.719
[Epoch 48][Batch 219], Speed: 61.215 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.718
[Epoch 48][Batch 229], Speed: 60.763 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.718
[Epoch 48][Batch 239], Speed: 60.811 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.717
[Epoch 48][Batch 249], Speed: 60.048 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.717
[Epoch 48][Batch 259], Speed: 61.124 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.717
[Epoch 48][Batch 269], Speed: 61.815 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.716
[Epoch 48][Batch 279], Speed: 62.075 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.227, HeatmapFocal=1.716
[Epoch 48][Batch 289], Speed: 60.899 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.715
[Epoch 48][Batch 299], Speed: 61.058 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.715
[Epoch 48][Batch 309], Speed: 60.308 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.715
[Epoch 48][Batch 319], Speed: 61.637 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.714
[Epoch 48][Batch 329], Speed: 61.596 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.714
[Epoch 48][Batch 339], Speed: 61.102 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.713
[Epoch 48][Batch 349], Speed: 61.464 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.713
[Epoch 48][Batch 359], Speed: 61.389 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.713
[Epoch 48][Batch 369], Speed: 61.813 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.712
[Epoch 48][Batch 379], Speed: 33.596 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.712
[Epoch 48][Batch 389], Speed: 61.438 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 48][Batch 399], Speed: 60.612 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 48][Batch 409], Speed: 60.452 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.711
[Epoch 48][Batch 419], Speed: 60.332 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.710
[Epoch 48][Batch 429], Speed: 61.374 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.710
[Epoch 48][Batch 439], Speed: 61.382 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.709
[Epoch 48][Batch 449], Speed: 61.098 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.228, HeatmapFocal=1.709
[Epoch 48][Batch 459], Speed: 62.025 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.709
[Epoch 48][Batch 469], Speed: 61.916 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.708
[Epoch 48][Batch 479], Speed: 61.983 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.708
[Epoch 48][Batch 489], Speed: 61.583 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.708
[Epoch 48][Batch 499], Speed: 61.135 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.707
[Epoch 48][Batch 509], Speed: 61.916 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.707
[Epoch 48] Training cost: 277.587, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.707
[Epoch 49][Batch 9], Speed: 61.255 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.706
[Epoch 49][Batch 19], Speed: 61.217 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.706
[Epoch 49][Batch 29], Speed: 61.477 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.705
[Epoch 49][Batch 39], Speed: 61.453 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.705
[Epoch 49][Batch 49], Speed: 59.896 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.705
[Epoch 49][Batch 59], Speed: 61.824 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.704
[Epoch 49][Batch 69], Speed: 61.225 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.704
[Epoch 49][Batch 79], Speed: 60.725 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.703
[Epoch 49][Batch 89], Speed: 61.438 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.703
[Epoch 49][Batch 99], Speed: 61.107 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.703
[Epoch 49][Batch 109], Speed: 60.810 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.702
[Epoch 49][Batch 119], Speed: 61.436 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.702
[Epoch 49][Batch 129], Speed: 59.890 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.701
[Epoch 49][Batch 139], Speed: 61.315 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.701
[Epoch 49][Batch 149], Speed: 60.304 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.701
[Epoch 49][Batch 159], Speed: 61.432 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.700
[Epoch 49][Batch 169], Speed: 61.208 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.700
[Epoch 49][Batch 179], Speed: 61.168 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.699
[Epoch 49][Batch 189], Speed: 60.970 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.699
[Epoch 49][Batch 199], Speed: 61.049 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.699
[Epoch 49][Batch 209], Speed: 61.012 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.698
[Epoch 49][Batch 219], Speed: 60.760 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.698
[Epoch 49][Batch 229], Speed: 59.855 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.698
[Epoch 49][Batch 239], Speed: 61.168 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.697
[Epoch 49][Batch 249], Speed: 60.793 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.697
[Epoch 49][Batch 259], Speed: 61.700 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.696
[Epoch 49][Batch 269], Speed: 61.745 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.696
[Epoch 49][Batch 279], Speed: 61.719 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.696
[Epoch 49][Batch 289], Speed: 61.905 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.695
[Epoch 49][Batch 299], Speed: 61.093 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.695
[Epoch 49][Batch 309], Speed: 61.218 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.694
[Epoch 49][Batch 319], Speed: 61.687 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.694
[Epoch 49][Batch 329], Speed: 61.290 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.694
[Epoch 49][Batch 339], Speed: 60.421 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.693
[Epoch 49][Batch 349], Speed: 61.101 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.693
[Epoch 49][Batch 359], Speed: 61.514 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.693
[Epoch 49][Batch 369], Speed: 61.038 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.692
[Epoch 49][Batch 379], Speed: 60.853 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.692
[Epoch 49][Batch 389], Speed: 60.937 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.691
[Epoch 49][Batch 399], Speed: 61.454 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.691
[Epoch 49][Batch 409], Speed: 61.123 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.691
[Epoch 49][Batch 419], Speed: 60.773 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.690
[Epoch 49][Batch 429], Speed: 60.981 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.690
[Epoch 49][Batch 439], Speed: 60.947 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.689
[Epoch 49][Batch 449], Speed: 60.980 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.689
[Epoch 49][Batch 459], Speed: 61.072 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.689
[Epoch 49][Batch 469], Speed: 62.087 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.688
[Epoch 49][Batch 479], Speed: 61.841 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.688
[Epoch 49][Batch 489], Speed: 62.004 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.688
[Epoch 49][Batch 499], Speed: 61.788 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.687
[Epoch 49][Batch 509], Speed: 61.367 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.687
[Epoch 49] Training cost: 276.601, WHL1=0.223, CenterRegL1=0.228, HeatmapFocal=1.687
[Epoch 50][Batch 9], Speed: 61.230 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.231, HeatmapFocal=1.686
[Epoch 50][Batch 19], Speed: 61.349 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.229, HeatmapFocal=1.686
[Epoch 50][Batch 29], Speed: 60.885 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.685
[Epoch 50][Batch 39], Speed: 59.646 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.685
[Epoch 50][Batch 49], Speed: 61.483 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.685
[Epoch 50][Batch 59], Speed: 61.547 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.684
[Epoch 50][Batch 69], Speed: 60.659 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.684
[Epoch 50][Batch 79], Speed: 61.472 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.683
[Epoch 50][Batch 89], Speed: 59.599 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.683
[Epoch 50][Batch 99], Speed: 60.811 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.683
[Epoch 50][Batch 109], Speed: 60.957 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.682
[Epoch 50][Batch 119], Speed: 61.744 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.682
[Epoch 50][Batch 129], Speed: 59.475 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.227, HeatmapFocal=1.681
[Epoch 50][Batch 139], Speed: 61.175 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.681
[Epoch 50][Batch 149], Speed: 61.117 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.681
[Epoch 50][Batch 159], Speed: 61.536 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.680
[Epoch 50][Batch 169], Speed: 60.079 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.680
[Epoch 50][Batch 179], Speed: 60.363 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.680
[Epoch 50][Batch 189], Speed: 61.902 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.679
[Epoch 50][Batch 199], Speed: 59.879 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.679
[Epoch 50][Batch 209], Speed: 61.310 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.678
[Epoch 50][Batch 219], Speed: 61.941 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.227, HeatmapFocal=1.678
[Epoch 50][Batch 229], Speed: 61.683 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.678
[Epoch 50][Batch 239], Speed: 61.861 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.677
[Epoch 50][Batch 249], Speed: 41.117 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.677
[Epoch 50][Batch 259], Speed: 61.929 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.677
[Epoch 50][Batch 269], Speed: 61.331 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.676
[Epoch 50][Batch 279], Speed: 60.795 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.676
[Epoch 50][Batch 289], Speed: 61.214 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.675
[Epoch 50][Batch 299], Speed: 60.656 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.675
[Epoch 50][Batch 309], Speed: 61.304 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.675
[Epoch 50][Batch 319], Speed: 61.203 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.674
[Epoch 50][Batch 329], Speed: 60.808 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.674
[Epoch 50][Batch 339], Speed: 61.187 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.673
[Epoch 50][Batch 349], Speed: 61.041 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.227, HeatmapFocal=1.673
[Epoch 50][Batch 359], Speed: 59.487 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.673
[Epoch 50][Batch 369], Speed: 60.135 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.672
[Epoch 50][Batch 379], Speed: 61.153 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.672
[Epoch 50][Batch 389], Speed: 61.494 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.672
[Epoch 50][Batch 399], Speed: 60.899 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.671
[Epoch 50][Batch 409], Speed: 61.208 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.671
[Epoch 50][Batch 419], Speed: 60.871 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.670
[Epoch 50][Batch 429], Speed: 60.958 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.670
[Epoch 50][Batch 439], Speed: 61.267 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.670
[Epoch 50][Batch 449], Speed: 60.862 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.669
[Epoch 50][Batch 459], Speed: 61.665 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.669
[Epoch 50][Batch 469], Speed: 62.329 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.669
[Epoch 50][Batch 479], Speed: 61.977 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.668
[Epoch 50][Batch 489], Speed: 60.636 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.668
[Epoch 50][Batch 499], Speed: 60.518 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.668
[Epoch 50][Batch 509], Speed: 61.661 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.667
[Epoch 50] Training cost: 277.090, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.667
[Epoch 50] Validation: 
aeroplane=0.7825961636840717
bicycle=0.8566353868631021
bird=0.8054951670057718
boat=0.6897160292252592
bottle=0.6156458169198914
bus=0.8681519362657087
car=0.8742014863587027
cat=0.8601261210341984
chair=0.6461279645632768
cow=0.8679991885321374
diningtable=0.7071182645828411
dog=0.8587377482805146
horse=0.8918193369099021
motorbike=0.8253974861272618
person=0.7926308473962872
pottedplant=0.537229399253579
sheep=0.8352168055175722
sofa=0.7406115606303743
train=0.8341906242785363
tvmonitor=0.784421950250388
mAP=0.7837034641839689
[Epoch 51][Batch 9], Speed: 61.200 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.234, HeatmapFocal=1.666
[Epoch 51][Batch 19], Speed: 60.996 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.232, HeatmapFocal=1.666
[Epoch 51][Batch 29], Speed: 60.484 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.232, HeatmapFocal=1.666
[Epoch 51][Batch 39], Speed: 61.998 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.230, HeatmapFocal=1.665
[Epoch 51][Batch 49], Speed: 62.047 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.665
[Epoch 51][Batch 59], Speed: 60.855 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.665
[Epoch 51][Batch 69], Speed: 61.952 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.664
[Epoch 51][Batch 79], Speed: 59.222 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.664
[Epoch 51][Batch 89], Speed: 59.709 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.664
[Epoch 51][Batch 99], Speed: 61.097 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.663
[Epoch 51][Batch 109], Speed: 60.470 samples/sec, LR=1.25e-05, WHL1=0.223, CenterRegL1=0.229, HeatmapFocal=1.663
[Epoch 51][Batch 119], Speed: 59.282 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.662
[Epoch 51][Batch 129], Speed: 60.260 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.662
[Epoch 51][Batch 139], Speed: 60.735 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.662
[Epoch 51][Batch 149], Speed: 61.581 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.661
[Epoch 51][Batch 159], Speed: 61.888 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.661
[Epoch 51][Batch 169], Speed: 61.875 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.661
[Epoch 51][Batch 179], Speed: 61.195 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.660
[Epoch 51][Batch 189], Speed: 61.615 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.660
[Epoch 51][Batch 199], Speed: 61.035 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.659
[Epoch 51][Batch 209], Speed: 61.506 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.659
[Epoch 51][Batch 219], Speed: 61.283 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.659
[Epoch 51][Batch 229], Speed: 61.001 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.658
[Epoch 51][Batch 239], Speed: 59.686 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.658
[Epoch 51][Batch 249], Speed: 60.770 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.658
[Epoch 51][Batch 259], Speed: 61.681 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.657
[Epoch 51][Batch 269], Speed: 61.704 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.657
[Epoch 51][Batch 279], Speed: 61.284 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.656
[Epoch 51][Batch 289], Speed: 61.142 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.656
[Epoch 51][Batch 299], Speed: 61.331 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.656
[Epoch 51][Batch 309], Speed: 60.687 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.655
[Epoch 51][Batch 319], Speed: 60.160 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.655
[Epoch 51][Batch 329], Speed: 61.763 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.655
[Epoch 51][Batch 339], Speed: 60.779 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.654
[Epoch 51][Batch 349], Speed: 60.913 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.654
[Epoch 51][Batch 359], Speed: 60.761 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.654
[Epoch 51][Batch 369], Speed: 60.630 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.653
[Epoch 51][Batch 379], Speed: 61.121 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.653
[Epoch 51][Batch 389], Speed: 61.604 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.652
[Epoch 51][Batch 399], Speed: 61.665 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.652
[Epoch 51][Batch 409], Speed: 60.393 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.652
[Epoch 51][Batch 419], Speed: 61.037 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.651
[Epoch 51][Batch 429], Speed: 60.652 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.651
[Epoch 51][Batch 439], Speed: 60.966 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.651
[Epoch 51][Batch 449], Speed: 61.223 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.228, HeatmapFocal=1.650
[Epoch 51][Batch 459], Speed: 61.502 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.650
[Epoch 51][Batch 469], Speed: 61.999 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.650
[Epoch 51][Batch 479], Speed: 62.012 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.649
[Epoch 51][Batch 489], Speed: 61.935 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.649
[Epoch 51][Batch 499], Speed: 62.309 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.648
[Epoch 51][Batch 509], Speed: 61.722 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.648
[Epoch 51] Training cost: 276.652, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.648
[Epoch 52][Batch 9], Speed: 35.634 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.647
[Epoch 52][Batch 19], Speed: 61.305 samples/sec, LR=1.25e-05, WHL1=0.228, CenterRegL1=0.228, HeatmapFocal=1.647
[Epoch 52][Batch 29], Speed: 61.128 samples/sec, LR=1.25e-05, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.647
[Epoch 52][Batch 39], Speed: 61.202 samples/sec, LR=1.25e-05, WHL1=0.227, CenterRegL1=0.230, HeatmapFocal=1.646
[Epoch 52][Batch 49], Speed: 61.117 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.646
[Epoch 52][Batch 59], Speed: 61.126 samples/sec, LR=1.25e-05, WHL1=0.224, CenterRegL1=0.229, HeatmapFocal=1.646
[Epoch 52][Batch 69], Speed: 59.442 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.229, HeatmapFocal=1.645
[Epoch 52][Batch 79], Speed: 61.259 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.228, HeatmapFocal=1.645
[Epoch 52][Batch 89], Speed: 61.245 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.645
[Epoch 52][Batch 99], Speed: 61.512 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.229, HeatmapFocal=1.644
[Epoch 52][Batch 109], Speed: 61.332 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.644
[Epoch 52][Batch 119], Speed: 60.966 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.644
[Epoch 52][Batch 129], Speed: 61.258 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.230, HeatmapFocal=1.643
[Epoch 52][Batch 139], Speed: 60.485 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.230, HeatmapFocal=1.643
[Epoch 52][Batch 149], Speed: 60.615 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.642
[Epoch 52][Batch 159], Speed: 60.523 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.230, HeatmapFocal=1.642
[Epoch 52][Batch 169], Speed: 60.328 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.230, HeatmapFocal=1.642
[Epoch 52][Batch 179], Speed: 61.376 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.641
[Epoch 52][Batch 189], Speed: 61.222 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.230, HeatmapFocal=1.641
[Epoch 52][Batch 199], Speed: 61.185 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.641
[Epoch 52][Batch 209], Speed: 60.984 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.640
[Epoch 52][Batch 219], Speed: 61.435 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.640
[Epoch 52][Batch 229], Speed: 61.598 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.640
[Epoch 52][Batch 239], Speed: 60.674 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.639
[Epoch 52][Batch 249], Speed: 61.344 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.639
[Epoch 52][Batch 259], Speed: 61.414 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.639
[Epoch 52][Batch 269], Speed: 61.540 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.638
[Epoch 52][Batch 279], Speed: 61.298 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.229, HeatmapFocal=1.638
[Epoch 52][Batch 289], Speed: 60.879 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.637
[Epoch 52][Batch 299], Speed: 61.027 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.637
[Epoch 52][Batch 309], Speed: 61.299 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.229, HeatmapFocal=1.637
[Epoch 52][Batch 319], Speed: 60.792 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.229, HeatmapFocal=1.636
[Epoch 52][Batch 329], Speed: 61.387 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.229, HeatmapFocal=1.636
[Epoch 52][Batch 339], Speed: 61.488 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.636
[Epoch 52][Batch 349], Speed: 60.676 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.635
[Epoch 52][Batch 359], Speed: 61.153 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.635
[Epoch 52][Batch 369], Speed: 60.524 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.635
[Epoch 52][Batch 379], Speed: 59.895 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.634
[Epoch 52][Batch 389], Speed: 59.435 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.634
[Epoch 52][Batch 399], Speed: 60.944 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.634
[Epoch 52][Batch 409], Speed: 61.745 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.633
[Epoch 52][Batch 419], Speed: 61.936 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.633
[Epoch 52][Batch 429], Speed: 62.072 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.632
[Epoch 52][Batch 439], Speed: 60.782 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.632
[Epoch 52][Batch 449], Speed: 61.508 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.632
[Epoch 52][Batch 459], Speed: 59.407 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.631
[Epoch 52][Batch 469], Speed: 61.741 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.631
[Epoch 52][Batch 479], Speed: 61.660 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.631
[Epoch 52][Batch 489], Speed: 61.597 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.630
[Epoch 52][Batch 499], Speed: 61.757 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.630
[Epoch 52][Batch 509], Speed: 61.574 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.630
[Epoch 52] Training cost: 277.474, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.629
[Epoch 53][Batch 9], Speed: 62.140 samples/sec, LR=1.25e-05, WHL1=0.225, CenterRegL1=0.221, HeatmapFocal=1.629
[Epoch 53][Batch 19], Speed: 61.401 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.228, HeatmapFocal=1.629
[Epoch 53][Batch 29], Speed: 59.791 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.228, HeatmapFocal=1.628
[Epoch 53][Batch 39], Speed: 60.758 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.628
[Epoch 53][Batch 49], Speed: 61.094 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.227, HeatmapFocal=1.628
[Epoch 53][Batch 59], Speed: 61.575 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.627
[Epoch 53][Batch 69], Speed: 60.169 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.627
[Epoch 53][Batch 79], Speed: 60.555 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.627
[Epoch 53][Batch 89], Speed: 60.939 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.626
[Epoch 53][Batch 99], Speed: 60.801 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.626
[Epoch 53][Batch 109], Speed: 60.437 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.625
[Epoch 53][Batch 119], Speed: 61.192 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.625
[Epoch 53][Batch 129], Speed: 60.896 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.228, HeatmapFocal=1.625
[Epoch 53][Batch 139], Speed: 61.079 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.624
[Epoch 53][Batch 149], Speed: 59.146 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.624
[Epoch 53][Batch 159], Speed: 61.231 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.227, HeatmapFocal=1.624
[Epoch 53][Batch 169], Speed: 60.543 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.227, HeatmapFocal=1.623
[Epoch 53][Batch 179], Speed: 61.151 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.227, HeatmapFocal=1.623
[Epoch 53][Batch 189], Speed: 61.142 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.623
[Epoch 53][Batch 199], Speed: 60.405 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.622
[Epoch 53][Batch 209], Speed: 61.472 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.622
[Epoch 53][Batch 219], Speed: 59.771 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.622
[Epoch 53][Batch 229], Speed: 61.205 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.621
[Epoch 53][Batch 239], Speed: 61.104 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.621
[Epoch 53][Batch 249], Speed: 61.174 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.621
[Epoch 53][Batch 259], Speed: 61.105 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.620
[Epoch 53][Batch 269], Speed: 61.412 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.620
[Epoch 53][Batch 279], Speed: 61.452 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.619
[Epoch 53][Batch 289], Speed: 61.017 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.619
[Epoch 53][Batch 299], Speed: 61.183 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.619
[Epoch 53][Batch 309], Speed: 61.195 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.618
[Epoch 53][Batch 319], Speed: 60.510 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.618
[Epoch 53][Batch 329], Speed: 60.695 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.618
[Epoch 53][Batch 339], Speed: 60.818 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.617
[Epoch 53][Batch 349], Speed: 61.669 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.617
[Epoch 53][Batch 359], Speed: 60.277 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.617
[Epoch 53][Batch 369], Speed: 61.549 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.616
[Epoch 53][Batch 379], Speed: 60.907 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.616
[Epoch 53][Batch 389], Speed: 61.324 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.616
[Epoch 53][Batch 399], Speed: 60.724 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.615
[Epoch 53][Batch 409], Speed: 60.970 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.615
[Epoch 53][Batch 419], Speed: 60.935 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.615
[Epoch 53][Batch 429], Speed: 60.982 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.614
[Epoch 53][Batch 439], Speed: 61.576 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.614
[Epoch 53][Batch 449], Speed: 61.807 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.614
[Epoch 53][Batch 459], Speed: 61.487 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.613
[Epoch 53][Batch 469], Speed: 61.911 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.613
[Epoch 53][Batch 479], Speed: 62.015 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.613
[Epoch 53][Batch 489], Speed: 60.334 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.612
[Epoch 53][Batch 499], Speed: 61.266 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.228, HeatmapFocal=1.612
[Epoch 53][Batch 509], Speed: 61.952 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.228, HeatmapFocal=1.612
[Epoch 53] Training cost: 277.480, WHL1=0.214, CenterRegL1=0.228, HeatmapFocal=1.611
[Epoch 54][Batch 9], Speed: 61.599 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.225, HeatmapFocal=1.611
[Epoch 54][Batch 19], Speed: 61.214 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.224, HeatmapFocal=1.611
[Epoch 54][Batch 29], Speed: 59.056 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.225, HeatmapFocal=1.610
[Epoch 54][Batch 39], Speed: 61.611 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.225, HeatmapFocal=1.610
[Epoch 54][Batch 49], Speed: 61.145 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.610
[Epoch 54][Batch 59], Speed: 61.625 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.609
[Epoch 54][Batch 69], Speed: 61.406 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.609
[Epoch 54][Batch 79], Speed: 61.767 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.227, HeatmapFocal=1.609
[Epoch 54][Batch 89], Speed: 59.926 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.608
[Epoch 54][Batch 99], Speed: 60.056 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.608
[Epoch 54][Batch 109], Speed: 61.106 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.608
[Epoch 54][Batch 119], Speed: 61.444 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.607
[Epoch 54][Batch 129], Speed: 61.388 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.225, HeatmapFocal=1.607
[Epoch 54][Batch 139], Speed: 61.210 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.607
[Epoch 54][Batch 149], Speed: 61.428 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.606
[Epoch 54][Batch 159], Speed: 60.816 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.606
[Epoch 54][Batch 169], Speed: 59.750 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.606
[Epoch 54][Batch 179], Speed: 60.727 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.605
[Epoch 54][Batch 189], Speed: 61.580 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.605
[Epoch 54][Batch 199], Speed: 60.802 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.605
[Epoch 54][Batch 209], Speed: 60.680 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.604
[Epoch 54][Batch 219], Speed: 61.443 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.604
[Epoch 54][Batch 229], Speed: 61.288 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.604
[Epoch 54][Batch 239], Speed: 61.111 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.603
[Epoch 54][Batch 249], Speed: 60.669 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.603
[Epoch 54][Batch 259], Speed: 60.444 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.602
[Epoch 54][Batch 269], Speed: 60.484 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.602
[Epoch 54][Batch 279], Speed: 61.298 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.602
[Epoch 54][Batch 289], Speed: 61.253 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.601
[Epoch 54][Batch 299], Speed: 60.992 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.601
[Epoch 54][Batch 309], Speed: 61.341 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.601
[Epoch 54][Batch 319], Speed: 61.168 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.600
[Epoch 54][Batch 329], Speed: 61.235 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.600
[Epoch 54][Batch 339], Speed: 61.295 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.600
[Epoch 54][Batch 349], Speed: 61.568 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.599
[Epoch 54][Batch 359], Speed: 60.656 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.599
[Epoch 54][Batch 369], Speed: 61.863 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.599
[Epoch 54][Batch 379], Speed: 60.954 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.598
[Epoch 54][Batch 389], Speed: 61.360 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.598
[Epoch 54][Batch 399], Speed: 61.402 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.598
[Epoch 54][Batch 409], Speed: 61.475 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.597
[Epoch 54][Batch 419], Speed: 35.569 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.597
[Epoch 54][Batch 429], Speed: 60.452 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.597
[Epoch 54][Batch 439], Speed: 61.373 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.596
[Epoch 54][Batch 449], Speed: 60.625 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.596
[Epoch 54][Batch 459], Speed: 61.079 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.596
[Epoch 54][Batch 469], Speed: 62.003 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.595
[Epoch 54][Batch 479], Speed: 62.097 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.595
[Epoch 54][Batch 489], Speed: 61.691 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.595
[Epoch 54][Batch 499], Speed: 61.947 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.594
[Epoch 54][Batch 509], Speed: 62.196 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.594
[Epoch 54] Training cost: 277.322, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.594
[Epoch 55][Batch 9], Speed: 61.040 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.233, HeatmapFocal=1.593
[Epoch 55][Batch 19], Speed: 60.858 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.228, HeatmapFocal=1.593
[Epoch 55][Batch 29], Speed: 61.238 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.229, HeatmapFocal=1.593
[Epoch 55][Batch 39], Speed: 59.308 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.229, HeatmapFocal=1.592
[Epoch 55][Batch 49], Speed: 60.963 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.592
[Epoch 55][Batch 59], Speed: 61.059 samples/sec, LR=1.25e-05, WHL1=0.219, CenterRegL1=0.228, HeatmapFocal=1.592
[Epoch 55][Batch 69], Speed: 60.160 samples/sec, LR=1.25e-05, WHL1=0.222, CenterRegL1=0.227, HeatmapFocal=1.591
[Epoch 55][Batch 79], Speed: 60.278 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.227, HeatmapFocal=1.591
[Epoch 55][Batch 89], Speed: 60.898 samples/sec, LR=1.25e-05, WHL1=0.221, CenterRegL1=0.226, HeatmapFocal=1.591
[Epoch 55][Batch 99], Speed: 61.431 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.227, HeatmapFocal=1.590
[Epoch 55][Batch 109], Speed: 59.333 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.590
[Epoch 55][Batch 119], Speed: 61.309 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.590
[Epoch 55][Batch 129], Speed: 60.711 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.589
[Epoch 55][Batch 139], Speed: 60.915 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.228, HeatmapFocal=1.589
[Epoch 55][Batch 149], Speed: 60.615 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.589
[Epoch 55][Batch 159], Speed: 61.104 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.588
[Epoch 55][Batch 169], Speed: 60.447 samples/sec, LR=1.25e-05, WHL1=0.217, CenterRegL1=0.228, HeatmapFocal=1.588
[Epoch 55][Batch 179], Speed: 61.148 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.228, HeatmapFocal=1.588
[Epoch 55][Batch 189], Speed: 60.847 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.587
[Epoch 55][Batch 199], Speed: 60.146 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.587
[Epoch 55][Batch 209], Speed: 60.757 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.227, HeatmapFocal=1.587
[Epoch 55][Batch 219], Speed: 61.394 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.586
[Epoch 55][Batch 229], Speed: 59.526 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.586
[Epoch 55][Batch 239], Speed: 61.249 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.586
[Epoch 55][Batch 249], Speed: 60.941 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.585
[Epoch 55][Batch 259], Speed: 61.192 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.585
[Epoch 55][Batch 269], Speed: 60.699 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.585
[Epoch 55][Batch 279], Speed: 61.113 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.227, HeatmapFocal=1.584
[Epoch 55][Batch 289], Speed: 60.773 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.227, HeatmapFocal=1.584
[Epoch 55][Batch 299], Speed: 61.420 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.584
[Epoch 55][Batch 309], Speed: 61.660 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 55][Batch 319], Speed: 61.598 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 55][Batch 329], Speed: 60.762 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.583
[Epoch 55][Batch 339], Speed: 61.475 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 55][Batch 349], Speed: 35.988 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 55][Batch 359], Speed: 61.339 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.582
[Epoch 55][Batch 369], Speed: 60.748 samples/sec, LR=1.25e-05, WHL1=0.215, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 55][Batch 379], Speed: 60.532 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 55][Batch 389], Speed: 61.288 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.581
[Epoch 55][Batch 399], Speed: 60.338 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 55][Batch 409], Speed: 61.593 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 55][Batch 419], Speed: 61.662 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 55][Batch 429], Speed: 61.700 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.580
[Epoch 55][Batch 439], Speed: 60.708 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 55][Batch 449], Speed: 61.388 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 55][Batch 459], Speed: 61.855 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.579
[Epoch 55][Batch 469], Speed: 62.109 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.578
[Epoch 55][Batch 479], Speed: 59.832 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.578
[Epoch 55][Batch 489], Speed: 61.957 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.578
[Epoch 55][Batch 499], Speed: 61.131 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.577
[Epoch 55][Batch 509], Speed: 60.501 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.577
[Epoch 55] Training cost: 276.473, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.577
[Epoch 55] Validation: 
aeroplane=0.8014459674855905
bicycle=0.8608806446399673
bird=0.8066955796368779
boat=0.7068631274887908
bottle=0.6068083379399205
bus=0.8714670456113838
car=0.8735358403210413
cat=0.8734852694001519
chair=0.6540001623027553
cow=0.8673414276550726
diningtable=0.7028615318323684
dog=0.856606772326515
horse=0.8902878530637445
motorbike=0.8554432090574547
person=0.7901341004224917
pottedplant=0.5464911361442835
sheep=0.8240895002309193
sofa=0.734956897029469
train=0.8555734219388613
tvmonitor=0.7799950021062576
mAP=0.7879481413316958
[Epoch 56][Batch 9], Speed: 61.184 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.231, HeatmapFocal=1.576
[Epoch 56][Batch 19], Speed: 61.419 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.576
[Epoch 56][Batch 29], Speed: 61.234 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.576
[Epoch 56][Batch 39], Speed: 61.535 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.225, HeatmapFocal=1.575
[Epoch 56][Batch 49], Speed: 61.490 samples/sec, LR=1.25e-05, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.575
[Epoch 56][Batch 59], Speed: 59.967 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.575
[Epoch 56][Batch 69], Speed: 61.052 samples/sec, LR=1.25e-05, WHL1=0.205, CenterRegL1=0.227, HeatmapFocal=1.574
[Epoch 56][Batch 79], Speed: 59.983 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.574
[Epoch 56][Batch 89], Speed: 61.169 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.574
[Epoch 56][Batch 99], Speed: 59.762 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.228, HeatmapFocal=1.573
[Epoch 56][Batch 109], Speed: 60.975 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.228, HeatmapFocal=1.573
[Epoch 56][Batch 119], Speed: 61.633 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.573
[Epoch 56][Batch 129], Speed: 61.807 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.228, HeatmapFocal=1.572
[Epoch 56][Batch 139], Speed: 61.401 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.228, HeatmapFocal=1.572
[Epoch 56][Batch 149], Speed: 61.375 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.572
[Epoch 56][Batch 159], Speed: 61.537 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.571
[Epoch 56][Batch 169], Speed: 61.600 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.228, HeatmapFocal=1.571
[Epoch 56][Batch 179], Speed: 40.212 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.571
[Epoch 56][Batch 189], Speed: 61.251 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.570
[Epoch 56][Batch 199], Speed: 60.633 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.570
[Epoch 56][Batch 209], Speed: 61.174 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.570
[Epoch 56][Batch 219], Speed: 60.299 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.228, HeatmapFocal=1.569
[Epoch 56][Batch 229], Speed: 61.169 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.569
[Epoch 56][Batch 239], Speed: 60.354 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.569
[Epoch 56][Batch 249], Speed: 60.487 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.568
[Epoch 56][Batch 259], Speed: 59.701 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.228, HeatmapFocal=1.568
[Epoch 56][Batch 269], Speed: 60.768 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.228, HeatmapFocal=1.568
[Epoch 56][Batch 279], Speed: 61.625 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.568
[Epoch 56][Batch 289], Speed: 60.724 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.567
[Epoch 56][Batch 299], Speed: 60.823 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.567
[Epoch 56][Batch 309], Speed: 61.355 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.567
[Epoch 56][Batch 319], Speed: 61.585 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.566
[Epoch 56][Batch 329], Speed: 61.047 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.566
[Epoch 56][Batch 339], Speed: 61.419 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.566
[Epoch 56][Batch 349], Speed: 60.760 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.565
[Epoch 56][Batch 359], Speed: 58.717 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.565
[Epoch 56][Batch 369], Speed: 60.818 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.565
[Epoch 56][Batch 379], Speed: 61.548 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.564
[Epoch 56][Batch 389], Speed: 60.975 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.564
[Epoch 56][Batch 399], Speed: 60.953 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.564
[Epoch 56][Batch 409], Speed: 61.119 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.563
[Epoch 56][Batch 419], Speed: 60.511 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.563
[Epoch 56][Batch 429], Speed: 60.578 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.563
[Epoch 56][Batch 439], Speed: 61.403 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.562
[Epoch 56][Batch 449], Speed: 61.116 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.562
[Epoch 56][Batch 459], Speed: 61.216 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.562
[Epoch 56][Batch 469], Speed: 61.995 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.561
[Epoch 56][Batch 479], Speed: 61.912 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.561
[Epoch 56][Batch 489], Speed: 60.729 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.561
[Epoch 56][Batch 499], Speed: 61.497 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.560
[Epoch 56][Batch 509], Speed: 61.579 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.560
[Epoch 56] Training cost: 276.899, WHL1=0.209, CenterRegL1=0.228, HeatmapFocal=1.560
[Epoch 57][Batch 9], Speed: 61.556 samples/sec, LR=1.25e-05, WHL1=0.220, CenterRegL1=0.220, HeatmapFocal=1.560
[Epoch 57][Batch 19], Speed: 60.852 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.225, HeatmapFocal=1.559
[Epoch 57][Batch 29], Speed: 61.026 samples/sec, LR=1.25e-05, WHL1=0.216, CenterRegL1=0.226, HeatmapFocal=1.559
[Epoch 57][Batch 39], Speed: 61.361 samples/sec, LR=1.25e-05, WHL1=0.214, CenterRegL1=0.226, HeatmapFocal=1.559
[Epoch 57][Batch 49], Speed: 61.326 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.225, HeatmapFocal=1.558
[Epoch 57][Batch 59], Speed: 61.340 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.558
[Epoch 57][Batch 69], Speed: 61.844 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.558
[Epoch 57][Batch 79], Speed: 60.936 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.557
[Epoch 57][Batch 89], Speed: 60.137 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 57][Batch 99], Speed: 61.240 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.557
[Epoch 57][Batch 109], Speed: 37.687 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.556
[Epoch 57][Batch 119], Speed: 61.031 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.556
[Epoch 57][Batch 129], Speed: 59.739 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.556
[Epoch 57][Batch 139], Speed: 60.235 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.555
[Epoch 57][Batch 149], Speed: 61.384 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.555
[Epoch 57][Batch 159], Speed: 60.495 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.555
[Epoch 57][Batch 169], Speed: 61.767 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.555
[Epoch 57][Batch 179], Speed: 61.882 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.554
[Epoch 57][Batch 189], Speed: 61.673 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.554
[Epoch 57][Batch 199], Speed: 61.747 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.554
[Epoch 57][Batch 209], Speed: 60.797 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.553
[Epoch 57][Batch 219], Speed: 60.750 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.553
[Epoch 57][Batch 229], Speed: 59.956 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.553
[Epoch 57][Batch 239], Speed: 60.644 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.552
[Epoch 57][Batch 249], Speed: 60.578 samples/sec, LR=1.25e-05, WHL1=0.213, CenterRegL1=0.226, HeatmapFocal=1.552
[Epoch 57][Batch 259], Speed: 61.164 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.552
[Epoch 57][Batch 269], Speed: 59.738 samples/sec, LR=1.25e-05, WHL1=0.212, CenterRegL1=0.226, HeatmapFocal=1.551
[Epoch 57][Batch 279], Speed: 61.336 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.551
[Epoch 57][Batch 289], Speed: 59.676 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.551
[Epoch 57][Batch 299], Speed: 61.215 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.550
[Epoch 57][Batch 309], Speed: 60.999 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.550
[Epoch 57][Batch 319], Speed: 61.112 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.550
[Epoch 57][Batch 329], Speed: 61.163 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.550
[Epoch 57][Batch 339], Speed: 61.245 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.549
[Epoch 57][Batch 349], Speed: 60.859 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.549
[Epoch 57][Batch 359], Speed: 61.168 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.549
[Epoch 57][Batch 369], Speed: 59.384 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.548
[Epoch 57][Batch 379], Speed: 61.136 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.548
[Epoch 57][Batch 389], Speed: 61.183 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.548
[Epoch 57][Batch 399], Speed: 61.072 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.547
[Epoch 57][Batch 409], Speed: 60.813 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.547
[Epoch 57][Batch 419], Speed: 61.049 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.547
[Epoch 57][Batch 429], Speed: 61.440 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.546
[Epoch 57][Batch 439], Speed: 60.384 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.546
[Epoch 57][Batch 449], Speed: 59.809 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.546
[Epoch 57][Batch 459], Speed: 62.091 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.546
[Epoch 57][Batch 469], Speed: 61.705 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.545
[Epoch 57][Batch 479], Speed: 59.677 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.545
[Epoch 57][Batch 489], Speed: 62.075 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.545
[Epoch 57][Batch 499], Speed: 61.627 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.227, HeatmapFocal=1.544
[Epoch 57][Batch 509], Speed: 61.012 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.544
[Epoch 57] Training cost: 277.773, WHL1=0.209, CenterRegL1=0.227, HeatmapFocal=1.544
[Epoch 58][Batch 9], Speed: 61.609 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.543
[Epoch 58][Batch 19], Speed: 60.448 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.228, HeatmapFocal=1.543
[Epoch 58][Batch 29], Speed: 61.355 samples/sec, LR=1.25e-05, WHL1=0.199, CenterRegL1=0.227, HeatmapFocal=1.543
[Epoch 58][Batch 39], Speed: 60.214 samples/sec, LR=1.25e-05, WHL1=0.199, CenterRegL1=0.228, HeatmapFocal=1.542
[Epoch 58][Batch 49], Speed: 61.468 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.228, HeatmapFocal=1.542
[Epoch 58][Batch 59], Speed: 61.946 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.542
[Epoch 58][Batch 69], Speed: 61.191 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.542
[Epoch 58][Batch 79], Speed: 60.057 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.541
[Epoch 58][Batch 89], Speed: 61.371 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.541
[Epoch 58][Batch 99], Speed: 61.774 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.541
[Epoch 58][Batch 109], Speed: 61.430 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.540
[Epoch 58][Batch 119], Speed: 61.469 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.540
[Epoch 58][Batch 129], Speed: 61.699 samples/sec, LR=1.25e-05, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.540
[Epoch 58][Batch 139], Speed: 59.171 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.539
[Epoch 58][Batch 149], Speed: 61.299 samples/sec, LR=1.25e-05, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.539
[Epoch 58][Batch 159], Speed: 60.750 samples/sec, LR=1.25e-05, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.539
[Epoch 58][Batch 169], Speed: 60.937 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.538
[Epoch 58][Batch 179], Speed: 60.097 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.538
[Epoch 58][Batch 189], Speed: 61.241 samples/sec, LR=1.25e-05, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.538
[Epoch 58][Batch 199], Speed: 60.798 samples/sec, LR=1.25e-05, WHL1=0.205, CenterRegL1=0.226, HeatmapFocal=1.538
[Epoch 58][Batch 209], Speed: 61.333 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.537
[Epoch 58][Batch 219], Speed: 61.277 samples/sec, LR=1.25e-05, WHL1=0.205, CenterRegL1=0.227, HeatmapFocal=1.537
[Epoch 58][Batch 229], Speed: 59.590 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.537
[Epoch 58][Batch 239], Speed: 60.735 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.536
[Epoch 58][Batch 249], Speed: 61.643 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.536
[Epoch 58][Batch 259], Speed: 60.710 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.536
[Epoch 58][Batch 269], Speed: 61.286 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.535
[Epoch 58][Batch 279], Speed: 61.367 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.535
[Epoch 58][Batch 289], Speed: 60.513 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.535
[Epoch 58][Batch 299], Speed: 61.279 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.535
[Epoch 58][Batch 309], Speed: 61.436 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.534
[Epoch 58][Batch 319], Speed: 60.957 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.534
[Epoch 58][Batch 329], Speed: 60.727 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.534
[Epoch 58][Batch 339], Speed: 60.397 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.227, HeatmapFocal=1.533
[Epoch 58][Batch 349], Speed: 59.383 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.227, HeatmapFocal=1.533
[Epoch 58][Batch 359], Speed: 61.202 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.533
[Epoch 58][Batch 369], Speed: 61.224 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.532
[Epoch 58][Batch 379], Speed: 60.369 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.532
[Epoch 58][Batch 389], Speed: 59.863 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.532
[Epoch 58][Batch 399], Speed: 59.827 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.532
[Epoch 58][Batch 409], Speed: 60.770 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.531
[Epoch 58][Batch 419], Speed: 61.355 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.531
[Epoch 58][Batch 429], Speed: 61.118 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.531
[Epoch 58][Batch 439], Speed: 60.897 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.530
[Epoch 58][Batch 449], Speed: 60.995 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.530
[Epoch 58][Batch 459], Speed: 61.683 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.530
[Epoch 58][Batch 469], Speed: 62.196 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.529
[Epoch 58][Batch 479], Speed: 62.363 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.529
[Epoch 58][Batch 489], Speed: 61.625 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.529
[Epoch 58][Batch 499], Speed: 60.436 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.529
[Epoch 58][Batch 509], Speed: 61.523 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.528
[Epoch 58] Training cost: 276.982, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.528
[Epoch 59][Batch 9], Speed: 60.785 samples/sec, LR=1.25e-05, WHL1=0.187, CenterRegL1=0.229, HeatmapFocal=1.528
[Epoch 59][Batch 19], Speed: 61.359 samples/sec, LR=1.25e-05, WHL1=0.196, CenterRegL1=0.228, HeatmapFocal=1.527
[Epoch 59][Batch 29], Speed: 61.446 samples/sec, LR=1.25e-05, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.527
[Epoch 59][Batch 39], Speed: 61.967 samples/sec, LR=1.25e-05, WHL1=0.204, CenterRegL1=0.227, HeatmapFocal=1.527
[Epoch 59][Batch 49], Speed: 61.960 samples/sec, LR=1.25e-05, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.527
[Epoch 59][Batch 59], Speed: 61.744 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.526
[Epoch 59][Batch 69], Speed: 30.038 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.526
[Epoch 59][Batch 79], Speed: 60.454 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.526
[Epoch 59][Batch 89], Speed: 60.363 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.525
[Epoch 59][Batch 99], Speed: 59.884 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.525
[Epoch 59][Batch 109], Speed: 60.360 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.525
[Epoch 59][Batch 119], Speed: 60.751 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.524
[Epoch 59][Batch 129], Speed: 60.759 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.524
[Epoch 59][Batch 139], Speed: 61.130 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.524
[Epoch 59][Batch 149], Speed: 61.305 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.524
[Epoch 59][Batch 159], Speed: 61.783 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.225, HeatmapFocal=1.523
[Epoch 59][Batch 169], Speed: 61.402 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.523
[Epoch 59][Batch 179], Speed: 61.362 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.225, HeatmapFocal=1.523
[Epoch 59][Batch 189], Speed: 61.341 samples/sec, LR=1.25e-05, WHL1=0.211, CenterRegL1=0.226, HeatmapFocal=1.522
[Epoch 59][Batch 199], Speed: 61.203 samples/sec, LR=1.25e-05, WHL1=0.210, CenterRegL1=0.226, HeatmapFocal=1.522
[Epoch 59][Batch 209], Speed: 61.268 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.522
[Epoch 59][Batch 219], Speed: 61.242 samples/sec, LR=1.25e-05, WHL1=0.209, CenterRegL1=0.226, HeatmapFocal=1.522
[Epoch 59][Batch 229], Speed: 61.415 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.521
[Epoch 59][Batch 239], Speed: 60.922 samples/sec, LR=1.25e-05, WHL1=0.208, CenterRegL1=0.226, HeatmapFocal=1.521
[Epoch 59][Batch 249], Speed: 61.287 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.521
[Epoch 59][Batch 259], Speed: 61.287 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.520
[Epoch 59][Batch 269], Speed: 61.053 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.520
[Epoch 59][Batch 279], Speed: 61.748 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.520
[Epoch 59][Batch 289], Speed: 60.930 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.519
[Epoch 59][Batch 299], Speed: 60.975 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.519
[Epoch 59][Batch 309], Speed: 60.752 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.519
[Epoch 59][Batch 319], Speed: 61.367 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.519
[Epoch 59][Batch 329], Speed: 61.176 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.518
[Epoch 59][Batch 339], Speed: 60.364 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.518
[Epoch 59][Batch 349], Speed: 60.363 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.518
[Epoch 59][Batch 359], Speed: 61.429 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.517
[Epoch 59][Batch 369], Speed: 61.563 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.517
[Epoch 59][Batch 379], Speed: 61.060 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.517
[Epoch 59][Batch 389], Speed: 60.382 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.517
[Epoch 59][Batch 399], Speed: 61.005 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.516
[Epoch 59][Batch 409], Speed: 61.249 samples/sec, LR=1.25e-05, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.516
[Epoch 59][Batch 419], Speed: 60.904 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.516
[Epoch 59][Batch 429], Speed: 61.462 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.515
[Epoch 59][Batch 439], Speed: 60.776 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.515
[Epoch 59][Batch 449], Speed: 61.226 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.515
[Epoch 59][Batch 459], Speed: 61.932 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.514
[Epoch 59][Batch 469], Speed: 61.219 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.514
[Epoch 59][Batch 479], Speed: 61.357 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.514
[Epoch 59][Batch 489], Speed: 61.512 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.514
[Epoch 59][Batch 499], Speed: 62.021 samples/sec, LR=1.25e-05, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.513
[Epoch 59][Batch 509], Speed: 61.520 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.513
[Epoch 59] Training cost: 277.342, WHL1=0.207, CenterRegL1=0.226, HeatmapFocal=1.513
[Epoch 60][Batch 9], Speed: 61.264 samples/sec, LR=1.2500000000000003e-06, WHL1=0.189, CenterRegL1=0.225, HeatmapFocal=1.512
[Epoch 60][Batch 19], Speed: 60.564 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.226, HeatmapFocal=1.512
[Epoch 60][Batch 29], Speed: 61.382 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.227, HeatmapFocal=1.512
[Epoch 60][Batch 39], Speed: 61.069 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.512
[Epoch 60][Batch 49], Speed: 61.402 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.511
[Epoch 60][Batch 59], Speed: 61.440 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.511
[Epoch 60][Batch 69], Speed: 61.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.511
[Epoch 60][Batch 79], Speed: 61.129 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.510
[Epoch 60][Batch 89], Speed: 61.090 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.510
[Epoch 60][Batch 99], Speed: 60.552 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.510
[Epoch 60][Batch 109], Speed: 61.079 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.510
[Epoch 60][Batch 119], Speed: 60.867 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.509
[Epoch 60][Batch 129], Speed: 61.308 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.509
[Epoch 60][Batch 139], Speed: 60.163 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.509
[Epoch 60][Batch 149], Speed: 60.963 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.508
[Epoch 60][Batch 159], Speed: 61.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.508
[Epoch 60][Batch 169], Speed: 59.554 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.508
[Epoch 60][Batch 179], Speed: 61.481 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.508
[Epoch 60][Batch 189], Speed: 60.715 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.507
[Epoch 60][Batch 199], Speed: 61.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.507
[Epoch 60][Batch 209], Speed: 61.557 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.507
[Epoch 60][Batch 219], Speed: 60.958 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.506
[Epoch 60][Batch 229], Speed: 61.876 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.506
[Epoch 60][Batch 239], Speed: 61.344 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.506
[Epoch 60][Batch 249], Speed: 61.370 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.505
[Epoch 60][Batch 259], Speed: 60.537 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.505
[Epoch 60][Batch 269], Speed: 60.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.505
[Epoch 60][Batch 279], Speed: 60.488 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.505
[Epoch 60][Batch 289], Speed: 61.158 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.504
[Epoch 60][Batch 299], Speed: 59.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.504
[Epoch 60][Batch 309], Speed: 60.834 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.504
[Epoch 60][Batch 319], Speed: 61.303 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.503
[Epoch 60][Batch 329], Speed: 61.050 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.503
[Epoch 60][Batch 339], Speed: 60.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.503
[Epoch 60][Batch 349], Speed: 61.195 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.502
[Epoch 60][Batch 359], Speed: 61.380 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.502
[Epoch 60][Batch 369], Speed: 61.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.502
[Epoch 60][Batch 379], Speed: 60.795 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.502
[Epoch 60][Batch 389], Speed: 61.276 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.501
[Epoch 60][Batch 399], Speed: 61.461 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.501
[Epoch 60][Batch 409], Speed: 62.292 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.501
[Epoch 60][Batch 419], Speed: 61.606 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.501
[Epoch 60][Batch 429], Speed: 62.266 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.500
[Epoch 60][Batch 439], Speed: 62.060 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.500
[Epoch 60][Batch 449], Speed: 49.260 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.500
[Epoch 60][Batch 459], Speed: 61.480 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.499
[Epoch 60][Batch 469], Speed: 61.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.499
[Epoch 60][Batch 479], Speed: 61.934 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.499
[Epoch 60][Batch 489], Speed: 61.737 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.498
[Epoch 60][Batch 499], Speed: 61.659 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.498
[Epoch 60][Batch 509], Speed: 62.192 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.498
[Epoch 60] Training cost: 279.402, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.498
[Epoch 60] Validation: 
aeroplane=0.7992792209593075
bicycle=0.8622723962880063
bird=0.8021927392271064
boat=0.7183749453464681
bottle=0.6138406327109022
bus=0.8725515549043281
car=0.880498147045804
cat=0.875041840923524
chair=0.6460071196328222
cow=0.869524428220717
diningtable=0.7195380972509108
dog=0.8552521517876551
horse=0.8870098814643699
motorbike=0.8558041028708935
person=0.7927591058780306
pottedplant=0.5392241269346071
sheep=0.8340773567787275
sofa=0.7397544446930326
train=0.8712872745397711
tvmonitor=0.7815189926993485
mAP=0.7907904280078165
[Epoch 61][Batch 9], Speed: 61.567 samples/sec, LR=1.2500000000000003e-06, WHL1=0.218, CenterRegL1=0.230, HeatmapFocal=1.497
[Epoch 61][Batch 19], Speed: 61.214 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.229, HeatmapFocal=1.497
[Epoch 61][Batch 29], Speed: 61.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.227, HeatmapFocal=1.497
[Epoch 61][Batch 39], Speed: 61.839 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.497
[Epoch 61][Batch 49], Speed: 60.401 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.496
[Epoch 61][Batch 59], Speed: 61.816 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.496
[Epoch 61][Batch 69], Speed: 62.227 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.496
[Epoch 61][Batch 79], Speed: 61.590 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.495
[Epoch 61][Batch 89], Speed: 61.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.495
[Epoch 61][Batch 99], Speed: 60.354 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.495
[Epoch 61][Batch 109], Speed: 61.920 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.495
[Epoch 61][Batch 119], Speed: 61.838 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.494
[Epoch 61][Batch 129], Speed: 61.178 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.494
[Epoch 61][Batch 139], Speed: 61.402 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.494
[Epoch 61][Batch 149], Speed: 60.259 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.493
[Epoch 61][Batch 159], Speed: 61.752 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.493
[Epoch 61][Batch 169], Speed: 61.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.493
[Epoch 61][Batch 179], Speed: 61.932 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.493
[Epoch 61][Batch 189], Speed: 61.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.224, HeatmapFocal=1.492
[Epoch 61][Batch 199], Speed: 61.612 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.492
[Epoch 61][Batch 209], Speed: 62.160 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.492
[Epoch 61][Batch 219], Speed: 62.263 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.491
[Epoch 61][Batch 229], Speed: 61.670 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.491
[Epoch 61][Batch 239], Speed: 61.832 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.491
[Epoch 61][Batch 249], Speed: 62.103 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.491
[Epoch 61][Batch 259], Speed: 61.953 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.490
[Epoch 61][Batch 269], Speed: 61.080 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.490
[Epoch 61][Batch 279], Speed: 61.855 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.490
[Epoch 61][Batch 289], Speed: 62.180 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.489
[Epoch 61][Batch 299], Speed: 61.804 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.489
[Epoch 61][Batch 309], Speed: 61.686 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.489
[Epoch 61][Batch 319], Speed: 61.779 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.489
[Epoch 61][Batch 329], Speed: 61.332 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.488
[Epoch 61][Batch 339], Speed: 62.169 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.488
[Epoch 61][Batch 349], Speed: 61.961 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.488
[Epoch 61][Batch 359], Speed: 61.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.488
[Epoch 61][Batch 369], Speed: 61.817 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.487
[Epoch 61][Batch 379], Speed: 61.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.487
[Epoch 61][Batch 389], Speed: 61.716 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.487
[Epoch 61][Batch 399], Speed: 62.074 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.486
[Epoch 61][Batch 409], Speed: 61.901 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.486
[Epoch 61][Batch 419], Speed: 61.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.486
[Epoch 61][Batch 429], Speed: 61.607 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.486
[Epoch 61][Batch 439], Speed: 61.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.485
[Epoch 61][Batch 449], Speed: 61.939 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.485
[Epoch 61][Batch 459], Speed: 62.318 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.485
[Epoch 61][Batch 469], Speed: 62.645 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.484
[Epoch 61][Batch 479], Speed: 62.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.484
[Epoch 61][Batch 489], Speed: 62.104 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.484
[Epoch 61][Batch 499], Speed: 61.461 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.484
[Epoch 61][Batch 509], Speed: 61.906 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.483
[Epoch 61] Training cost: 271.382, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.483
[Epoch 62][Batch 9], Speed: 61.721 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.483
[Epoch 62][Batch 19], Speed: 61.689 samples/sec, LR=1.2500000000000003e-06, WHL1=0.193, CenterRegL1=0.231, HeatmapFocal=1.483
[Epoch 62][Batch 29], Speed: 62.067 samples/sec, LR=1.2500000000000003e-06, WHL1=0.196, CenterRegL1=0.230, HeatmapFocal=1.482
[Epoch 62][Batch 39], Speed: 61.559 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.230, HeatmapFocal=1.482
[Epoch 62][Batch 49], Speed: 62.280 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.228, HeatmapFocal=1.482
[Epoch 62][Batch 59], Speed: 62.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.229, HeatmapFocal=1.482
[Epoch 62][Batch 69], Speed: 62.186 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.227, HeatmapFocal=1.481
[Epoch 62][Batch 79], Speed: 62.380 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.481
[Epoch 62][Batch 89], Speed: 62.143 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.228, HeatmapFocal=1.481
[Epoch 62][Batch 99], Speed: 62.489 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.480
[Epoch 62][Batch 109], Speed: 62.252 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.480
[Epoch 62][Batch 119], Speed: 61.574 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.228, HeatmapFocal=1.480
[Epoch 62][Batch 129], Speed: 62.024 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.228, HeatmapFocal=1.480
[Epoch 62][Batch 139], Speed: 61.871 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.479
[Epoch 62][Batch 149], Speed: 61.649 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.228, HeatmapFocal=1.479
[Epoch 62][Batch 159], Speed: 62.477 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.479
[Epoch 62][Batch 169], Speed: 62.268 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.478
[Epoch 62][Batch 179], Speed: 61.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.478
[Epoch 62][Batch 189], Speed: 62.202 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.478
[Epoch 62][Batch 199], Speed: 62.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.478
[Epoch 62][Batch 209], Speed: 61.885 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.477
[Epoch 62][Batch 219], Speed: 62.212 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.477
[Epoch 62][Batch 229], Speed: 62.003 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.477
[Epoch 62][Batch 239], Speed: 61.466 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.477
[Epoch 62][Batch 249], Speed: 62.089 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.476
[Epoch 62][Batch 259], Speed: 61.871 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.476
[Epoch 62][Batch 269], Speed: 61.769 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.476
[Epoch 62][Batch 279], Speed: 62.343 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.476
[Epoch 62][Batch 289], Speed: 62.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.475
[Epoch 62][Batch 299], Speed: 62.193 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.475
[Epoch 62][Batch 309], Speed: 61.777 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.475
[Epoch 62][Batch 319], Speed: 61.906 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.474
[Epoch 62][Batch 329], Speed: 61.947 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.474
[Epoch 62][Batch 339], Speed: 62.345 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.474
[Epoch 62][Batch 349], Speed: 61.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.474
[Epoch 62][Batch 359], Speed: 61.879 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.473
[Epoch 62][Batch 369], Speed: 61.840 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.473
[Epoch 62][Batch 379], Speed: 61.141 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.473
[Epoch 62][Batch 389], Speed: 61.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.473
[Epoch 62][Batch 399], Speed: 62.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.472
[Epoch 62][Batch 409], Speed: 62.301 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.472
[Epoch 62][Batch 419], Speed: 62.099 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.472
[Epoch 62][Batch 429], Speed: 61.851 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.471
[Epoch 62][Batch 439], Speed: 61.832 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.471
[Epoch 62][Batch 449], Speed: 61.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.471
[Epoch 62][Batch 459], Speed: 62.653 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.471
[Epoch 62][Batch 469], Speed: 62.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.470
[Epoch 62][Batch 479], Speed: 62.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.470
[Epoch 62][Batch 489], Speed: 62.401 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.470
[Epoch 62][Batch 499], Speed: 62.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.470
[Epoch 62][Batch 509], Speed: 62.194 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.469
[Epoch 62] Training cost: 270.212, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.469
[Epoch 63][Batch 9], Speed: 60.057 samples/sec, LR=1.2500000000000003e-06, WHL1=0.220, CenterRegL1=0.228, HeatmapFocal=1.469
[Epoch 63][Batch 19], Speed: 62.026 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.231, HeatmapFocal=1.469
[Epoch 63][Batch 29], Speed: 61.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.230, HeatmapFocal=1.468
[Epoch 63][Batch 39], Speed: 61.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.228, HeatmapFocal=1.468
[Epoch 63][Batch 49], Speed: 61.928 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.227, HeatmapFocal=1.468
[Epoch 63][Batch 59], Speed: 61.696 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.467
[Epoch 63][Batch 69], Speed: 61.588 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.228, HeatmapFocal=1.467
[Epoch 63][Batch 79], Speed: 61.967 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.467
[Epoch 63][Batch 89], Speed: 61.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.467
[Epoch 63][Batch 99], Speed: 61.883 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.466
[Epoch 63][Batch 109], Speed: 61.844 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.227, HeatmapFocal=1.466
[Epoch 63][Batch 119], Speed: 62.138 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.227, HeatmapFocal=1.466
[Epoch 63][Batch 129], Speed: 61.819 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.466
[Epoch 63][Batch 139], Speed: 61.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.465
[Epoch 63][Batch 149], Speed: 61.533 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.465
[Epoch 63][Batch 159], Speed: 61.818 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.465
[Epoch 63][Batch 169], Speed: 62.093 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.464
[Epoch 63][Batch 179], Speed: 62.168 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.464
[Epoch 63][Batch 189], Speed: 61.676 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.464
[Epoch 63][Batch 199], Speed: 61.953 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.464
[Epoch 63][Batch 209], Speed: 61.647 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.463
[Epoch 63][Batch 219], Speed: 60.804 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.463
[Epoch 63][Batch 229], Speed: 60.266 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.463
[Epoch 63][Batch 239], Speed: 62.045 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.463
[Epoch 63][Batch 249], Speed: 61.844 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.227, HeatmapFocal=1.462
[Epoch 63][Batch 259], Speed: 61.329 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.227, HeatmapFocal=1.462
[Epoch 63][Batch 269], Speed: 61.670 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.227, HeatmapFocal=1.462
[Epoch 63][Batch 279], Speed: 62.126 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.227, HeatmapFocal=1.462
[Epoch 63][Batch 289], Speed: 61.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.461
[Epoch 63][Batch 299], Speed: 62.006 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.461
[Epoch 63][Batch 309], Speed: 61.811 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.461
[Epoch 63][Batch 319], Speed: 61.952 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.460
[Epoch 63][Batch 329], Speed: 61.827 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.460
[Epoch 63][Batch 339], Speed: 62.100 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.460
[Epoch 63][Batch 349], Speed: 61.794 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.460
[Epoch 63][Batch 359], Speed: 62.183 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.227, HeatmapFocal=1.459
[Epoch 63][Batch 369], Speed: 61.798 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.459
[Epoch 63][Batch 379], Speed: 61.415 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.459
[Epoch 63][Batch 389], Speed: 61.626 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.459
[Epoch 63][Batch 399], Speed: 61.793 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.458
[Epoch 63][Batch 409], Speed: 62.030 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.458
[Epoch 63][Batch 419], Speed: 61.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.458
[Epoch 63][Batch 429], Speed: 61.742 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.458
[Epoch 63][Batch 439], Speed: 62.200 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.457
[Epoch 63][Batch 449], Speed: 61.739 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.457
[Epoch 63][Batch 459], Speed: 62.359 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.457
[Epoch 63][Batch 469], Speed: 62.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.456
[Epoch 63][Batch 479], Speed: 62.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.456
[Epoch 63][Batch 489], Speed: 62.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.456
[Epoch 63][Batch 499], Speed: 62.482 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.456
[Epoch 63][Batch 509], Speed: 62.462 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.455
[Epoch 63] Training cost: 271.349, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.455
[Epoch 64][Batch 9], Speed: 61.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.192, CenterRegL1=0.228, HeatmapFocal=1.455
[Epoch 64][Batch 19], Speed: 61.978 samples/sec, LR=1.2500000000000003e-06, WHL1=0.189, CenterRegL1=0.223, HeatmapFocal=1.455
[Epoch 64][Batch 29], Speed: 61.695 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.454
[Epoch 64][Batch 39], Speed: 62.114 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.454
[Epoch 64][Batch 49], Speed: 62.194 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.454
[Epoch 64][Batch 59], Speed: 62.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.454
[Epoch 64][Batch 69], Speed: 61.915 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.453
[Epoch 64][Batch 79], Speed: 62.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.453
[Epoch 64][Batch 89], Speed: 61.791 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.453
[Epoch 64][Batch 99], Speed: 62.419 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.453
[Epoch 64][Batch 109], Speed: 61.957 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.452
[Epoch 64][Batch 119], Speed: 62.099 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.452
[Epoch 64][Batch 129], Speed: 61.841 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.452
[Epoch 64][Batch 139], Speed: 61.324 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.452
[Epoch 64][Batch 149], Speed: 61.995 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.451
[Epoch 64][Batch 159], Speed: 62.090 samples/sec, LR=1.2500000000000003e-06, WHL1=0.205, CenterRegL1=0.225, HeatmapFocal=1.451
[Epoch 64][Batch 169], Speed: 62.142 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.226, HeatmapFocal=1.451
[Epoch 64][Batch 179], Speed: 61.405 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.451
[Epoch 64][Batch 189], Speed: 61.761 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.450
[Epoch 64][Batch 199], Speed: 61.991 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.450
[Epoch 64][Batch 209], Speed: 61.899 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.450
[Epoch 64][Batch 219], Speed: 62.032 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.449
[Epoch 64][Batch 229], Speed: 61.690 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.449
[Epoch 64][Batch 239], Speed: 61.871 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.449
[Epoch 64][Batch 249], Speed: 61.964 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.449
[Epoch 64][Batch 259], Speed: 61.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.448
[Epoch 64][Batch 269], Speed: 62.031 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.448
[Epoch 64][Batch 279], Speed: 62.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.448
[Epoch 64][Batch 289], Speed: 61.884 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.448
[Epoch 64][Batch 299], Speed: 61.772 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.447
[Epoch 64][Batch 309], Speed: 61.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.447
[Epoch 64][Batch 319], Speed: 61.265 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.447
[Epoch 64][Batch 329], Speed: 62.070 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.447
[Epoch 64][Batch 339], Speed: 62.162 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.446
[Epoch 64][Batch 349], Speed: 62.024 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.446
[Epoch 64][Batch 359], Speed: 61.882 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.446
[Epoch 64][Batch 369], Speed: 61.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.446
[Epoch 64][Batch 379], Speed: 61.335 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.445
[Epoch 64][Batch 389], Speed: 61.602 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.445
[Epoch 64][Batch 399], Speed: 61.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.445
[Epoch 64][Batch 409], Speed: 61.997 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.445
[Epoch 64][Batch 419], Speed: 61.802 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.444
[Epoch 64][Batch 429], Speed: 58.918 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.444
[Epoch 64][Batch 439], Speed: 61.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.444
[Epoch 64][Batch 449], Speed: 61.465 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.444
[Epoch 64][Batch 459], Speed: 62.561 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.443
[Epoch 64][Batch 469], Speed: 62.579 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.443
[Epoch 64][Batch 479], Speed: 62.287 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.443
[Epoch 64][Batch 489], Speed: 62.249 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.443
[Epoch 64][Batch 499], Speed: 62.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.442
[Epoch 64][Batch 509], Speed: 62.419 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.442
[Epoch 64] Training cost: 270.553, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.442
[Epoch 65][Batch 9], Speed: 61.796 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.224, HeatmapFocal=1.442
[Epoch 65][Batch 19], Speed: 61.790 samples/sec, LR=1.2500000000000003e-06, WHL1=0.212, CenterRegL1=0.224, HeatmapFocal=1.441
[Epoch 65][Batch 29], Speed: 61.913 samples/sec, LR=1.2500000000000003e-06, WHL1=0.210, CenterRegL1=0.223, HeatmapFocal=1.441
[Epoch 65][Batch 39], Speed: 61.857 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.223, HeatmapFocal=1.441
[Epoch 65][Batch 49], Speed: 62.150 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.441
[Epoch 65][Batch 59], Speed: 62.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.224, HeatmapFocal=1.440
[Epoch 65][Batch 69], Speed: 61.984 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.224, HeatmapFocal=1.440
[Epoch 65][Batch 79], Speed: 62.146 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.223, HeatmapFocal=1.440
[Epoch 65][Batch 89], Speed: 61.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.223, HeatmapFocal=1.440
[Epoch 65][Batch 99], Speed: 61.425 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.223, HeatmapFocal=1.439
[Epoch 65][Batch 109], Speed: 62.038 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.439
[Epoch 65][Batch 119], Speed: 61.990 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.224, HeatmapFocal=1.439
[Epoch 65][Batch 129], Speed: 61.935 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.439
[Epoch 65][Batch 139], Speed: 61.781 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.438
[Epoch 65][Batch 149], Speed: 62.150 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.438
[Epoch 65][Batch 159], Speed: 62.412 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.438
[Epoch 65][Batch 169], Speed: 61.723 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.438
[Epoch 65][Batch 179], Speed: 62.487 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.437
[Epoch 65][Batch 189], Speed: 61.433 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.437
[Epoch 65][Batch 199], Speed: 61.948 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.437
[Epoch 65][Batch 209], Speed: 61.863 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.437
[Epoch 65][Batch 219], Speed: 62.291 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.436
[Epoch 65][Batch 229], Speed: 62.037 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.436
[Epoch 65][Batch 239], Speed: 61.917 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.436
[Epoch 65][Batch 249], Speed: 61.780 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.436
[Epoch 65][Batch 259], Speed: 61.791 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.435
[Epoch 65][Batch 269], Speed: 61.954 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.435
[Epoch 65][Batch 279], Speed: 62.050 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.435
[Epoch 65][Batch 289], Speed: 61.957 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.435
[Epoch 65][Batch 299], Speed: 62.137 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.434
[Epoch 65][Batch 309], Speed: 61.693 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.434
[Epoch 65][Batch 319], Speed: 61.547 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.434
[Epoch 65][Batch 329], Speed: 62.224 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.434
[Epoch 65][Batch 339], Speed: 61.648 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.433
[Epoch 65][Batch 349], Speed: 61.419 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.433
[Epoch 65][Batch 359], Speed: 61.543 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.433
[Epoch 65][Batch 369], Speed: 61.768 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.433
[Epoch 65][Batch 379], Speed: 61.477 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.432
[Epoch 65][Batch 389], Speed: 62.074 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.432
[Epoch 65][Batch 399], Speed: 62.196 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.432
[Epoch 65][Batch 409], Speed: 61.919 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.432
[Epoch 65][Batch 419], Speed: 62.051 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.431
[Epoch 65][Batch 429], Speed: 61.971 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.431
[Epoch 65][Batch 439], Speed: 61.688 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.431
[Epoch 65][Batch 449], Speed: 62.063 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.431
[Epoch 65][Batch 459], Speed: 62.560 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.430
[Epoch 65][Batch 469], Speed: 62.529 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.430
[Epoch 65][Batch 479], Speed: 62.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.226, HeatmapFocal=1.430
[Epoch 65][Batch 489], Speed: 62.226 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.430
[Epoch 65][Batch 499], Speed: 62.342 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.429
[Epoch 65][Batch 509], Speed: 62.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.226, HeatmapFocal=1.429
[Epoch 65] Training cost: 270.428, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.429
[Epoch 65] Validation: 
aeroplane=0.7978426281052395
bicycle=0.8675110769034251
bird=0.8136989047670764
boat=0.7250238412026788
bottle=0.6059143417834786
bus=0.8618342084298114
car=0.8789331111335381
cat=0.8746485753540241
chair=0.6501402639343914
cow=0.8657248171326811
diningtable=0.7347834468532
dog=0.8515729763049334
horse=0.8863315970685677
motorbike=0.8624242056768896
person=0.7906983858031825
pottedplant=0.5396950058559608
sheep=0.8310710192390961
sofa=0.7391338335612879
train=0.8594467997997051
tvmonitor=0.7782493034198783
mAP=0.7907339171164522
[Epoch 66][Batch 9], Speed: 61.864 samples/sec, LR=1.2500000000000003e-06, WHL1=0.217, CenterRegL1=0.222, HeatmapFocal=1.429
[Epoch 66][Batch 19], Speed: 61.719 samples/sec, LR=1.2500000000000003e-06, WHL1=0.214, CenterRegL1=0.224, HeatmapFocal=1.428
[Epoch 66][Batch 29], Speed: 61.903 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.226, HeatmapFocal=1.428
[Epoch 66][Batch 39], Speed: 61.114 samples/sec, LR=1.2500000000000003e-06, WHL1=0.207, CenterRegL1=0.225, HeatmapFocal=1.428
[Epoch 66][Batch 49], Speed: 62.171 samples/sec, LR=1.2500000000000003e-06, WHL1=0.209, CenterRegL1=0.224, HeatmapFocal=1.428
[Epoch 66][Batch 59], Speed: 62.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.204, CenterRegL1=0.225, HeatmapFocal=1.427
[Epoch 66][Batch 69], Speed: 61.715 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.427
[Epoch 66][Batch 79], Speed: 61.585 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.427
[Epoch 66][Batch 89], Speed: 61.582 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.427
[Epoch 66][Batch 99], Speed: 62.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.426
[Epoch 66][Batch 109], Speed: 62.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.426
[Epoch 66][Batch 119], Speed: 62.145 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.426
[Epoch 66][Batch 129], Speed: 61.046 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.426
[Epoch 66][Batch 139], Speed: 61.438 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.426
[Epoch 66][Batch 149], Speed: 62.019 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.224, HeatmapFocal=1.425
[Epoch 66][Batch 159], Speed: 62.155 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.224, HeatmapFocal=1.425
[Epoch 66][Batch 169], Speed: 60.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.425
[Epoch 66][Batch 179], Speed: 62.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.425
[Epoch 66][Batch 189], Speed: 61.756 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.424
[Epoch 66][Batch 199], Speed: 61.927 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.424
[Epoch 66][Batch 209], Speed: 62.113 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.424
[Epoch 66][Batch 219], Speed: 62.110 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.424
[Epoch 66][Batch 229], Speed: 62.074 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.423
[Epoch 66][Batch 239], Speed: 62.141 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.423
[Epoch 66][Batch 249], Speed: 61.878 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.423
[Epoch 66][Batch 259], Speed: 62.081 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.423
[Epoch 66][Batch 269], Speed: 61.512 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.422
[Epoch 66][Batch 279], Speed: 61.681 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.422
[Epoch 66][Batch 289], Speed: 62.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.422
[Epoch 66][Batch 299], Speed: 61.900 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.422
[Epoch 66][Batch 309], Speed: 61.890 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.421
[Epoch 66][Batch 319], Speed: 61.586 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.421
[Epoch 66][Batch 329], Speed: 59.942 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.421
[Epoch 66][Batch 339], Speed: 59.946 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.226, HeatmapFocal=1.420
[Epoch 66][Batch 349], Speed: 61.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.420
[Epoch 66][Batch 359], Speed: 62.011 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.420
[Epoch 66][Batch 369], Speed: 61.445 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.420
[Epoch 66][Batch 379], Speed: 61.959 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.420
[Epoch 66][Batch 389], Speed: 61.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.419
[Epoch 66][Batch 399], Speed: 61.664 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.419
[Epoch 66][Batch 409], Speed: 61.990 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.419
[Epoch 66][Batch 419], Speed: 61.355 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.419
[Epoch 66][Batch 429], Speed: 61.804 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.418
[Epoch 66][Batch 439], Speed: 61.585 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.418
[Epoch 66][Batch 449], Speed: 62.019 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.418
[Epoch 66][Batch 459], Speed: 62.605 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.418
[Epoch 66][Batch 469], Speed: 62.342 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.417
[Epoch 66][Batch 479], Speed: 62.329 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.417
[Epoch 66][Batch 489], Speed: 62.486 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.417
[Epoch 66][Batch 499], Speed: 62.239 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.417
[Epoch 66][Batch 509], Speed: 62.439 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.416
[Epoch 66] Training cost: 271.376, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.416
[Epoch 67][Batch 9], Speed: 61.579 samples/sec, LR=1.2500000000000003e-06, WHL1=0.187, CenterRegL1=0.221, HeatmapFocal=1.416
[Epoch 67][Batch 19], Speed: 61.901 samples/sec, LR=1.2500000000000003e-06, WHL1=0.188, CenterRegL1=0.226, HeatmapFocal=1.416
[Epoch 67][Batch 29], Speed: 61.958 samples/sec, LR=1.2500000000000003e-06, WHL1=0.192, CenterRegL1=0.226, HeatmapFocal=1.415
[Epoch 67][Batch 39], Speed: 61.667 samples/sec, LR=1.2500000000000003e-06, WHL1=0.195, CenterRegL1=0.224, HeatmapFocal=1.415
[Epoch 67][Batch 49], Speed: 61.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.196, CenterRegL1=0.224, HeatmapFocal=1.415
[Epoch 67][Batch 59], Speed: 61.702 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.226, HeatmapFocal=1.415
[Epoch 67][Batch 69], Speed: 61.836 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.227, HeatmapFocal=1.415
[Epoch 67][Batch 79], Speed: 62.217 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.414
[Epoch 67][Batch 89], Speed: 62.084 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.414
[Epoch 67][Batch 99], Speed: 61.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.414
[Epoch 67][Batch 109], Speed: 62.071 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.414
[Epoch 67][Batch 119], Speed: 61.717 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.413
[Epoch 67][Batch 129], Speed: 61.779 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.413
[Epoch 67][Batch 139], Speed: 61.653 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.413
[Epoch 67][Batch 149], Speed: 61.623 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.413
[Epoch 67][Batch 159], Speed: 61.837 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.412
[Epoch 67][Batch 169], Speed: 60.506 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.227, HeatmapFocal=1.412
[Epoch 67][Batch 179], Speed: 61.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.412
[Epoch 67][Batch 189], Speed: 61.735 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.412
[Epoch 67][Batch 199], Speed: 62.079 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.227, HeatmapFocal=1.411
[Epoch 67][Batch 209], Speed: 61.825 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.227, HeatmapFocal=1.411
[Epoch 67][Batch 219], Speed: 61.580 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.411
[Epoch 67][Batch 229], Speed: 60.135 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.411
[Epoch 67][Batch 239], Speed: 62.080 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.411
[Epoch 67][Batch 249], Speed: 61.510 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.410
[Epoch 67][Batch 259], Speed: 62.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.410
[Epoch 67][Batch 269], Speed: 62.086 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.410
[Epoch 67][Batch 279], Speed: 62.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.410
[Epoch 67][Batch 289], Speed: 61.988 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.409
[Epoch 67][Batch 299], Speed: 61.930 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.409
[Epoch 67][Batch 309], Speed: 61.824 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.409
[Epoch 67][Batch 319], Speed: 61.561 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.409
[Epoch 67][Batch 329], Speed: 62.253 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.408
[Epoch 67][Batch 339], Speed: 62.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.408
[Epoch 67][Batch 349], Speed: 62.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.408
[Epoch 67][Batch 359], Speed: 62.349 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.408
[Epoch 67][Batch 369], Speed: 61.915 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.226, HeatmapFocal=1.407
[Epoch 67][Batch 379], Speed: 62.223 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.407
[Epoch 67][Batch 389], Speed: 61.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.407
[Epoch 67][Batch 399], Speed: 61.764 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.407
[Epoch 67][Batch 409], Speed: 61.744 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.406
[Epoch 67][Batch 419], Speed: 62.090 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.406
[Epoch 67][Batch 429], Speed: 61.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.406
[Epoch 67][Batch 439], Speed: 62.022 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.406
[Epoch 67][Batch 449], Speed: 61.610 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.406
[Epoch 67][Batch 459], Speed: 62.084 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.405
[Epoch 67][Batch 469], Speed: 62.115 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.405
[Epoch 67][Batch 479], Speed: 62.260 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.405
[Epoch 67][Batch 489], Speed: 61.738 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.405
[Epoch 67][Batch 499], Speed: 62.536 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.404
[Epoch 67][Batch 509], Speed: 61.760 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.226, HeatmapFocal=1.404
[Epoch 67] Training cost: 270.553, WHL1=0.199, CenterRegL1=0.226, HeatmapFocal=1.404
[Epoch 68][Batch 9], Speed: 62.301 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.230, HeatmapFocal=1.404
[Epoch 68][Batch 19], Speed: 60.902 samples/sec, LR=1.2500000000000003e-06, WHL1=0.194, CenterRegL1=0.230, HeatmapFocal=1.403
[Epoch 68][Batch 29], Speed: 61.705 samples/sec, LR=1.2500000000000003e-06, WHL1=0.191, CenterRegL1=0.227, HeatmapFocal=1.403
[Epoch 68][Batch 39], Speed: 60.126 samples/sec, LR=1.2500000000000003e-06, WHL1=0.194, CenterRegL1=0.226, HeatmapFocal=1.403
[Epoch 68][Batch 49], Speed: 62.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.194, CenterRegL1=0.225, HeatmapFocal=1.403
[Epoch 68][Batch 59], Speed: 62.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.403
[Epoch 68][Batch 69], Speed: 61.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.224, HeatmapFocal=1.402
[Epoch 68][Batch 79], Speed: 62.166 samples/sec, LR=1.2500000000000003e-06, WHL1=0.195, CenterRegL1=0.224, HeatmapFocal=1.402
[Epoch 68][Batch 89], Speed: 61.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.197, CenterRegL1=0.225, HeatmapFocal=1.402
[Epoch 68][Batch 99], Speed: 60.108 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.402
[Epoch 68][Batch 109], Speed: 61.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.401
[Epoch 68][Batch 119], Speed: 61.929 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.401
[Epoch 68][Batch 129], Speed: 61.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.401
[Epoch 68][Batch 139], Speed: 61.704 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.401
[Epoch 68][Batch 149], Speed: 62.389 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.400
[Epoch 68][Batch 159], Speed: 62.184 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.400
[Epoch 68][Batch 169], Speed: 61.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.400
[Epoch 68][Batch 179], Speed: 62.189 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.400
[Epoch 68][Batch 189], Speed: 61.674 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.400
[Epoch 68][Batch 199], Speed: 61.960 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.399
[Epoch 68][Batch 209], Speed: 62.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.399
[Epoch 68][Batch 219], Speed: 61.948 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.224, HeatmapFocal=1.399
[Epoch 68][Batch 229], Speed: 62.230 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.224, HeatmapFocal=1.399
[Epoch 68][Batch 239], Speed: 61.828 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.398
[Epoch 68][Batch 249], Speed: 61.900 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.398
[Epoch 68][Batch 259], Speed: 62.056 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.398
[Epoch 68][Batch 269], Speed: 61.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.398
[Epoch 68][Batch 279], Speed: 62.132 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.397
[Epoch 68][Batch 289], Speed: 61.913 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.397
[Epoch 68][Batch 299], Speed: 62.019 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.397
[Epoch 68][Batch 309], Speed: 61.737 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.397
[Epoch 68][Batch 319], Speed: 61.702 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.397
[Epoch 68][Batch 329], Speed: 61.581 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.396
[Epoch 68][Batch 339], Speed: 61.202 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.396
[Epoch 68][Batch 349], Speed: 61.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.396
[Epoch 68][Batch 359], Speed: 62.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.396
[Epoch 68][Batch 369], Speed: 61.853 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.395
[Epoch 68][Batch 379], Speed: 62.102 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.395
[Epoch 68][Batch 389], Speed: 61.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.395
[Epoch 68][Batch 399], Speed: 61.790 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.395
[Epoch 68][Batch 409], Speed: 61.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.394
[Epoch 68][Batch 419], Speed: 62.195 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.394
[Epoch 68][Batch 429], Speed: 60.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.394
[Epoch 68][Batch 439], Speed: 61.840 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.394
[Epoch 68][Batch 449], Speed: 61.899 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.394
[Epoch 68][Batch 459], Speed: 62.410 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.393
[Epoch 68][Batch 469], Speed: 62.445 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.393
[Epoch 68][Batch 479], Speed: 62.694 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.393
[Epoch 68][Batch 489], Speed: 62.503 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.393
[Epoch 68][Batch 499], Speed: 62.300 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.392
[Epoch 68][Batch 509], Speed: 62.428 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.392
[Epoch 68] Training cost: 270.990, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.392
[Epoch 69][Batch 9], Speed: 61.959 samples/sec, LR=1.2500000000000003e-06, WHL1=0.208, CenterRegL1=0.224, HeatmapFocal=1.392
[Epoch 69][Batch 19], Speed: 61.862 samples/sec, LR=1.2500000000000003e-06, WHL1=0.206, CenterRegL1=0.223, HeatmapFocal=1.392
[Epoch 69][Batch 29], Speed: 61.881 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.391
[Epoch 69][Batch 39], Speed: 62.112 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.224, HeatmapFocal=1.391
[Epoch 69][Batch 49], Speed: 62.388 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.391
[Epoch 69][Batch 59], Speed: 62.483 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.391
[Epoch 69][Batch 69], Speed: 61.723 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.224, HeatmapFocal=1.390
[Epoch 69][Batch 79], Speed: 60.003 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.390
[Epoch 69][Batch 89], Speed: 61.947 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.390
[Epoch 69][Batch 99], Speed: 61.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.198, CenterRegL1=0.225, HeatmapFocal=1.390
[Epoch 69][Batch 109], Speed: 62.032 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.225, HeatmapFocal=1.389
[Epoch 69][Batch 119], Speed: 61.985 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.224, HeatmapFocal=1.389
[Epoch 69][Batch 129], Speed: 61.793 samples/sec, LR=1.2500000000000003e-06, WHL1=0.199, CenterRegL1=0.224, HeatmapFocal=1.389
[Epoch 69][Batch 139], Speed: 61.893 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.224, HeatmapFocal=1.389
[Epoch 69][Batch 149], Speed: 62.028 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.389
[Epoch 69][Batch 159], Speed: 62.151 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.224, HeatmapFocal=1.388
[Epoch 69][Batch 169], Speed: 61.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.388
[Epoch 69][Batch 179], Speed: 62.327 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.388
[Epoch 69][Batch 189], Speed: 61.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.388
[Epoch 69][Batch 199], Speed: 61.877 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.387
[Epoch 69][Batch 209], Speed: 61.109 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.387
[Epoch 69][Batch 219], Speed: 61.918 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.387
[Epoch 69][Batch 229], Speed: 61.662 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.387
[Epoch 69][Batch 239], Speed: 62.219 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.387
[Epoch 69][Batch 249], Speed: 61.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.200, CenterRegL1=0.225, HeatmapFocal=1.386
[Epoch 69][Batch 259], Speed: 62.055 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.386
[Epoch 69][Batch 269], Speed: 61.557 samples/sec, LR=1.2500000000000003e-06, WHL1=0.201, CenterRegL1=0.225, HeatmapFocal=1.386
[Epoch 69][Batch 279], Speed: 61.867 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.386
[Epoch 69][Batch 289], Speed: 62.067 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.385
[Epoch 69][Batch 299], Speed: 61.845 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.385
[Epoch 69][Batch 309], Speed: 61.897 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.385
[Epoch 69][Batch 319], Speed: 61.840 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.385
[Epoch 69][Batch 329], Speed: 61.940 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.385
[Epoch 69][Batch 339], Speed: 61.807 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.384
[Epoch 69][Batch 349], Speed: 60.773 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.384
[Epoch 69][Batch 359], Speed: 62.027 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.384
[Epoch 69][Batch 369], Speed: 61.681 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.384
[Epoch 69][Batch 379], Speed: 61.751 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.384
[Epoch 69][Batch 389], Speed: 61.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.383
[Epoch 69][Batch 399], Speed: 61.642 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.383
[Epoch 69][Batch 409], Speed: 62.024 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.383
[Epoch 69][Batch 419], Speed: 62.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.383
[Epoch 69][Batch 429], Speed: 62.086 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.382
[Epoch 69][Batch 439], Speed: 61.950 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.382
[Epoch 69][Batch 449], Speed: 62.121 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.382
[Epoch 69][Batch 459], Speed: 62.030 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.382
[Epoch 69][Batch 469], Speed: 62.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.382
[Epoch 69][Batch 479], Speed: 61.765 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.381
[Epoch 69][Batch 489], Speed: 61.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.381
[Epoch 69][Batch 499], Speed: 62.316 samples/sec, LR=1.2500000000000003e-06, WHL1=0.203, CenterRegL1=0.225, HeatmapFocal=1.381
[Epoch 69][Batch 509], Speed: 61.914 samples/sec, LR=1.2500000000000003e-06, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.381
[Epoch 69] Training cost: 270.531, WHL1=0.202, CenterRegL1=0.225, HeatmapFocal=1.381
[Epoch 69] Validation: 
aeroplane=0.7981464077096256
bicycle=0.8688539613480123
bird=0.8160388375301403
boat=0.7114097678531666
bottle=0.604334165094247
bus=0.8651684674820208
car=0.8775612238951108
cat=0.8680525545339357
chair=0.6513190783377475
cow=0.8649353517340301
diningtable=0.7356214352057214
dog=0.8590315993646493
horse=0.8869603856220641
motorbike=0.8581260480493779
person=0.7914491075935562
pottedplant=0.5472271934499985
sheep=0.8328188224806826
sofa=0.7387775835438839
train=0.8677501483278727
tvmonitor=0.7796428983350598
mAP=0.7911612518745452