Namespace(batch_size=32, center_reg_weight=1.0, data_shape=512, dataset='voc', dataset_root='~/.mxnet/datasets/', epochs=70, flip_validation=True, gpus='2,3', log_interval=10, lr=0.000125, lr_decay=0.1, lr_decay_epoch='45,60', lr_mode='step', momentum=0.9, network='resnet50_v1b', num_samples=16551, num_workers=30, resume='', save_interval=10, save_prefix='center_net_resnet50_v1b_voc', seed=233, start_epoch=0, val_interval=5, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1) Start training from [Epoch 0] [Epoch 0][Batch 9], Speed: 104.910 samples/sec, LR=0.000125, WHL1=4.125, CenterRegL1=0.485, HeatmapFocal=311.395 [Epoch 0][Batch 19], Speed: 106.089 samples/sec, LR=0.000125, WHL1=4.171, CenterRegL1=0.474, HeatmapFocal=209.802 [Epoch 0][Batch 29], Speed: 48.279 samples/sec, LR=0.000125, WHL1=4.109, CenterRegL1=0.451, HeatmapFocal=163.313 [Epoch 0][Batch 39], Speed: 99.754 samples/sec, LR=0.000125, WHL1=4.140, CenterRegL1=0.423, HeatmapFocal=136.381 [Epoch 0][Batch 49], Speed: 106.072 samples/sec, LR=0.000125, WHL1=4.184, CenterRegL1=0.392, HeatmapFocal=117.756 [Epoch 0][Batch 59], Speed: 104.264 samples/sec, LR=0.000125, WHL1=4.210, CenterRegL1=0.367, HeatmapFocal=103.782 [Epoch 0][Batch 69], Speed: 104.746 samples/sec, LR=0.000125, WHL1=4.178, CenterRegL1=0.350, HeatmapFocal=92.449 [Epoch 0][Batch 79], Speed: 105.496 samples/sec, LR=0.000125, WHL1=4.146, CenterRegL1=0.336, HeatmapFocal=83.442 [Epoch 0][Batch 89], Speed: 105.043 samples/sec, LR=0.000125, WHL1=4.178, CenterRegL1=0.326, HeatmapFocal=76.187 [Epoch 0][Batch 99], Speed: 51.233 samples/sec, LR=0.000125, WHL1=4.154, CenterRegL1=0.318, HeatmapFocal=70.008 [Epoch 0][Batch 109], Speed: 54.699 samples/sec, LR=0.000125, WHL1=4.103, CenterRegL1=0.311, HeatmapFocal=64.671 [Epoch 0][Batch 119], Speed: 97.604 samples/sec, LR=0.000125, WHL1=4.057, CenterRegL1=0.306, HeatmapFocal=60.123 [Epoch 0][Batch 129], Speed: 97.485 samples/sec, LR=0.000125, WHL1=4.038, CenterRegL1=0.301, HeatmapFocal=56.263 [Epoch 0][Batch 139], Speed: 101.149 samples/sec, LR=0.000125, WHL1=3.995, CenterRegL1=0.297, HeatmapFocal=52.843 [Epoch 0][Batch 149], Speed: 99.913 samples/sec, LR=0.000125, WHL1=3.984, CenterRegL1=0.294, HeatmapFocal=49.887 [Epoch 0][Batch 159], Speed: 101.690 samples/sec, LR=0.000125, WHL1=3.949, CenterRegL1=0.291, HeatmapFocal=47.235 [Epoch 0][Batch 169], Speed: 102.649 samples/sec, LR=0.000125, WHL1=3.927, CenterRegL1=0.288, HeatmapFocal=44.883 [Epoch 0][Batch 179], Speed: 102.871 samples/sec, LR=0.000125, WHL1=3.902, CenterRegL1=0.286, HeatmapFocal=42.759 [Epoch 0][Batch 189], Speed: 101.851 samples/sec, LR=0.000125, WHL1=3.876, CenterRegL1=0.284, HeatmapFocal=40.848 [Epoch 0][Batch 199], Speed: 98.819 samples/sec, LR=0.000125, WHL1=3.840, CenterRegL1=0.282, HeatmapFocal=39.117 [Epoch 0][Batch 209], Speed: 101.540 samples/sec, LR=0.000125, WHL1=3.820, CenterRegL1=0.280, HeatmapFocal=37.535 [Epoch 0][Batch 219], Speed: 99.753 samples/sec, LR=0.000125, WHL1=3.795, CenterRegL1=0.278, HeatmapFocal=36.093 [Epoch 0][Batch 229], Speed: 101.440 samples/sec, LR=0.000125, WHL1=3.771, CenterRegL1=0.277, HeatmapFocal=34.772 [Epoch 0][Batch 239], Speed: 97.153 samples/sec, LR=0.000125, WHL1=3.751, CenterRegL1=0.276, HeatmapFocal=33.555 [Epoch 0][Batch 249], Speed: 102.420 samples/sec, LR=0.000125, WHL1=3.719, CenterRegL1=0.274, HeatmapFocal=32.424 [Epoch 0][Batch 259], Speed: 99.636 samples/sec, LR=0.000125, WHL1=3.695, CenterRegL1=0.273, HeatmapFocal=31.383 [Epoch 0][Batch 269], Speed: 101.253 samples/sec, LR=0.000125, WHL1=3.665, CenterRegL1=0.272, HeatmapFocal=30.410 [Epoch 0][Batch 279], Speed: 98.175 samples/sec, LR=0.000125, WHL1=3.648, CenterRegL1=0.271, HeatmapFocal=29.511 [Epoch 0][Batch 289], Speed: 98.521 samples/sec, LR=0.000125, WHL1=3.618, CenterRegL1=0.270, HeatmapFocal=28.663 [Epoch 0][Batch 299], Speed: 101.363 samples/sec, LR=0.000125, WHL1=3.586, CenterRegL1=0.269, HeatmapFocal=27.871 [Epoch 0][Batch 309], Speed: 100.726 samples/sec, LR=0.000125, WHL1=3.564, CenterRegL1=0.269, HeatmapFocal=27.130 [Epoch 0][Batch 319], Speed: 100.250 samples/sec, LR=0.000125, WHL1=3.539, CenterRegL1=0.268, HeatmapFocal=26.434 [Epoch 0][Batch 329], Speed: 98.622 samples/sec, LR=0.000125, WHL1=3.521, CenterRegL1=0.267, HeatmapFocal=25.781 [Epoch 0][Batch 339], Speed: 101.554 samples/sec, LR=0.000125, WHL1=3.492, CenterRegL1=0.267, HeatmapFocal=25.161 [Epoch 0][Batch 349], Speed: 103.300 samples/sec, LR=0.000125, WHL1=3.468, CenterRegL1=0.266, HeatmapFocal=24.576 [Epoch 0][Batch 359], Speed: 104.712 samples/sec, LR=0.000125, WHL1=3.442, CenterRegL1=0.265, HeatmapFocal=24.021 [Epoch 0][Batch 369], Speed: 105.153 samples/sec, LR=0.000125, WHL1=3.415, CenterRegL1=0.265, HeatmapFocal=23.494 [Epoch 0][Batch 379], Speed: 104.372 samples/sec, LR=0.000125, WHL1=3.392, CenterRegL1=0.264, HeatmapFocal=22.995 [Epoch 0][Batch 389], Speed: 104.065 samples/sec, LR=0.000125, WHL1=3.370, CenterRegL1=0.264, HeatmapFocal=22.520 [Epoch 0][Batch 399], Speed: 100.861 samples/sec, LR=0.000125, WHL1=3.344, CenterRegL1=0.264, HeatmapFocal=22.066 [Epoch 0][Batch 409], Speed: 105.692 samples/sec, LR=0.000125, WHL1=3.325, CenterRegL1=0.263, HeatmapFocal=21.637 [Epoch 0][Batch 419], Speed: 104.797 samples/sec, LR=0.000125, WHL1=3.307, CenterRegL1=0.263, HeatmapFocal=21.226 [Epoch 0][Batch 429], Speed: 54.047 samples/sec, LR=0.000125, WHL1=3.289, CenterRegL1=0.263, HeatmapFocal=20.838 [Epoch 0][Batch 439], Speed: 94.494 samples/sec, LR=0.000125, WHL1=3.267, CenterRegL1=0.263, HeatmapFocal=20.465 [Epoch 0][Batch 449], Speed: 95.105 samples/sec, LR=0.000125, WHL1=3.249, CenterRegL1=0.262, HeatmapFocal=20.108 [Epoch 0][Batch 459], Speed: 102.808 samples/sec, LR=0.000125, WHL1=3.227, CenterRegL1=0.262, HeatmapFocal=19.764 [Epoch 0][Batch 469], Speed: 103.327 samples/sec, LR=0.000125, WHL1=3.203, CenterRegL1=0.262, HeatmapFocal=19.436 [Epoch 0][Batch 479], Speed: 100.042 samples/sec, LR=0.000125, WHL1=3.182, CenterRegL1=0.262, HeatmapFocal=19.121 [Epoch 0][Batch 489], Speed: 103.556 samples/sec, LR=0.000125, WHL1=3.164, CenterRegL1=0.262, HeatmapFocal=18.817 [Epoch 0][Batch 499], Speed: 101.903 samples/sec, LR=0.000125, WHL1=3.146, CenterRegL1=0.262, HeatmapFocal=18.527 [Epoch 0][Batch 509], Speed: 103.332 samples/sec, LR=0.000125, WHL1=3.127, CenterRegL1=0.262, HeatmapFocal=18.248 [Epoch 0] Training cost: 184.752, WHL1=3.113, CenterRegL1=0.262, HeatmapFocal=18.058 [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=0.0 cow=0.0 diningtable=0.0 dog=0.0 horse=0.0 motorbike=0.0 person=0.0018254837531945965 pottedplant=0.0 sheep=0.0 sofa=0.0 train=0.0 tvmonitor=0.0 mAP=9.127418765972982e-05 [Epoch 1][Batch 9], Speed: 97.385 samples/sec, LR=0.000125, WHL1=2.089, CenterRegL1=0.266, HeatmapFocal=17.795 [Epoch 1][Batch 19], Speed: 102.589 samples/sec, LR=0.000125, WHL1=2.054, CenterRegL1=0.263, HeatmapFocal=17.543 [Epoch 1][Batch 29], Speed: 107.163 samples/sec, LR=0.000125, WHL1=2.046, CenterRegL1=0.263, HeatmapFocal=17.301 [Epoch 1][Batch 39], Speed: 105.960 samples/sec, LR=0.000125, WHL1=2.014, CenterRegL1=0.265, HeatmapFocal=17.065 [Epoch 1][Batch 49], Speed: 107.081 samples/sec, LR=0.000125, WHL1=1.980, CenterRegL1=0.265, HeatmapFocal=16.837 [Epoch 1][Batch 59], Speed: 103.599 samples/sec, LR=0.000125, WHL1=1.962, CenterRegL1=0.264, HeatmapFocal=16.617 [Epoch 1][Batch 69], Speed: 104.680 samples/sec, LR=0.000125, WHL1=1.950, CenterRegL1=0.263, HeatmapFocal=16.405 [Epoch 1][Batch 79], Speed: 104.662 samples/sec, LR=0.000125, WHL1=1.940, CenterRegL1=0.263, HeatmapFocal=16.200 [Epoch 1][Batch 89], Speed: 103.365 samples/sec, LR=0.000125, WHL1=1.932, CenterRegL1=0.262, HeatmapFocal=16.003 [Epoch 1][Batch 99], Speed: 48.191 samples/sec, LR=0.000125, WHL1=1.927, CenterRegL1=0.263, HeatmapFocal=15.810 [Epoch 1][Batch 109], Speed: 51.884 samples/sec, LR=0.000125, WHL1=1.910, CenterRegL1=0.263, HeatmapFocal=15.623 [Epoch 1][Batch 119], Speed: 92.338 samples/sec, LR=0.000125, WHL1=1.900, CenterRegL1=0.263, HeatmapFocal=15.443 [Epoch 1][Batch 129], Speed: 98.692 samples/sec, LR=0.000125, WHL1=1.890, CenterRegL1=0.263, HeatmapFocal=15.268 [Epoch 1][Batch 139], Speed: 99.159 samples/sec, LR=0.000125, WHL1=1.880, CenterRegL1=0.263, HeatmapFocal=15.099 [Epoch 1][Batch 149], Speed: 99.220 samples/sec, LR=0.000125, WHL1=1.868, CenterRegL1=0.263, HeatmapFocal=14.934 [Epoch 1][Batch 159], Speed: 101.654 samples/sec, LR=0.000125, WHL1=1.869, CenterRegL1=0.262, HeatmapFocal=14.775 [Epoch 1][Batch 169], Speed: 100.329 samples/sec, LR=0.000125, WHL1=1.859, CenterRegL1=0.262, HeatmapFocal=14.620 [Epoch 1][Batch 179], Speed: 100.591 samples/sec, LR=0.000125, WHL1=1.853, CenterRegL1=0.262, HeatmapFocal=14.469 [Epoch 1][Batch 189], Speed: 103.212 samples/sec, LR=0.000125, WHL1=1.844, CenterRegL1=0.262, HeatmapFocal=14.323 [Epoch 1][Batch 199], Speed: 101.115 samples/sec, LR=0.000125, WHL1=1.836, CenterRegL1=0.262, HeatmapFocal=14.181 [Epoch 1][Batch 209], Speed: 93.779 samples/sec, LR=0.000125, WHL1=1.830, CenterRegL1=0.261, HeatmapFocal=14.041 [Epoch 1][Batch 219], Speed: 99.730 samples/sec, LR=0.000125, WHL1=1.826, CenterRegL1=0.261, HeatmapFocal=13.905 [Epoch 1][Batch 229], Speed: 102.327 samples/sec, LR=0.000125, WHL1=1.818, CenterRegL1=0.261, HeatmapFocal=13.773 [Epoch 1][Batch 239], Speed: 102.546 samples/sec, LR=0.000125, WHL1=1.812, CenterRegL1=0.261, HeatmapFocal=13.645 [Epoch 1][Batch 249], Speed: 99.219 samples/sec, LR=0.000125, WHL1=1.804, CenterRegL1=0.261, HeatmapFocal=13.519 [Epoch 1][Batch 259], Speed: 99.809 samples/sec, LR=0.000125, WHL1=1.797, CenterRegL1=0.261, HeatmapFocal=13.396 [Epoch 1][Batch 269], Speed: 100.718 samples/sec, LR=0.000125, WHL1=1.788, CenterRegL1=0.261, HeatmapFocal=13.276 [Epoch 1][Batch 279], Speed: 97.972 samples/sec, LR=0.000125, WHL1=1.779, CenterRegL1=0.260, HeatmapFocal=13.159 [Epoch 1][Batch 289], Speed: 99.432 samples/sec, LR=0.000125, WHL1=1.770, CenterRegL1=0.260, HeatmapFocal=13.043 [Epoch 1][Batch 299], Speed: 98.604 samples/sec, LR=0.000125, WHL1=1.759, CenterRegL1=0.260, HeatmapFocal=12.931 [Epoch 1][Batch 309], Speed: 100.791 samples/sec, LR=0.000125, WHL1=1.752, CenterRegL1=0.260, HeatmapFocal=12.822 [Epoch 1][Batch 319], Speed: 99.647 samples/sec, LR=0.000125, WHL1=1.742, CenterRegL1=0.260, HeatmapFocal=12.715 [Epoch 1][Batch 329], Speed: 100.320 samples/sec, LR=0.000125, WHL1=1.733, CenterRegL1=0.260, HeatmapFocal=12.610 [Epoch 1][Batch 339], Speed: 98.795 samples/sec, LR=0.000125, WHL1=1.727, CenterRegL1=0.260, HeatmapFocal=12.509 [Epoch 1][Batch 349], Speed: 99.199 samples/sec, LR=0.000125, WHL1=1.721, CenterRegL1=0.260, HeatmapFocal=12.409 [Epoch 1][Batch 359], Speed: 104.065 samples/sec, LR=0.000125, WHL1=1.716, CenterRegL1=0.260, HeatmapFocal=12.311 [Epoch 1][Batch 369], Speed: 105.462 samples/sec, LR=0.000125, WHL1=1.713, CenterRegL1=0.259, HeatmapFocal=12.215 [Epoch 1][Batch 379], Speed: 100.025 samples/sec, LR=0.000125, WHL1=1.710, CenterRegL1=0.259, HeatmapFocal=12.122 [Epoch 1][Batch 389], Speed: 102.714 samples/sec, LR=0.000125, WHL1=1.704, CenterRegL1=0.259, HeatmapFocal=12.030 [Epoch 1][Batch 399], Speed: 105.420 samples/sec, LR=0.000125, WHL1=1.699, CenterRegL1=0.259, HeatmapFocal=11.941 [Epoch 1][Batch 409], Speed: 103.045 samples/sec, LR=0.000125, WHL1=1.695, CenterRegL1=0.259, HeatmapFocal=11.853 [Epoch 1][Batch 419], Speed: 55.411 samples/sec, LR=0.000125, WHL1=1.691, CenterRegL1=0.259, HeatmapFocal=11.766 [Epoch 1][Batch 429], Speed: 54.920 samples/sec, LR=0.000125, WHL1=1.688, CenterRegL1=0.259, HeatmapFocal=11.683 [Epoch 1][Batch 439], Speed: 92.454 samples/sec, LR=0.000125, WHL1=1.683, CenterRegL1=0.258, HeatmapFocal=11.600 [Epoch 1][Batch 449], Speed: 95.684 samples/sec, LR=0.000125, WHL1=1.677, CenterRegL1=0.258, HeatmapFocal=11.518 [Epoch 1][Batch 459], Speed: 101.959 samples/sec, LR=0.000125, WHL1=1.673, CenterRegL1=0.258, HeatmapFocal=11.439 [Epoch 1][Batch 469], Speed: 100.244 samples/sec, LR=0.000125, WHL1=1.670, CenterRegL1=0.258, HeatmapFocal=11.362 [Epoch 1][Batch 479], Speed: 101.055 samples/sec, LR=0.000125, WHL1=1.666, CenterRegL1=0.257, HeatmapFocal=11.285 [Epoch 1][Batch 489], Speed: 102.763 samples/sec, LR=0.000125, WHL1=1.660, CenterRegL1=0.257, HeatmapFocal=11.209 [Epoch 1][Batch 499], Speed: 103.176 samples/sec, LR=0.000125, WHL1=1.656, CenterRegL1=0.257, HeatmapFocal=11.136 [Epoch 1][Batch 509], Speed: 104.214 samples/sec, LR=0.000125, WHL1=1.654, CenterRegL1=0.257, HeatmapFocal=11.064 [Epoch 1] Training cost: 178.046, WHL1=1.651, CenterRegL1=0.257, HeatmapFocal=11.015 [Epoch 2][Batch 9], Speed: 100.251 samples/sec, LR=0.000125, WHL1=1.558, CenterRegL1=0.247, HeatmapFocal=10.945 [Epoch 2][Batch 19], Speed: 102.043 samples/sec, LR=0.000125, WHL1=1.462, CenterRegL1=0.247, HeatmapFocal=10.876 [Epoch 2][Batch 29], Speed: 99.519 samples/sec, LR=0.000125, WHL1=1.463, CenterRegL1=0.247, HeatmapFocal=10.808 [Epoch 2][Batch 39], Speed: 99.206 samples/sec, LR=0.000125, WHL1=1.441, CenterRegL1=0.246, HeatmapFocal=10.741 [Epoch 2][Batch 49], Speed: 100.109 samples/sec, LR=0.000125, WHL1=1.431, CenterRegL1=0.248, HeatmapFocal=10.676 [Epoch 2][Batch 59], Speed: 97.824 samples/sec, LR=0.000125, WHL1=1.433, CenterRegL1=0.248, HeatmapFocal=10.612 [Epoch 2][Batch 69], Speed: 99.640 samples/sec, LR=0.000125, WHL1=1.432, CenterRegL1=0.248, HeatmapFocal=10.548 [Epoch 2][Batch 79], Speed: 97.339 samples/sec, LR=0.000125, WHL1=1.424, CenterRegL1=0.248, HeatmapFocal=10.485 [Epoch 2][Batch 89], Speed: 97.911 samples/sec, LR=0.000125, WHL1=1.421, CenterRegL1=0.248, HeatmapFocal=10.424 [Epoch 2][Batch 99], Speed: 99.844 samples/sec, LR=0.000125, WHL1=1.423, CenterRegL1=0.248, HeatmapFocal=10.364 [Epoch 2][Batch 109], Speed: 97.171 samples/sec, LR=0.000125, WHL1=1.421, CenterRegL1=0.248, HeatmapFocal=10.304 [Epoch 2][Batch 119], Speed: 97.664 samples/sec, LR=0.000125, WHL1=1.418, CenterRegL1=0.248, HeatmapFocal=10.247 [Epoch 2][Batch 129], Speed: 99.097 samples/sec, LR=0.000125, WHL1=1.413, CenterRegL1=0.247, HeatmapFocal=10.190 [Epoch 2][Batch 139], Speed: 96.644 samples/sec, LR=0.000125, WHL1=1.408, CenterRegL1=0.247, HeatmapFocal=10.134 [Epoch 2][Batch 149], Speed: 102.179 samples/sec, LR=0.000125, WHL1=1.401, CenterRegL1=0.248, HeatmapFocal=10.078 [Epoch 2][Batch 159], Speed: 102.260 samples/sec, LR=0.000125, WHL1=1.405, CenterRegL1=0.248, HeatmapFocal=10.025 [Epoch 2][Batch 169], Speed: 105.241 samples/sec, LR=0.000125, WHL1=1.405, CenterRegL1=0.248, HeatmapFocal=9.971 [Epoch 2][Batch 179], Speed: 105.088 samples/sec, LR=0.000125, WHL1=1.399, CenterRegL1=0.248, HeatmapFocal=9.918 [Epoch 2][Batch 189], Speed: 104.345 samples/sec, LR=0.000125, WHL1=1.395, CenterRegL1=0.248, HeatmapFocal=9.866 [Epoch 2][Batch 199], Speed: 100.034 samples/sec, LR=0.000125, WHL1=1.393, CenterRegL1=0.248, HeatmapFocal=9.814 [Epoch 2][Batch 209], Speed: 105.201 samples/sec, LR=0.000125, WHL1=1.389, CenterRegL1=0.248, HeatmapFocal=9.764 [Epoch 2][Batch 219], Speed: 103.489 samples/sec, LR=0.000125, WHL1=1.389, CenterRegL1=0.248, HeatmapFocal=9.713 [Epoch 2][Batch 229], Speed: 49.624 samples/sec, LR=0.000125, WHL1=1.387, CenterRegL1=0.248, HeatmapFocal=9.665 [Epoch 2][Batch 239], Speed: 93.979 samples/sec, LR=0.000125, WHL1=1.384, CenterRegL1=0.248, HeatmapFocal=9.617 [Epoch 2][Batch 249], Speed: 94.428 samples/sec, LR=0.000125, WHL1=1.380, CenterRegL1=0.248, HeatmapFocal=9.569 [Epoch 2][Batch 259], Speed: 101.066 samples/sec, LR=0.000125, WHL1=1.381, CenterRegL1=0.248, HeatmapFocal=9.523 [Epoch 2][Batch 269], Speed: 101.833 samples/sec, LR=0.000125, WHL1=1.379, CenterRegL1=0.248, HeatmapFocal=9.477 [Epoch 2][Batch 279], Speed: 100.503 samples/sec, LR=0.000125, WHL1=1.374, CenterRegL1=0.248, HeatmapFocal=9.432 [Epoch 2][Batch 289], Speed: 92.704 samples/sec, LR=0.000125, WHL1=1.372, CenterRegL1=0.248, HeatmapFocal=9.387 [Epoch 2][Batch 299], Speed: 99.754 samples/sec, LR=0.000125, WHL1=1.370, CenterRegL1=0.248, HeatmapFocal=9.343 [Epoch 2][Batch 309], Speed: 97.959 samples/sec, LR=0.000125, WHL1=1.370, CenterRegL1=0.248, HeatmapFocal=9.299 [Epoch 2][Batch 319], Speed: 100.439 samples/sec, LR=0.000125, WHL1=1.371, CenterRegL1=0.248, HeatmapFocal=9.256 [Epoch 2][Batch 329], Speed: 95.817 samples/sec, LR=0.000125, WHL1=1.369, CenterRegL1=0.248, HeatmapFocal=9.214 [Epoch 2][Batch 339], Speed: 100.571 samples/sec, LR=0.000125, WHL1=1.368, CenterRegL1=0.248, HeatmapFocal=9.173 [Epoch 2][Batch 349], Speed: 100.227 samples/sec, LR=0.000125, WHL1=1.366, CenterRegL1=0.248, HeatmapFocal=9.132 [Epoch 2][Batch 359], Speed: 99.922 samples/sec, LR=0.000125, WHL1=1.365, CenterRegL1=0.248, HeatmapFocal=9.091 [Epoch 2][Batch 369], Speed: 98.269 samples/sec, LR=0.000125, WHL1=1.361, CenterRegL1=0.248, HeatmapFocal=9.050 [Epoch 2][Batch 379], Speed: 99.779 samples/sec, LR=0.000125, WHL1=1.357, CenterRegL1=0.248, HeatmapFocal=9.010 [Epoch 2][Batch 389], Speed: 95.913 samples/sec, LR=0.000125, WHL1=1.354, CenterRegL1=0.248, HeatmapFocal=8.971 [Epoch 2][Batch 399], Speed: 100.554 samples/sec, LR=0.000125, WHL1=1.353, CenterRegL1=0.248, HeatmapFocal=8.933 [Epoch 2][Batch 409], Speed: 97.647 samples/sec, LR=0.000125, WHL1=1.352, CenterRegL1=0.248, HeatmapFocal=8.894 [Epoch 2][Batch 419], Speed: 99.613 samples/sec, LR=0.000125, WHL1=1.350, CenterRegL1=0.248, HeatmapFocal=8.857 [Epoch 2][Batch 429], Speed: 100.172 samples/sec, LR=0.000125, WHL1=1.348, CenterRegL1=0.248, HeatmapFocal=8.819 [Epoch 2][Batch 439], Speed: 99.962 samples/sec, LR=0.000125, WHL1=1.347, CenterRegL1=0.248, HeatmapFocal=8.782 [Epoch 2][Batch 449], Speed: 98.295 samples/sec, LR=0.000125, WHL1=1.346, CenterRegL1=0.248, HeatmapFocal=8.746 [Epoch 2][Batch 459], Speed: 100.019 samples/sec, LR=0.000125, WHL1=1.343, CenterRegL1=0.248, HeatmapFocal=8.710 [Epoch 2][Batch 469], Speed: 103.951 samples/sec, LR=0.000125, WHL1=1.343, CenterRegL1=0.248, HeatmapFocal=8.675 [Epoch 2][Batch 479], Speed: 105.782 samples/sec, LR=0.000125, WHL1=1.341, CenterRegL1=0.249, HeatmapFocal=8.640 [Epoch 2][Batch 489], Speed: 106.101 samples/sec, LR=0.000125, WHL1=1.340, CenterRegL1=0.249, HeatmapFocal=8.606 [Epoch 2][Batch 499], Speed: 104.816 samples/sec, LR=0.000125, WHL1=1.339, CenterRegL1=0.249, HeatmapFocal=8.572 [Epoch 2][Batch 509], Speed: 106.422 samples/sec, LR=0.000125, WHL1=1.335, CenterRegL1=0.248, HeatmapFocal=8.538 [Epoch 2] Training cost: 174.160, WHL1=1.335, CenterRegL1=0.248, HeatmapFocal=8.515 [Epoch 3][Batch 9], Speed: 103.685 samples/sec, LR=0.000125, WHL1=1.176, CenterRegL1=0.248, HeatmapFocal=8.482 [Epoch 3][Batch 19], Speed: 103.136 samples/sec, LR=0.000125, WHL1=1.169, CenterRegL1=0.249, HeatmapFocal=8.449 [Epoch 3][Batch 29], Speed: 47.527 samples/sec, LR=0.000125, WHL1=1.197, CenterRegL1=0.249, HeatmapFocal=8.416 [Epoch 3][Batch 39], Speed: 98.763 samples/sec, LR=0.000125, WHL1=1.196, CenterRegL1=0.249, HeatmapFocal=8.384 [Epoch 3][Batch 49], Speed: 102.708 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.251, HeatmapFocal=8.352 [Epoch 3][Batch 59], Speed: 104.889 samples/sec, LR=0.000125, WHL1=1.214, CenterRegL1=0.251, HeatmapFocal=8.320 [Epoch 3][Batch 69], Speed: 102.068 samples/sec, LR=0.000125, WHL1=1.215, CenterRegL1=0.250, HeatmapFocal=8.288 [Epoch 3][Batch 79], Speed: 104.307 samples/sec, LR=0.000125, WHL1=1.212, CenterRegL1=0.251, HeatmapFocal=8.258 [Epoch 3][Batch 89], Speed: 53.005 samples/sec, LR=0.000125, WHL1=1.211, CenterRegL1=0.250, HeatmapFocal=8.228 [Epoch 3][Batch 99], Speed: 45.644 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.251, HeatmapFocal=8.197 [Epoch 3][Batch 109], Speed: 91.650 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.251, HeatmapFocal=8.167 [Epoch 3][Batch 119], Speed: 99.489 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.250, HeatmapFocal=8.138 [Epoch 3][Batch 129], Speed: 96.074 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.250, HeatmapFocal=8.109 [Epoch 3][Batch 139], Speed: 98.272 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.250, HeatmapFocal=8.080 [Epoch 3][Batch 149], Speed: 101.606 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.250, HeatmapFocal=8.052 [Epoch 3][Batch 159], Speed: 99.176 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.251, HeatmapFocal=8.023 [Epoch 3][Batch 169], Speed: 95.901 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.251, HeatmapFocal=7.996 [Epoch 3][Batch 179], Speed: 99.724 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.251, HeatmapFocal=7.968 [Epoch 3][Batch 189], Speed: 100.251 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.250, HeatmapFocal=7.941 [Epoch 3][Batch 199], Speed: 97.837 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.251, HeatmapFocal=7.914 [Epoch 3][Batch 209], Speed: 101.485 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.251, HeatmapFocal=7.887 [Epoch 3][Batch 219], Speed: 100.904 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.251, HeatmapFocal=7.860 [Epoch 3][Batch 229], Speed: 99.113 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.251, HeatmapFocal=7.834 [Epoch 3][Batch 239], Speed: 101.032 samples/sec, LR=0.000125, WHL1=1.206, CenterRegL1=0.251, HeatmapFocal=7.808 [Epoch 3][Batch 249], Speed: 99.147 samples/sec, LR=0.000125, WHL1=1.208, CenterRegL1=0.251, HeatmapFocal=7.782 [Epoch 3][Batch 259], Speed: 100.393 samples/sec, LR=0.000125, WHL1=1.209, CenterRegL1=0.251, HeatmapFocal=7.757 [Epoch 3][Batch 269], Speed: 101.499 samples/sec, LR=0.000125, WHL1=1.207, CenterRegL1=0.251, HeatmapFocal=7.732 [Epoch 3][Batch 279], Speed: 96.473 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.251, HeatmapFocal=7.707 [Epoch 3][Batch 289], Speed: 98.895 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.251, HeatmapFocal=7.682 [Epoch 3][Batch 299], Speed: 98.230 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.251, HeatmapFocal=7.657 [Epoch 3][Batch 309], Speed: 97.515 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.251, HeatmapFocal=7.633 [Epoch 3][Batch 319], Speed: 100.582 samples/sec, LR=0.000125, WHL1=1.200, CenterRegL1=0.251, HeatmapFocal=7.608 [Epoch 3][Batch 329], Speed: 97.663 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.251, HeatmapFocal=7.584 [Epoch 3][Batch 339], Speed: 101.812 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.251, HeatmapFocal=7.561 [Epoch 3][Batch 349], Speed: 103.707 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.251, HeatmapFocal=7.537 [Epoch 3][Batch 359], Speed: 104.715 samples/sec, LR=0.000125, WHL1=1.205, CenterRegL1=0.251, HeatmapFocal=7.514 [Epoch 3][Batch 369], Speed: 102.330 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.251, HeatmapFocal=7.491 [Epoch 3][Batch 379], Speed: 104.831 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.251, HeatmapFocal=7.468 [Epoch 3][Batch 389], Speed: 104.991 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.250, HeatmapFocal=7.446 [Epoch 3][Batch 399], Speed: 104.529 samples/sec, LR=0.000125, WHL1=1.204, CenterRegL1=0.250, HeatmapFocal=7.424 [Epoch 3][Batch 409], Speed: 89.524 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.250, HeatmapFocal=7.402 [Epoch 3][Batch 419], Speed: 64.010 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.250, HeatmapFocal=7.380 [Epoch 3][Batch 429], Speed: 94.794 samples/sec, LR=0.000125, WHL1=1.203, CenterRegL1=0.250, HeatmapFocal=7.359 [Epoch 3][Batch 439], Speed: 100.505 samples/sec, LR=0.000125, WHL1=1.202, CenterRegL1=0.250, HeatmapFocal=7.338 [Epoch 3][Batch 449], Speed: 100.708 samples/sec, LR=0.000125, WHL1=1.201, CenterRegL1=0.250, HeatmapFocal=7.317 [Epoch 3][Batch 459], Speed: 101.190 samples/sec, LR=0.000125, WHL1=1.201, CenterRegL1=0.250, HeatmapFocal=7.296 [Epoch 3][Batch 469], Speed: 103.645 samples/sec, LR=0.000125, WHL1=1.200, CenterRegL1=0.250, HeatmapFocal=7.275 [Epoch 3][Batch 479], Speed: 102.978 samples/sec, LR=0.000125, WHL1=1.199, CenterRegL1=0.250, HeatmapFocal=7.254 [Epoch 3][Batch 489], Speed: 102.461 samples/sec, LR=0.000125, WHL1=1.199, CenterRegL1=0.250, HeatmapFocal=7.233 [Epoch 3][Batch 499], Speed: 102.431 samples/sec, LR=0.000125, WHL1=1.199, CenterRegL1=0.250, HeatmapFocal=7.213 [Epoch 3][Batch 509], Speed: 102.314 samples/sec, LR=0.000125, WHL1=1.198, CenterRegL1=0.250, HeatmapFocal=7.193 [Epoch 3] Training cost: 181.254, WHL1=1.198, CenterRegL1=0.250, HeatmapFocal=7.179 [Epoch 4][Batch 9], Speed: 100.654 samples/sec, LR=0.000125, WHL1=1.166, CenterRegL1=0.246, HeatmapFocal=7.159 [Epoch 4][Batch 19], Speed: 101.437 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.246, HeatmapFocal=7.139 [Epoch 4][Batch 29], Speed: 100.409 samples/sec, LR=0.000125, WHL1=1.179, CenterRegL1=0.248, HeatmapFocal=7.120 [Epoch 4][Batch 39], Speed: 98.819 samples/sec, LR=0.000125, WHL1=1.172, CenterRegL1=0.249, HeatmapFocal=7.101 [Epoch 4][Batch 49], Speed: 98.395 samples/sec, LR=0.000125, WHL1=1.177, CenterRegL1=0.249, HeatmapFocal=7.082 [Epoch 4][Batch 59], Speed: 98.952 samples/sec, LR=0.000125, WHL1=1.168, CenterRegL1=0.249, HeatmapFocal=7.062 [Epoch 4][Batch 69], Speed: 99.961 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.249, HeatmapFocal=7.043 [Epoch 4][Batch 79], Speed: 102.552 samples/sec, LR=0.000125, WHL1=1.164, CenterRegL1=0.248, HeatmapFocal=7.024 [Epoch 4][Batch 89], Speed: 99.916 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.248, HeatmapFocal=7.006 [Epoch 4][Batch 99], Speed: 99.623 samples/sec, LR=0.000125, WHL1=1.165, CenterRegL1=0.248, HeatmapFocal=6.987 [Epoch 4][Batch 109], Speed: 98.622 samples/sec, LR=0.000125, WHL1=1.158, CenterRegL1=0.248, HeatmapFocal=6.969 [Epoch 4][Batch 119], Speed: 102.353 samples/sec, LR=0.000125, WHL1=1.153, CenterRegL1=0.248, HeatmapFocal=6.950 [Epoch 4][Batch 129], Speed: 99.964 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.932 [Epoch 4][Batch 139], Speed: 101.523 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.249, HeatmapFocal=6.914 [Epoch 4][Batch 149], Speed: 104.324 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.249, HeatmapFocal=6.896 [Epoch 4][Batch 159], Speed: 104.465 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.248, HeatmapFocal=6.878 [Epoch 4][Batch 169], Speed: 104.568 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.248, HeatmapFocal=6.860 [Epoch 4][Batch 179], Speed: 103.151 samples/sec, LR=0.000125, WHL1=1.137, CenterRegL1=0.249, HeatmapFocal=6.843 [Epoch 4][Batch 189], Speed: 104.429 samples/sec, LR=0.000125, WHL1=1.136, CenterRegL1=0.248, HeatmapFocal=6.826 [Epoch 4][Batch 199], Speed: 103.602 samples/sec, LR=0.000125, WHL1=1.138, CenterRegL1=0.249, HeatmapFocal=6.808 [Epoch 4][Batch 209], Speed: 104.807 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.248, HeatmapFocal=6.792 [Epoch 4][Batch 219], Speed: 51.254 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.248, HeatmapFocal=6.775 [Epoch 4][Batch 229], Speed: 98.078 samples/sec, LR=0.000125, WHL1=1.140, CenterRegL1=0.248, HeatmapFocal=6.758 [Epoch 4][Batch 239], Speed: 96.689 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.248, HeatmapFocal=6.742 [Epoch 4][Batch 249], Speed: 96.043 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.247, HeatmapFocal=6.726 [Epoch 4][Batch 259], Speed: 98.922 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.247, HeatmapFocal=6.709 [Epoch 4][Batch 269], Speed: 99.328 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.247, HeatmapFocal=6.694 [Epoch 4][Batch 279], Speed: 97.097 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=6.678 [Epoch 4][Batch 289], Speed: 97.762 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.247, HeatmapFocal=6.662 [Epoch 4][Batch 299], Speed: 99.314 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.247, HeatmapFocal=6.647 [Epoch 4][Batch 309], Speed: 95.689 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.247, HeatmapFocal=6.631 [Epoch 4][Batch 319], Speed: 96.193 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.247, HeatmapFocal=6.615 [Epoch 4][Batch 329], Speed: 100.797 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.247, HeatmapFocal=6.600 [Epoch 4][Batch 339], Speed: 101.734 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.247, HeatmapFocal=6.584 [Epoch 4][Batch 349], Speed: 98.513 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.247, HeatmapFocal=6.569 [Epoch 4][Batch 359], Speed: 98.554 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.247, HeatmapFocal=6.554 [Epoch 4][Batch 369], Speed: 100.878 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.248, HeatmapFocal=6.539 [Epoch 4][Batch 379], Speed: 96.360 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.248, HeatmapFocal=6.524 [Epoch 4][Batch 389], Speed: 95.770 samples/sec, LR=0.000125, WHL1=1.150, CenterRegL1=0.248, HeatmapFocal=6.509 [Epoch 4][Batch 399], Speed: 99.618 samples/sec, LR=0.000125, WHL1=1.149, CenterRegL1=0.248, HeatmapFocal=6.494 [Epoch 4][Batch 409], Speed: 98.678 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.248, HeatmapFocal=6.479 [Epoch 4][Batch 419], Speed: 98.694 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.248, HeatmapFocal=6.465 [Epoch 4][Batch 429], Speed: 101.401 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.248, HeatmapFocal=6.451 [Epoch 4][Batch 439], Speed: 100.182 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.248, HeatmapFocal=6.437 [Epoch 4][Batch 449], Speed: 96.803 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.248, HeatmapFocal=6.422 [Epoch 4][Batch 459], Speed: 99.446 samples/sec, LR=0.000125, WHL1=1.144, CenterRegL1=0.248, HeatmapFocal=6.408 [Epoch 4][Batch 469], Speed: 106.412 samples/sec, LR=0.000125, WHL1=1.145, CenterRegL1=0.247, HeatmapFocal=6.395 [Epoch 4][Batch 479], Speed: 105.751 samples/sec, LR=0.000125, WHL1=1.146, CenterRegL1=0.247, HeatmapFocal=6.381 [Epoch 4][Batch 489], Speed: 106.176 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=6.368 [Epoch 4][Batch 499], Speed: 106.076 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=6.354 [Epoch 4][Batch 509], Speed: 107.308 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.247, HeatmapFocal=6.341 [Epoch 4] Training cost: 174.587, WHL1=1.148, CenterRegL1=0.247, HeatmapFocal=6.331 [Epoch 5][Batch 9], Speed: 105.697 samples/sec, LR=0.000125, WHL1=1.185, CenterRegL1=0.243, HeatmapFocal=6.317 [Epoch 5][Batch 19], Speed: 54.350 samples/sec, LR=0.000125, WHL1=1.180, CenterRegL1=0.243, HeatmapFocal=6.304 [Epoch 5][Batch 29], Speed: 70.282 samples/sec, LR=0.000125, WHL1=1.155, CenterRegL1=0.245, HeatmapFocal=6.291 [Epoch 5][Batch 39], Speed: 99.518 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.245, HeatmapFocal=6.278 [Epoch 5][Batch 49], Speed: 100.645 samples/sec, LR=0.000125, WHL1=1.152, CenterRegL1=0.245, HeatmapFocal=6.265 [Epoch 5][Batch 59], Speed: 98.778 samples/sec, LR=0.000125, WHL1=1.147, CenterRegL1=0.246, HeatmapFocal=6.252 [Epoch 5][Batch 69], Speed: 99.140 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.246, HeatmapFocal=6.239 [Epoch 5][Batch 79], Speed: 98.616 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.246, HeatmapFocal=6.226 [Epoch 5][Batch 89], Speed: 101.383 samples/sec, LR=0.000125, WHL1=1.141, CenterRegL1=0.246, HeatmapFocal=6.213 [Epoch 5][Batch 99], Speed: 96.848 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.246, HeatmapFocal=6.201 [Epoch 5][Batch 109], Speed: 95.304 samples/sec, LR=0.000125, WHL1=1.129, CenterRegL1=0.246, HeatmapFocal=6.188 [Epoch 5][Batch 119], Speed: 98.148 samples/sec, LR=0.000125, WHL1=1.131, CenterRegL1=0.246, HeatmapFocal=6.175 [Epoch 5][Batch 129], Speed: 101.536 samples/sec, LR=0.000125, WHL1=1.127, CenterRegL1=0.247, HeatmapFocal=6.162 [Epoch 5][Batch 139], Speed: 96.565 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.246, HeatmapFocal=6.150 [Epoch 5][Batch 149], Speed: 98.841 samples/sec, LR=0.000125, WHL1=1.125, CenterRegL1=0.246, HeatmapFocal=6.138 [Epoch 5][Batch 159], Speed: 102.724 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=6.126 [Epoch 5][Batch 169], Speed: 98.646 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=6.114 [Epoch 5][Batch 179], Speed: 94.589 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=6.102 [Epoch 5][Batch 189], Speed: 100.564 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.246, HeatmapFocal=6.090 [Epoch 5][Batch 199], Speed: 97.425 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=6.078 [Epoch 5][Batch 209], Speed: 99.032 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.246, HeatmapFocal=6.066 [Epoch 5][Batch 219], Speed: 94.605 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.246, HeatmapFocal=6.054 [Epoch 5][Batch 229], Speed: 100.452 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=6.043 [Epoch 5][Batch 239], Speed: 98.249 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=6.031 [Epoch 5][Batch 249], Speed: 100.232 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=6.020 [Epoch 5][Batch 259], Speed: 99.046 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.246, HeatmapFocal=6.008 [Epoch 5][Batch 269], Speed: 104.335 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=5.997 [Epoch 5][Batch 279], Speed: 105.381 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=5.985 [Epoch 5][Batch 289], Speed: 105.210 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.246, HeatmapFocal=5.974 [Epoch 5][Batch 299], Speed: 103.101 samples/sec, LR=0.000125, WHL1=1.108, CenterRegL1=0.246, HeatmapFocal=5.963 [Epoch 5][Batch 309], Speed: 105.493 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.246, HeatmapFocal=5.952 [Epoch 5][Batch 319], Speed: 103.975 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=5.941 [Epoch 5][Batch 329], Speed: 103.282 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.246, HeatmapFocal=5.929 [Epoch 5][Batch 339], Speed: 50.850 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=5.919 [Epoch 5][Batch 349], Speed: 50.372 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.246, HeatmapFocal=5.908 [Epoch 5][Batch 359], Speed: 97.968 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=5.897 [Epoch 5][Batch 369], Speed: 98.464 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.246, HeatmapFocal=5.887 [Epoch 5][Batch 379], Speed: 100.649 samples/sec, LR=0.000125, WHL1=1.118, CenterRegL1=0.246, HeatmapFocal=5.876 [Epoch 5][Batch 389], Speed: 98.893 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.866 [Epoch 5][Batch 399], Speed: 96.718 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.855 [Epoch 5][Batch 409], Speed: 100.080 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.845 [Epoch 5][Batch 419], Speed: 98.643 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.835 [Epoch 5][Batch 429], Speed: 97.319 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.824 [Epoch 5][Batch 439], Speed: 100.697 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.814 [Epoch 5][Batch 449], Speed: 96.285 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=5.804 [Epoch 5][Batch 459], Speed: 100.346 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=5.793 [Epoch 5][Batch 469], Speed: 104.190 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.783 [Epoch 5][Batch 479], Speed: 103.900 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=5.773 [Epoch 5][Batch 489], Speed: 103.339 samples/sec, LR=0.000125, WHL1=1.122, CenterRegL1=0.246, HeatmapFocal=5.763 [Epoch 5][Batch 499], Speed: 99.699 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.753 [Epoch 5][Batch 509], Speed: 103.335 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.246, HeatmapFocal=5.743 [Epoch 5] Training cost: 178.776, WHL1=1.121, CenterRegL1=0.246, HeatmapFocal=5.736 [Epoch 5] Validation: aeroplane=0.004799563569286386 bicycle=0.021796976019485076 bird=0.05264485353178129 boat=0.005681818181818182 bottle=0.09164895710350256 bus=0.03291187852285917 car=0.17276278683337706 cat=0.23817623783605568 chair=0.16276578352271398 cow=0.1753669749294687 diningtable=0.0 dog=0.17295191836336152 horse=0.13270078975355745 motorbike=0.14559526250212168 person=0.28665495181715295 pottedplant=0.006023206331754094 sheep=0.1707701561493853 sofa=0.11067225465813574 train=0.018709109018747658 tvmonitor=0.0752241407900995 mAP=0.10389288097173319 [Epoch 6][Batch 9], Speed: 103.851 samples/sec, LR=0.000125, WHL1=1.143, CenterRegL1=0.249, HeatmapFocal=5.726 [Epoch 6][Batch 19], Speed: 101.892 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.250, HeatmapFocal=5.716 [Epoch 6][Batch 29], Speed: 47.355 samples/sec, LR=0.000125, WHL1=1.121, CenterRegL1=0.247, HeatmapFocal=5.707 [Epoch 6][Batch 39], Speed: 98.960 samples/sec, LR=0.000125, WHL1=1.126, CenterRegL1=0.248, HeatmapFocal=5.697 [Epoch 6][Batch 49], Speed: 104.673 samples/sec, LR=0.000125, WHL1=1.120, CenterRegL1=0.248, HeatmapFocal=5.687 [Epoch 6][Batch 59], Speed: 103.363 samples/sec, LR=0.000125, WHL1=1.123, CenterRegL1=0.248, HeatmapFocal=5.678 [Epoch 6][Batch 69], Speed: 104.504 samples/sec, LR=0.000125, WHL1=1.119, CenterRegL1=0.248, HeatmapFocal=5.668 [Epoch 6][Batch 79], Speed: 101.986 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.248, HeatmapFocal=5.659 [Epoch 6][Batch 89], Speed: 104.057 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.248, HeatmapFocal=5.649 [Epoch 6][Batch 99], Speed: 46.905 samples/sec, LR=0.000125, WHL1=1.106, CenterRegL1=0.248, HeatmapFocal=5.640 [Epoch 6][Batch 109], Speed: 62.297 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.247, HeatmapFocal=5.630 [Epoch 6][Batch 119], Speed: 98.800 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.247, HeatmapFocal=5.621 [Epoch 6][Batch 129], Speed: 98.088 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=5.611 [Epoch 6][Batch 139], Speed: 95.165 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=5.602 [Epoch 6][Batch 149], Speed: 100.225 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.247, HeatmapFocal=5.593 [Epoch 6][Batch 159], Speed: 97.350 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=5.584 [Epoch 6][Batch 169], Speed: 96.490 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=5.575 [Epoch 6][Batch 179], Speed: 98.320 samples/sec, LR=0.000125, WHL1=1.102, CenterRegL1=0.247, HeatmapFocal=5.566 [Epoch 6][Batch 189], Speed: 97.365 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.247, HeatmapFocal=5.556 [Epoch 6][Batch 199], Speed: 100.901 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.247, HeatmapFocal=5.548 [Epoch 6][Batch 209], Speed: 99.841 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.247, HeatmapFocal=5.539 [Epoch 6][Batch 219], Speed: 100.598 samples/sec, LR=0.000125, WHL1=1.104, CenterRegL1=0.246, HeatmapFocal=5.530 [Epoch 6][Batch 229], Speed: 98.914 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.246, HeatmapFocal=5.521 [Epoch 6][Batch 239], Speed: 99.795 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.246, HeatmapFocal=5.512 [Epoch 6][Batch 249], Speed: 101.011 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.246, HeatmapFocal=5.504 [Epoch 6][Batch 259], Speed: 99.755 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=5.496 [Epoch 6][Batch 269], Speed: 101.008 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.246, HeatmapFocal=5.487 [Epoch 6][Batch 279], Speed: 99.563 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=5.479 [Epoch 6][Batch 289], Speed: 96.741 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.246, HeatmapFocal=5.470 [Epoch 6][Batch 299], Speed: 101.221 samples/sec, LR=0.000125, WHL1=1.117, CenterRegL1=0.246, HeatmapFocal=5.462 [Epoch 6][Batch 309], Speed: 100.263 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.246, HeatmapFocal=5.454 [Epoch 6][Batch 319], Speed: 97.696 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=5.445 [Epoch 6][Batch 329], Speed: 96.290 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.246, HeatmapFocal=5.437 [Epoch 6][Batch 339], Speed: 96.537 samples/sec, LR=0.000125, WHL1=1.112, CenterRegL1=0.247, HeatmapFocal=5.429 [Epoch 6][Batch 349], Speed: 103.982 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.246, HeatmapFocal=5.421 [Epoch 6][Batch 359], Speed: 101.428 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.247, HeatmapFocal=5.413 [Epoch 6][Batch 369], Speed: 99.982 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.247, HeatmapFocal=5.405 [Epoch 6][Batch 379], Speed: 105.162 samples/sec, LR=0.000125, WHL1=1.115, CenterRegL1=0.247, HeatmapFocal=5.397 [Epoch 6][Batch 389], Speed: 100.463 samples/sec, LR=0.000125, WHL1=1.114, CenterRegL1=0.247, HeatmapFocal=5.388 [Epoch 6][Batch 399], Speed: 103.844 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=5.380 [Epoch 6][Batch 409], Speed: 105.084 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.247, HeatmapFocal=5.372 [Epoch 6][Batch 419], Speed: 50.413 samples/sec, LR=0.000125, WHL1=1.113, CenterRegL1=0.247, HeatmapFocal=5.364 [Epoch 6][Batch 429], Speed: 59.760 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.247, HeatmapFocal=5.356 [Epoch 6][Batch 439], Speed: 99.079 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.348 [Epoch 6][Batch 449], Speed: 97.979 samples/sec, LR=0.000125, WHL1=1.111, CenterRegL1=0.247, HeatmapFocal=5.340 [Epoch 6][Batch 459], Speed: 100.424 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.332 [Epoch 6][Batch 469], Speed: 102.570 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.324 [Epoch 6][Batch 479], Speed: 101.318 samples/sec, LR=0.000125, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=5.317 [Epoch 6][Batch 489], Speed: 104.818 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.309 [Epoch 6][Batch 499], Speed: 100.309 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.301 [Epoch 6][Batch 509], Speed: 102.558 samples/sec, LR=0.000125, WHL1=1.110, CenterRegL1=0.247, HeatmapFocal=5.293 [Epoch 6] Training cost: 181.427, WHL1=1.109, CenterRegL1=0.247, HeatmapFocal=5.288 [Epoch 7][Batch 9], Speed: 94.002 samples/sec, LR=0.000125, WHL1=1.038, CenterRegL1=0.244, HeatmapFocal=5.280 [Epoch 7][Batch 19], Speed: 101.114 samples/sec, LR=0.000125, WHL1=1.063, CenterRegL1=0.242, HeatmapFocal=5.272 [Epoch 7][Batch 29], Speed: 97.419 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.245, HeatmapFocal=5.265 [Epoch 7][Batch 39], Speed: 101.162 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.244, HeatmapFocal=5.257 [Epoch 7][Batch 49], Speed: 98.927 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.245, HeatmapFocal=5.249 [Epoch 7][Batch 59], Speed: 98.647 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.244, HeatmapFocal=5.241 [Epoch 7][Batch 69], Speed: 97.083 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.244, HeatmapFocal=5.234 [Epoch 7][Batch 79], Speed: 99.023 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.243, HeatmapFocal=5.226 [Epoch 7][Batch 89], Speed: 97.148 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.243, HeatmapFocal=5.219 [Epoch 7][Batch 99], Speed: 98.601 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.243, HeatmapFocal=5.212 [Epoch 7][Batch 109], Speed: 97.374 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.243, HeatmapFocal=5.204 [Epoch 7][Batch 119], Speed: 100.286 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.244, HeatmapFocal=5.197 [Epoch 7][Batch 129], Speed: 99.158 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.244, HeatmapFocal=5.190 [Epoch 7][Batch 139], Speed: 100.807 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.244, HeatmapFocal=5.182 [Epoch 7][Batch 149], Speed: 100.951 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.244, HeatmapFocal=5.175 [Epoch 7][Batch 159], Speed: 102.642 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.245, HeatmapFocal=5.168 [Epoch 7][Batch 169], Speed: 104.810 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.245, HeatmapFocal=5.161 [Epoch 7][Batch 179], Speed: 104.400 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.245, HeatmapFocal=5.154 [Epoch 7][Batch 189], Speed: 102.760 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.245, HeatmapFocal=5.146 [Epoch 7][Batch 199], Speed: 104.018 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.245, HeatmapFocal=5.139 [Epoch 7][Batch 209], Speed: 104.574 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.245, HeatmapFocal=5.132 [Epoch 7][Batch 219], Speed: 46.637 samples/sec, LR=0.000125, WHL1=1.101, CenterRegL1=0.245, HeatmapFocal=5.125 [Epoch 7][Batch 229], Speed: 47.980 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.118 [Epoch 7][Batch 239], Speed: 93.160 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.111 [Epoch 7][Batch 249], Speed: 99.735 samples/sec, LR=0.000125, WHL1=1.098, CenterRegL1=0.246, HeatmapFocal=5.104 [Epoch 7][Batch 259], Speed: 97.027 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.245, HeatmapFocal=5.097 [Epoch 7][Batch 269], Speed: 98.821 samples/sec, LR=0.000125, WHL1=1.099, CenterRegL1=0.246, HeatmapFocal=5.090 [Epoch 7][Batch 279], Speed: 98.101 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.246, HeatmapFocal=5.083 [Epoch 7][Batch 289], Speed: 99.544 samples/sec, LR=0.000125, WHL1=1.097, CenterRegL1=0.245, HeatmapFocal=5.076 [Epoch 7][Batch 299], Speed: 101.601 samples/sec, LR=0.000125, WHL1=1.096, CenterRegL1=0.246, HeatmapFocal=5.069 [Epoch 7][Batch 309], Speed: 99.775 samples/sec, LR=0.000125, WHL1=1.095, CenterRegL1=0.246, HeatmapFocal=5.062 [Epoch 7][Batch 319], Speed: 99.830 samples/sec, LR=0.000125, WHL1=1.093, CenterRegL1=0.245, HeatmapFocal=5.055 [Epoch 7][Batch 329], Speed: 99.211 samples/sec, LR=0.000125, WHL1=1.094, CenterRegL1=0.246, HeatmapFocal=5.048 [Epoch 7][Batch 339], Speed: 101.490 samples/sec, LR=0.000125, WHL1=1.092, CenterRegL1=0.246, HeatmapFocal=5.041 [Epoch 7][Batch 349], Speed: 97.837 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.246, HeatmapFocal=5.034 [Epoch 7][Batch 359], Speed: 98.515 samples/sec, LR=0.000125, WHL1=1.090, CenterRegL1=0.246, HeatmapFocal=5.027 [Epoch 7][Batch 369], Speed: 99.387 samples/sec, LR=0.000125, WHL1=1.087, CenterRegL1=0.246, HeatmapFocal=5.021 [Epoch 7][Batch 379], Speed: 99.460 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.246, HeatmapFocal=5.014 [Epoch 7][Batch 389], Speed: 98.713 samples/sec, LR=0.000125, WHL1=1.085, CenterRegL1=0.246, HeatmapFocal=5.008 [Epoch 7][Batch 399], Speed: 99.972 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=5.001 [Epoch 7][Batch 409], Speed: 98.344 samples/sec, LR=0.000125, WHL1=1.084, CenterRegL1=0.246, HeatmapFocal=4.995 [Epoch 7][Batch 419], Speed: 101.297 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=4.988 [Epoch 7][Batch 429], Speed: 99.697 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=4.981 [Epoch 7][Batch 439], Speed: 98.840 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=4.975 [Epoch 7][Batch 449], Speed: 93.634 samples/sec, LR=0.000125, WHL1=1.082, CenterRegL1=0.246, HeatmapFocal=4.968 [Epoch 7][Batch 459], Speed: 100.954 samples/sec, LR=0.000125, WHL1=1.083, CenterRegL1=0.246, HeatmapFocal=4.962 [Epoch 7][Batch 469], Speed: 105.136 samples/sec, LR=0.000125, WHL1=1.082, CenterRegL1=0.246, HeatmapFocal=4.956 [Epoch 7][Batch 479], Speed: 105.933 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=4.949 [Epoch 7][Batch 489], Speed: 107.089 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=4.943 [Epoch 7][Batch 499], Speed: 106.281 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=4.936 [Epoch 7][Batch 509], Speed: 105.388 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.246, HeatmapFocal=4.930 [Epoch 7] Training cost: 174.288, WHL1=1.081, CenterRegL1=0.246, HeatmapFocal=4.926 [Epoch 8][Batch 9], Speed: 104.664 samples/sec, LR=0.000125, WHL1=1.219, CenterRegL1=0.238, HeatmapFocal=4.919 [Epoch 8][Batch 19], Speed: 50.962 samples/sec, LR=0.000125, WHL1=1.148, CenterRegL1=0.243, HeatmapFocal=4.913 [Epoch 8][Batch 29], Speed: 54.449 samples/sec, LR=0.000125, WHL1=1.139, CenterRegL1=0.245, HeatmapFocal=4.907 [Epoch 8][Batch 39], Speed: 91.661 samples/sec, LR=0.000125, WHL1=1.135, CenterRegL1=0.246, HeatmapFocal=4.900 [Epoch 8][Batch 49], Speed: 99.831 samples/sec, LR=0.000125, WHL1=1.116, CenterRegL1=0.244, HeatmapFocal=4.894 [Epoch 8][Batch 59], Speed: 99.797 samples/sec, LR=0.000125, WHL1=1.103, CenterRegL1=0.246, HeatmapFocal=4.888 [Epoch 8][Batch 69], Speed: 96.663 samples/sec, LR=0.000125, WHL1=1.091, CenterRegL1=0.245, HeatmapFocal=4.881 [Epoch 8][Batch 79], Speed: 100.478 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=4.875 [Epoch 8][Batch 89], Speed: 97.773 samples/sec, LR=0.000125, WHL1=1.089, CenterRegL1=0.247, HeatmapFocal=4.869 [Epoch 8][Batch 99], Speed: 101.718 samples/sec, LR=0.000125, WHL1=1.086, CenterRegL1=0.247, HeatmapFocal=4.863 [Epoch 8][Batch 109], Speed: 97.454 samples/sec, LR=0.000125, WHL1=1.079, CenterRegL1=0.248, HeatmapFocal=4.857 [Epoch 8][Batch 119], Speed: 96.677 samples/sec, LR=0.000125, WHL1=1.081, CenterRegL1=0.248, HeatmapFocal=4.851 [Epoch 8][Batch 129], Speed: 97.268 samples/sec, LR=0.000125, WHL1=1.080, CenterRegL1=0.248, HeatmapFocal=4.845 [Epoch 8][Batch 139], Speed: 99.659 samples/sec, LR=0.000125, WHL1=1.077, CenterRegL1=0.248, HeatmapFocal=4.839 [Epoch 8][Batch 149], Speed: 100.676 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.247, HeatmapFocal=4.832 [Epoch 8][Batch 159], Speed: 101.534 samples/sec, LR=0.000125, WHL1=1.070, CenterRegL1=0.247, HeatmapFocal=4.826 [Epoch 8][Batch 169], Speed: 99.420 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.246, HeatmapFocal=4.821 [Epoch 8][Batch 179], Speed: 98.851 samples/sec, LR=0.000125, WHL1=1.071, CenterRegL1=0.246, HeatmapFocal=4.815 [Epoch 8][Batch 189], Speed: 99.270 samples/sec, LR=0.000125, WHL1=1.066, CenterRegL1=0.246, HeatmapFocal=4.809 [Epoch 8][Batch 199], Speed: 101.953 samples/sec, LR=0.000125, WHL1=1.064, CenterRegL1=0.246, HeatmapFocal=4.803 [Epoch 8][Batch 209], Speed: 99.962 samples/sec, LR=0.000125, WHL1=1.061, CenterRegL1=0.246, HeatmapFocal=4.797 [Epoch 8][Batch 219], Speed: 100.642 samples/sec, LR=0.000125, WHL1=1.059, CenterRegL1=0.246, HeatmapFocal=4.791 [Epoch 8][Batch 229], Speed: 102.396 samples/sec, LR=0.000125, WHL1=1.057, CenterRegL1=0.246, HeatmapFocal=4.785 [Epoch 8][Batch 239], Speed: 98.028 samples/sec, LR=0.000125, WHL1=1.057, CenterRegL1=0.246, HeatmapFocal=4.780 [Epoch 8][Batch 249], Speed: 100.736 samples/sec, LR=0.000125, WHL1=1.056, CenterRegL1=0.246, HeatmapFocal=4.774 [Epoch 8][Batch 259], Speed: 98.049 samples/sec, LR=0.000125, WHL1=1.054, CenterRegL1=0.246, HeatmapFocal=4.768 [Epoch 8][Batch 269], Speed: 103.113 samples/sec, LR=0.000125, WHL1=1.054, CenterRegL1=0.246, HeatmapFocal=4.763 [Epoch 8][Batch 279], Speed: 103.748 samples/sec, LR=0.000125, WHL1=1.054, CenterRegL1=0.246, HeatmapFocal=4.757 [Epoch 8][Batch 289], Speed: 104.852 samples/sec, LR=0.000125, WHL1=1.051, CenterRegL1=0.246, HeatmapFocal=4.751 [Epoch 8][Batch 299], Speed: 104.182 samples/sec, LR=0.000125, WHL1=1.049, CenterRegL1=0.246, HeatmapFocal=4.746 [Epoch 8][Batch 309], Speed: 104.428 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.246, HeatmapFocal=4.740 [Epoch 8][Batch 319], Speed: 103.374 samples/sec, LR=0.000125, WHL1=1.050, CenterRegL1=0.246, HeatmapFocal=4.734 [Epoch 8][Batch 329], Speed: 104.396 samples/sec, LR=0.000125, WHL1=1.048, CenterRegL1=0.246, HeatmapFocal=4.729 [Epoch 8][Batch 339], Speed: 104.512 samples/sec, LR=0.000125, WHL1=1.045, CenterRegL1=0.246, HeatmapFocal=4.723 [Epoch 8][Batch 349], Speed: 55.277 samples/sec, LR=0.000125, WHL1=1.043, CenterRegL1=0.246, HeatmapFocal=4.718 [Epoch 8][Batch 359], Speed: 95.392 samples/sec, LR=0.000125, WHL1=1.044, CenterRegL1=0.246, HeatmapFocal=4.712 [Epoch 8][Batch 369], Speed: 97.020 samples/sec, LR=0.000125, WHL1=1.043, CenterRegL1=0.246, HeatmapFocal=4.707 [Epoch 8][Batch 379], Speed: 96.988 samples/sec, LR=0.000125, WHL1=1.040, CenterRegL1=0.246, HeatmapFocal=4.701 [Epoch 8][Batch 389], Speed: 98.929 samples/sec, LR=0.000125, WHL1=1.038, CenterRegL1=0.246, HeatmapFocal=4.696 [Epoch 8][Batch 399], Speed: 98.111 samples/sec, LR=0.000125, WHL1=1.036, CenterRegL1=0.246, HeatmapFocal=4.691 [Epoch 8][Batch 409], Speed: 96.745 samples/sec, LR=0.000125, WHL1=1.036, CenterRegL1=0.246, HeatmapFocal=4.685 [Epoch 8][Batch 419], Speed: 99.489 samples/sec, LR=0.000125, WHL1=1.035, CenterRegL1=0.246, HeatmapFocal=4.680 [Epoch 8][Batch 429], Speed: 97.689 samples/sec, LR=0.000125, WHL1=1.032, CenterRegL1=0.246, HeatmapFocal=4.674 [Epoch 8][Batch 439], Speed: 96.162 samples/sec, LR=0.000125, WHL1=1.029, CenterRegL1=0.246, HeatmapFocal=4.669 [Epoch 8][Batch 449], Speed: 99.656 samples/sec, LR=0.000125, WHL1=1.028, CenterRegL1=0.246, HeatmapFocal=4.664 [Epoch 8][Batch 459], Speed: 103.027 samples/sec, LR=0.000125, WHL1=1.024, CenterRegL1=0.246, HeatmapFocal=4.658 [Epoch 8][Batch 469], Speed: 103.328 samples/sec, LR=0.000125, WHL1=1.021, CenterRegL1=0.246, HeatmapFocal=4.653 [Epoch 8][Batch 479], Speed: 102.685 samples/sec, LR=0.000125, WHL1=1.020, CenterRegL1=0.246, HeatmapFocal=4.648 [Epoch 8][Batch 489], Speed: 102.819 samples/sec, LR=0.000125, WHL1=1.019, CenterRegL1=0.246, HeatmapFocal=4.642 [Epoch 8][Batch 499], Speed: 101.280 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.246, HeatmapFocal=4.637 [Epoch 8][Batch 509], Speed: 103.229 samples/sec, LR=0.000125, WHL1=1.017, CenterRegL1=0.246, HeatmapFocal=4.632 [Epoch 8] Training cost: 178.715, WHL1=1.018, CenterRegL1=0.246, HeatmapFocal=4.629 [Epoch 9][Batch 9], Speed: 96.279 samples/sec, LR=0.000125, WHL1=0.883, CenterRegL1=0.251, HeatmapFocal=4.623 [Epoch 9][Batch 19], Speed: 99.569 samples/sec, LR=0.000125, WHL1=0.899, CenterRegL1=0.251, HeatmapFocal=4.618 [Epoch 9][Batch 29], Speed: 96.903 samples/sec, LR=0.000125, WHL1=0.887, CenterRegL1=0.252, HeatmapFocal=4.612 [Epoch 9][Batch 39], Speed: 97.895 samples/sec, LR=0.000125, WHL1=0.875, CenterRegL1=0.249, HeatmapFocal=4.607 [Epoch 9][Batch 49], Speed: 101.499 samples/sec, LR=0.000125, WHL1=0.885, CenterRegL1=0.249, HeatmapFocal=4.602 [Epoch 9][Batch 59], Speed: 100.003 samples/sec, LR=0.000125, WHL1=0.897, CenterRegL1=0.248, HeatmapFocal=4.597 [Epoch 9][Batch 69], Speed: 97.949 samples/sec, LR=0.000125, WHL1=0.898, CenterRegL1=0.247, HeatmapFocal=4.592 [Epoch 9][Batch 79], Speed: 103.881 samples/sec, LR=0.000125, WHL1=0.895, CenterRegL1=0.247, HeatmapFocal=4.586 [Epoch 9][Batch 89], Speed: 104.340 samples/sec, LR=0.000125, WHL1=0.891, CenterRegL1=0.247, HeatmapFocal=4.581 [Epoch 9][Batch 99], Speed: 103.528 samples/sec, LR=0.000125, WHL1=0.889, CenterRegL1=0.247, HeatmapFocal=4.576 [Epoch 9][Batch 109], Speed: 104.038 samples/sec, LR=0.000125, WHL1=0.883, CenterRegL1=0.246, HeatmapFocal=4.571 [Epoch 9][Batch 119], Speed: 101.129 samples/sec, LR=0.000125, WHL1=0.884, CenterRegL1=0.247, HeatmapFocal=4.566 [Epoch 9][Batch 129], Speed: 101.823 samples/sec, LR=0.000125, WHL1=0.878, CenterRegL1=0.247, HeatmapFocal=4.561 [Epoch 9][Batch 139], Speed: 104.417 samples/sec, LR=0.000125, WHL1=0.876, CenterRegL1=0.247, HeatmapFocal=4.556 [Epoch 9][Batch 149], Speed: 45.769 samples/sec, LR=0.000125, WHL1=0.874, CenterRegL1=0.246, HeatmapFocal=4.551 [Epoch 9][Batch 159], Speed: 100.184 samples/sec, LR=0.000125, WHL1=0.872, CenterRegL1=0.247, HeatmapFocal=4.546 [Epoch 9][Batch 169], Speed: 104.473 samples/sec, LR=0.000125, WHL1=0.873, CenterRegL1=0.246, HeatmapFocal=4.541 [Epoch 9][Batch 179], Speed: 105.138 samples/sec, LR=0.000125, WHL1=0.871, CenterRegL1=0.246, HeatmapFocal=4.536 [Epoch 9][Batch 189], Speed: 104.151 samples/sec, LR=0.000125, WHL1=0.869, CenterRegL1=0.247, HeatmapFocal=4.531 [Epoch 9][Batch 199], Speed: 104.253 samples/sec, LR=0.000125, WHL1=0.865, CenterRegL1=0.247, HeatmapFocal=4.526 [Epoch 9][Batch 209], Speed: 65.472 samples/sec, LR=0.000125, WHL1=0.859, CenterRegL1=0.247, HeatmapFocal=4.521 [Epoch 9][Batch 219], Speed: 44.460 samples/sec, LR=0.000125, WHL1=0.857, CenterRegL1=0.247, HeatmapFocal=4.517 [Epoch 9][Batch 229], Speed: 92.874 samples/sec, LR=0.000125, WHL1=0.852, CenterRegL1=0.247, HeatmapFocal=4.512 [Epoch 9][Batch 239], Speed: 97.011 samples/sec, LR=0.000125, WHL1=0.854, CenterRegL1=0.247, HeatmapFocal=4.507 [Epoch 9][Batch 249], Speed: 100.231 samples/sec, LR=0.000125, WHL1=0.853, CenterRegL1=0.247, HeatmapFocal=4.503 [Epoch 9][Batch 259], Speed: 100.429 samples/sec, LR=0.000125, WHL1=0.853, CenterRegL1=0.247, HeatmapFocal=4.498 [Epoch 9][Batch 269], Speed: 93.834 samples/sec, LR=0.000125, WHL1=0.848, CenterRegL1=0.246, HeatmapFocal=4.493 [Epoch 9][Batch 279], Speed: 98.263 samples/sec, LR=0.000125, WHL1=0.847, CenterRegL1=0.246, HeatmapFocal=4.488 [Epoch 9][Batch 289], Speed: 98.990 samples/sec, LR=0.000125, WHL1=0.846, CenterRegL1=0.247, HeatmapFocal=4.484 [Epoch 9][Batch 299], Speed: 98.938 samples/sec, LR=0.000125, WHL1=0.844, CenterRegL1=0.247, HeatmapFocal=4.479 [Epoch 9][Batch 309], Speed: 95.085 samples/sec, LR=0.000125, WHL1=0.843, CenterRegL1=0.246, HeatmapFocal=4.475 [Epoch 9][Batch 319], Speed: 96.046 samples/sec, LR=0.000125, WHL1=0.839, CenterRegL1=0.247, HeatmapFocal=4.470 [Epoch 9][Batch 329], Speed: 101.225 samples/sec, LR=0.000125, WHL1=0.835, CenterRegL1=0.247, HeatmapFocal=4.465 [Epoch 9][Batch 339], Speed: 99.680 samples/sec, LR=0.000125, WHL1=0.832, CenterRegL1=0.247, HeatmapFocal=4.461 [Epoch 9][Batch 349], Speed: 100.643 samples/sec, LR=0.000125, WHL1=0.829, CenterRegL1=0.247, HeatmapFocal=4.456 [Epoch 9][Batch 359], Speed: 96.330 samples/sec, LR=0.000125, WHL1=0.827, CenterRegL1=0.247, HeatmapFocal=4.451 [Epoch 9][Batch 369], Speed: 100.429 samples/sec, LR=0.000125, WHL1=0.824, CenterRegL1=0.247, HeatmapFocal=4.447 [Epoch 9][Batch 379], Speed: 99.137 samples/sec, LR=0.000125, WHL1=0.823, CenterRegL1=0.247, HeatmapFocal=4.442 [Epoch 9][Batch 389], Speed: 100.417 samples/sec, LR=0.000125, WHL1=0.822, CenterRegL1=0.247, HeatmapFocal=4.438 [Epoch 9][Batch 399], Speed: 97.963 samples/sec, LR=0.000125, WHL1=0.820, CenterRegL1=0.247, HeatmapFocal=4.433 [Epoch 9][Batch 409], Speed: 101.125 samples/sec, LR=0.000125, WHL1=0.817, CenterRegL1=0.247, HeatmapFocal=4.429 [Epoch 9][Batch 419], Speed: 98.098 samples/sec, LR=0.000125, WHL1=0.815, CenterRegL1=0.247, HeatmapFocal=4.425 [Epoch 9][Batch 429], Speed: 98.878 samples/sec, LR=0.000125, WHL1=0.813, CenterRegL1=0.246, HeatmapFocal=4.420 [Epoch 9][Batch 439], Speed: 98.266 samples/sec, LR=0.000125, WHL1=0.810, CenterRegL1=0.247, HeatmapFocal=4.416 [Epoch 9][Batch 449], Speed: 97.735 samples/sec, LR=0.000125, WHL1=0.808, CenterRegL1=0.246, HeatmapFocal=4.411 [Epoch 9][Batch 459], Speed: 101.605 samples/sec, LR=0.000125, WHL1=0.806, CenterRegL1=0.246, HeatmapFocal=4.407 [Epoch 9][Batch 469], Speed: 105.686 samples/sec, LR=0.000125, WHL1=0.804, CenterRegL1=0.246, HeatmapFocal=4.402 [Epoch 9][Batch 479], Speed: 106.284 samples/sec, LR=0.000125, WHL1=0.803, CenterRegL1=0.246, HeatmapFocal=4.398 [Epoch 9][Batch 489], Speed: 106.194 samples/sec, LR=0.000125, WHL1=0.802, CenterRegL1=0.246, HeatmapFocal=4.394 [Epoch 9][Batch 499], Speed: 103.700 samples/sec, LR=0.000125, WHL1=0.800, CenterRegL1=0.246, HeatmapFocal=4.389 [Epoch 9][Batch 509], Speed: 105.251 samples/sec, LR=0.000125, WHL1=0.798, CenterRegL1=0.246, HeatmapFocal=4.385 [Epoch 9] Training cost: 176.631, WHL1=0.797, CenterRegL1=0.247, HeatmapFocal=4.381 [Epoch 10][Batch 9], Speed: 103.721 samples/sec, LR=0.000125, WHL1=0.634, CenterRegL1=0.251, HeatmapFocal=4.377 [Epoch 10][Batch 19], Speed: 53.117 samples/sec, LR=0.000125, WHL1=0.674, CenterRegL1=0.248, HeatmapFocal=4.373 [Epoch 10][Batch 29], Speed: 87.277 samples/sec, LR=0.000125, WHL1=0.652, CenterRegL1=0.248, HeatmapFocal=4.368 [Epoch 10][Batch 39], Speed: 99.077 samples/sec, LR=0.000125, WHL1=0.673, CenterRegL1=0.248, HeatmapFocal=4.364 [Epoch 10][Batch 49], Speed: 96.320 samples/sec, LR=0.000125, WHL1=0.675, CenterRegL1=0.247, HeatmapFocal=4.359 [Epoch 10][Batch 59], Speed: 100.657 samples/sec, LR=0.000125, WHL1=0.672, CenterRegL1=0.245, HeatmapFocal=4.355 [Epoch 10][Batch 69], Speed: 98.173 samples/sec, LR=0.000125, WHL1=0.670, CenterRegL1=0.246, HeatmapFocal=4.351 [Epoch 10][Batch 79], Speed: 96.682 samples/sec, LR=0.000125, WHL1=0.670, CenterRegL1=0.246, HeatmapFocal=4.347 [Epoch 10][Batch 89], Speed: 97.164 samples/sec, LR=0.000125, WHL1=0.671, CenterRegL1=0.245, HeatmapFocal=4.342 [Epoch 10][Batch 99], Speed: 100.339 samples/sec, LR=0.000125, WHL1=0.673, CenterRegL1=0.245, HeatmapFocal=4.338 [Epoch 10][Batch 109], Speed: 98.840 samples/sec, LR=0.000125, WHL1=0.674, CenterRegL1=0.245, HeatmapFocal=4.334 [Epoch 10][Batch 119], Speed: 98.795 samples/sec, LR=0.000125, WHL1=0.672, CenterRegL1=0.246, HeatmapFocal=4.330 [Epoch 10][Batch 129], Speed: 102.337 samples/sec, LR=0.000125, WHL1=0.673, CenterRegL1=0.246, HeatmapFocal=4.326 [Epoch 10][Batch 139], Speed: 101.081 samples/sec, LR=0.000125, WHL1=0.672, CenterRegL1=0.245, HeatmapFocal=4.321 [Epoch 10][Batch 149], Speed: 101.313 samples/sec, LR=0.000125, WHL1=0.671, CenterRegL1=0.246, HeatmapFocal=4.317 [Epoch 10][Batch 159], Speed: 96.896 samples/sec, LR=0.000125, WHL1=0.669, CenterRegL1=0.246, HeatmapFocal=4.313 [Epoch 10][Batch 169], Speed: 99.871 samples/sec, LR=0.000125, WHL1=0.668, CenterRegL1=0.246, HeatmapFocal=4.309 [Epoch 10][Batch 179], Speed: 99.482 samples/sec, LR=0.000125, WHL1=0.666, CenterRegL1=0.246, HeatmapFocal=4.305 [Epoch 10][Batch 189], Speed: 100.281 samples/sec, LR=0.000125, WHL1=0.663, CenterRegL1=0.246, HeatmapFocal=4.300 [Epoch 10][Batch 199], Speed: 98.365 samples/sec, LR=0.000125, WHL1=0.662, CenterRegL1=0.246, HeatmapFocal=4.296 [Epoch 10][Batch 209], Speed: 100.966 samples/sec, LR=0.000125, WHL1=0.662, CenterRegL1=0.246, HeatmapFocal=4.292 [Epoch 10][Batch 219], Speed: 98.623 samples/sec, LR=0.000125, WHL1=0.661, CenterRegL1=0.245, HeatmapFocal=4.288 [Epoch 10][Batch 229], Speed: 101.434 samples/sec, LR=0.000125, WHL1=0.658, CenterRegL1=0.245, HeatmapFocal=4.284 [Epoch 10][Batch 239], Speed: 98.922 samples/sec, LR=0.000125, WHL1=0.658, CenterRegL1=0.245, HeatmapFocal=4.280 [Epoch 10][Batch 249], Speed: 100.916 samples/sec, LR=0.000125, WHL1=0.657, CenterRegL1=0.245, HeatmapFocal=4.276 [Epoch 10][Batch 259], Speed: 97.201 samples/sec, LR=0.000125, WHL1=0.656, CenterRegL1=0.245, HeatmapFocal=4.272 [Epoch 10][Batch 269], Speed: 103.987 samples/sec, LR=0.000125, WHL1=0.656, CenterRegL1=0.245, HeatmapFocal=4.268 [Epoch 10][Batch 279], Speed: 101.589 samples/sec, LR=0.000125, WHL1=0.655, CenterRegL1=0.245, HeatmapFocal=4.264 [Epoch 10][Batch 289], Speed: 103.049 samples/sec, LR=0.000125, WHL1=0.654, CenterRegL1=0.245, HeatmapFocal=4.260 [Epoch 10][Batch 299], Speed: 103.507 samples/sec, LR=0.000125, WHL1=0.651, CenterRegL1=0.245, HeatmapFocal=4.256 [Epoch 10][Batch 309], Speed: 104.558 samples/sec, LR=0.000125, WHL1=0.650, CenterRegL1=0.245, HeatmapFocal=4.252 [Epoch 10][Batch 319], Speed: 103.424 samples/sec, LR=0.000125, WHL1=0.650, CenterRegL1=0.245, HeatmapFocal=4.248 [Epoch 10][Batch 329], Speed: 103.788 samples/sec, LR=0.000125, WHL1=0.649, CenterRegL1=0.245, HeatmapFocal=4.244 [Epoch 10][Batch 339], Speed: 56.850 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.240 [Epoch 10][Batch 349], Speed: 48.855 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.236 [Epoch 10][Batch 359], Speed: 97.866 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.232 [Epoch 10][Batch 369], Speed: 98.045 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.229 [Epoch 10][Batch 379], Speed: 100.241 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.225 [Epoch 10][Batch 389], Speed: 99.809 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.221 [Epoch 10][Batch 399], Speed: 98.087 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.217 [Epoch 10][Batch 409], Speed: 99.140 samples/sec, LR=0.000125, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.213 [Epoch 10][Batch 419], Speed: 99.927 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.209 [Epoch 10][Batch 429], Speed: 97.411 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.206 [Epoch 10][Batch 439], Speed: 100.150 samples/sec, LR=0.000125, WHL1=0.649, CenterRegL1=0.245, HeatmapFocal=4.202 [Epoch 10][Batch 449], Speed: 99.003 samples/sec, LR=0.000125, WHL1=0.650, CenterRegL1=0.245, HeatmapFocal=4.198 [Epoch 10][Batch 459], Speed: 102.763 samples/sec, LR=0.000125, WHL1=0.650, CenterRegL1=0.245, HeatmapFocal=4.195 [Epoch 10][Batch 469], Speed: 103.798 samples/sec, LR=0.000125, WHL1=0.649, CenterRegL1=0.245, HeatmapFocal=4.191 [Epoch 10][Batch 479], Speed: 100.707 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.187 [Epoch 10][Batch 489], Speed: 104.178 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.184 [Epoch 10][Batch 499], Speed: 101.603 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.180 [Epoch 10][Batch 509], Speed: 99.603 samples/sec, LR=0.000125, WHL1=0.648, CenterRegL1=0.245, HeatmapFocal=4.176 [Epoch 10] Training cost: 178.552, WHL1=0.647, CenterRegL1=0.245, HeatmapFocal=4.173 [Epoch 10] Validation: aeroplane=0.3318233251756878 bicycle=0.30204564876595125 bird=0.37838666666616294 boat=0.21037452726210473 bottle=0.3117804445977302 bus=0.312789233465184 car=0.6210330084897755 cat=0.39452570320862806 chair=0.36515730113526207 cow=0.5480612502263975 diningtable=0.21901502661603103 dog=0.3173731414410519 horse=0.356672189729674 motorbike=0.30613889118116755 person=0.5923481898090477 pottedplant=0.25360573008103676 sheep=0.39710240167257477 sofa=0.23034296142769953 train=0.28177920121441147 tvmonitor=0.5559065756831323 mAP=0.3643130708924356 [Epoch 11][Batch 9], Speed: 104.360 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.248, HeatmapFocal=4.170 [Epoch 11][Batch 19], Speed: 104.454 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.246, HeatmapFocal=4.166 [Epoch 11][Batch 29], Speed: 46.307 samples/sec, LR=0.000125, WHL1=0.601, CenterRegL1=0.246, HeatmapFocal=4.162 [Epoch 11][Batch 39], Speed: 49.868 samples/sec, LR=0.000125, WHL1=0.589, CenterRegL1=0.247, HeatmapFocal=4.158 [Epoch 11][Batch 49], Speed: 86.978 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.247, HeatmapFocal=4.154 [Epoch 11][Batch 59], Speed: 98.241 samples/sec, LR=0.000125, WHL1=0.597, CenterRegL1=0.245, HeatmapFocal=4.151 [Epoch 11][Batch 69], Speed: 98.983 samples/sec, LR=0.000125, WHL1=0.595, CenterRegL1=0.245, HeatmapFocal=4.147 [Epoch 11][Batch 79], Speed: 99.988 samples/sec, LR=0.000125, WHL1=0.588, CenterRegL1=0.244, HeatmapFocal=4.143 [Epoch 11][Batch 89], Speed: 99.690 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.245, HeatmapFocal=4.139 [Epoch 11][Batch 99], Speed: 96.493 samples/sec, LR=0.000125, WHL1=0.579, CenterRegL1=0.244, HeatmapFocal=4.136 [Epoch 11][Batch 109], Speed: 98.840 samples/sec, LR=0.000125, WHL1=0.579, CenterRegL1=0.245, HeatmapFocal=4.132 [Epoch 11][Batch 119], Speed: 100.168 samples/sec, LR=0.000125, WHL1=0.580, CenterRegL1=0.245, HeatmapFocal=4.128 [Epoch 11][Batch 129], Speed: 100.081 samples/sec, LR=0.000125, WHL1=0.581, CenterRegL1=0.245, HeatmapFocal=4.125 [Epoch 11][Batch 139], Speed: 96.179 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.244, HeatmapFocal=4.121 [Epoch 11][Batch 149], Speed: 102.063 samples/sec, LR=0.000125, WHL1=0.576, CenterRegL1=0.244, HeatmapFocal=4.117 [Epoch 11][Batch 159], Speed: 100.803 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.244, HeatmapFocal=4.114 [Epoch 11][Batch 169], Speed: 99.808 samples/sec, LR=0.000125, WHL1=0.579, CenterRegL1=0.244, HeatmapFocal=4.110 [Epoch 11][Batch 179], Speed: 97.179 samples/sec, LR=0.000125, WHL1=0.579, CenterRegL1=0.244, HeatmapFocal=4.106 [Epoch 11][Batch 189], Speed: 99.081 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.102 [Epoch 11][Batch 199], Speed: 99.594 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.099 [Epoch 11][Batch 209], Speed: 97.913 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.244, HeatmapFocal=4.095 [Epoch 11][Batch 219], Speed: 96.471 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.092 [Epoch 11][Batch 229], Speed: 100.206 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.088 [Epoch 11][Batch 239], Speed: 96.492 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.244, HeatmapFocal=4.084 [Epoch 11][Batch 249], Speed: 98.977 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.244, HeatmapFocal=4.081 [Epoch 11][Batch 259], Speed: 98.553 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.244, HeatmapFocal=4.077 [Epoch 11][Batch 269], Speed: 96.441 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.245, HeatmapFocal=4.074 [Epoch 11][Batch 279], Speed: 103.329 samples/sec, LR=0.000125, WHL1=0.577, CenterRegL1=0.245, HeatmapFocal=4.071 [Epoch 11][Batch 289], Speed: 104.428 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.245, HeatmapFocal=4.067 [Epoch 11][Batch 299], Speed: 103.412 samples/sec, LR=0.000125, WHL1=0.578, CenterRegL1=0.245, HeatmapFocal=4.064 [Epoch 11][Batch 309], Speed: 103.652 samples/sec, LR=0.000125, WHL1=0.576, CenterRegL1=0.245, HeatmapFocal=4.060 [Epoch 11][Batch 319], Speed: 105.303 samples/sec, LR=0.000125, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=4.057 [Epoch 11][Batch 329], Speed: 102.242 samples/sec, LR=0.000125, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=4.053 [Epoch 11][Batch 339], Speed: 103.368 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.050 [Epoch 11][Batch 349], Speed: 57.959 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.047 [Epoch 11][Batch 359], Speed: 52.535 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.043 [Epoch 11][Batch 369], Speed: 86.159 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=4.040 [Epoch 11][Batch 379], Speed: 99.106 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=4.036 [Epoch 11][Batch 389], Speed: 99.340 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=4.033 [Epoch 11][Batch 399], Speed: 94.569 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=4.030 [Epoch 11][Batch 409], Speed: 98.624 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=4.026 [Epoch 11][Batch 419], Speed: 99.794 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.023 [Epoch 11][Batch 429], Speed: 95.874 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.019 [Epoch 11][Batch 439], Speed: 99.182 samples/sec, LR=0.000125, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=4.016 [Epoch 11][Batch 449], Speed: 97.294 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=4.013 [Epoch 11][Batch 459], Speed: 103.040 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=4.010 [Epoch 11][Batch 469], Speed: 102.880 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=4.006 [Epoch 11][Batch 479], Speed: 103.583 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=4.003 [Epoch 11][Batch 489], Speed: 103.351 samples/sec, LR=0.000125, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=4.000 [Epoch 11][Batch 499], Speed: 104.085 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=3.997 [Epoch 11][Batch 509], Speed: 103.534 samples/sec, LR=0.000125, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=3.993 [Epoch 11] Training cost: 179.123, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=3.991 [Epoch 12][Batch 9], Speed: 97.137 samples/sec, LR=0.000125, WHL1=0.543, CenterRegL1=0.246, HeatmapFocal=3.988 [Epoch 12][Batch 19], Speed: 100.853 samples/sec, LR=0.000125, WHL1=0.552, CenterRegL1=0.245, HeatmapFocal=3.984 [Epoch 12][Batch 29], Speed: 98.731 samples/sec, LR=0.000125, WHL1=0.557, CenterRegL1=0.246, HeatmapFocal=3.981 [Epoch 12][Batch 39], Speed: 97.066 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.245, HeatmapFocal=3.978 [Epoch 12][Batch 49], Speed: 97.709 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.975 [Epoch 12][Batch 59], Speed: 97.197 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.246, HeatmapFocal=3.972 [Epoch 12][Batch 69], Speed: 97.676 samples/sec, LR=0.000125, WHL1=0.552, CenterRegL1=0.246, HeatmapFocal=3.969 [Epoch 12][Batch 79], Speed: 102.552 samples/sec, LR=0.000125, WHL1=0.556, CenterRegL1=0.246, HeatmapFocal=3.965 [Epoch 12][Batch 89], Speed: 104.549 samples/sec, LR=0.000125, WHL1=0.554, CenterRegL1=0.245, HeatmapFocal=3.962 [Epoch 12][Batch 99], Speed: 103.269 samples/sec, LR=0.000125, WHL1=0.559, CenterRegL1=0.246, HeatmapFocal=3.959 [Epoch 12][Batch 109], Speed: 104.947 samples/sec, LR=0.000125, WHL1=0.561, CenterRegL1=0.245, HeatmapFocal=3.956 [Epoch 12][Batch 119], Speed: 103.976 samples/sec, LR=0.000125, WHL1=0.559, CenterRegL1=0.246, HeatmapFocal=3.953 [Epoch 12][Batch 129], Speed: 104.388 samples/sec, LR=0.000125, WHL1=0.560, CenterRegL1=0.246, HeatmapFocal=3.950 [Epoch 12][Batch 139], Speed: 102.510 samples/sec, LR=0.000125, WHL1=0.562, CenterRegL1=0.246, HeatmapFocal=3.947 [Epoch 12][Batch 149], Speed: 103.909 samples/sec, LR=0.000125, WHL1=0.560, CenterRegL1=0.246, HeatmapFocal=3.943 [Epoch 12][Batch 159], Speed: 85.486 samples/sec, LR=0.000125, WHL1=0.559, CenterRegL1=0.246, HeatmapFocal=3.940 [Epoch 12][Batch 169], Speed: 99.503 samples/sec, LR=0.000125, WHL1=0.559, CenterRegL1=0.246, HeatmapFocal=3.937 [Epoch 12][Batch 179], Speed: 97.600 samples/sec, LR=0.000125, WHL1=0.556, CenterRegL1=0.246, HeatmapFocal=3.934 [Epoch 12][Batch 189], Speed: 103.167 samples/sec, LR=0.000125, WHL1=0.555, CenterRegL1=0.246, HeatmapFocal=3.931 [Epoch 12][Batch 199], Speed: 100.715 samples/sec, LR=0.000125, WHL1=0.556, CenterRegL1=0.246, HeatmapFocal=3.928 [Epoch 12][Batch 209], Speed: 102.220 samples/sec, LR=0.000125, WHL1=0.553, CenterRegL1=0.246, HeatmapFocal=3.925 [Epoch 12][Batch 219], Speed: 55.959 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.246, HeatmapFocal=3.922 [Epoch 12][Batch 229], Speed: 53.827 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.246, HeatmapFocal=3.918 [Epoch 12][Batch 239], Speed: 88.533 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.246, HeatmapFocal=3.915 [Epoch 12][Batch 249], Speed: 98.459 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.912 [Epoch 12][Batch 259], Speed: 95.670 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.909 [Epoch 12][Batch 269], Speed: 100.119 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.246, HeatmapFocal=3.906 [Epoch 12][Batch 279], Speed: 99.460 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.246, HeatmapFocal=3.903 [Epoch 12][Batch 289], Speed: 99.581 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=3.900 [Epoch 12][Batch 299], Speed: 101.856 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=3.897 [Epoch 12][Batch 309], Speed: 97.265 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.894 [Epoch 12][Batch 319], Speed: 100.270 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.246, HeatmapFocal=3.891 [Epoch 12][Batch 329], Speed: 96.414 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.888 [Epoch 12][Batch 339], Speed: 99.741 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.885 [Epoch 12][Batch 349], Speed: 102.631 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.882 [Epoch 12][Batch 359], Speed: 102.634 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.879 [Epoch 12][Batch 369], Speed: 98.129 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.876 [Epoch 12][Batch 379], Speed: 100.831 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.873 [Epoch 12][Batch 389], Speed: 99.193 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.871 [Epoch 12][Batch 399], Speed: 98.398 samples/sec, LR=0.000125, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=3.868 [Epoch 12][Batch 409], Speed: 100.184 samples/sec, LR=0.000125, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=3.865 [Epoch 12][Batch 419], Speed: 98.506 samples/sec, LR=0.000125, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=3.862 [Epoch 12][Batch 429], Speed: 99.856 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.245, HeatmapFocal=3.859 [Epoch 12][Batch 439], Speed: 101.129 samples/sec, LR=0.000125, WHL1=0.548, CenterRegL1=0.245, HeatmapFocal=3.856 [Epoch 12][Batch 449], Speed: 98.592 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.853 [Epoch 12][Batch 459], Speed: 101.723 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.850 [Epoch 12][Batch 469], Speed: 104.768 samples/sec, LR=0.000125, WHL1=0.547, CenterRegL1=0.245, HeatmapFocal=3.847 [Epoch 12][Batch 479], Speed: 106.178 samples/sec, LR=0.000125, WHL1=0.546, CenterRegL1=0.245, HeatmapFocal=3.844 [Epoch 12][Batch 489], Speed: 106.149 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=3.841 [Epoch 12][Batch 499], Speed: 103.095 samples/sec, LR=0.000125, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=3.838 [Epoch 12][Batch 509], Speed: 105.463 samples/sec, LR=0.000125, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.836 [Epoch 12] Training cost: 176.411, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=3.833 [Epoch 13][Batch 9], Speed: 101.970 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.247, HeatmapFocal=3.830 [Epoch 13][Batch 19], Speed: 41.331 samples/sec, LR=0.000125, WHL1=0.509, CenterRegL1=0.248, HeatmapFocal=3.828 [Epoch 13][Batch 29], Speed: 44.597 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.246, HeatmapFocal=3.825 [Epoch 13][Batch 39], Speed: 92.508 samples/sec, LR=0.000125, WHL1=0.523, CenterRegL1=0.245, HeatmapFocal=3.822 [Epoch 13][Batch 49], Speed: 99.654 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.245, HeatmapFocal=3.819 [Epoch 13][Batch 59], Speed: 101.364 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.816 [Epoch 13][Batch 69], Speed: 99.251 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.244, HeatmapFocal=3.813 [Epoch 13][Batch 79], Speed: 98.624 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.243, HeatmapFocal=3.810 [Epoch 13][Batch 89], Speed: 95.952 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.808 [Epoch 13][Batch 99], Speed: 97.259 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.805 [Epoch 13][Batch 109], Speed: 101.195 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.802 [Epoch 13][Batch 119], Speed: 100.609 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.244, HeatmapFocal=3.799 [Epoch 13][Batch 129], Speed: 94.321 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=3.796 [Epoch 13][Batch 139], Speed: 97.127 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.793 [Epoch 13][Batch 149], Speed: 99.484 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.790 [Epoch 13][Batch 159], Speed: 99.842 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.787 [Epoch 13][Batch 169], Speed: 98.625 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=3.785 [Epoch 13][Batch 179], Speed: 99.698 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.243, HeatmapFocal=3.782 [Epoch 13][Batch 189], Speed: 98.194 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.243, HeatmapFocal=3.779 [Epoch 13][Batch 199], Speed: 99.688 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.243, HeatmapFocal=3.776 [Epoch 13][Batch 209], Speed: 97.644 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=3.773 [Epoch 13][Batch 219], Speed: 102.113 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.243, HeatmapFocal=3.771 [Epoch 13][Batch 229], Speed: 96.172 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.243, HeatmapFocal=3.768 [Epoch 13][Batch 239], Speed: 99.887 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.243, HeatmapFocal=3.765 [Epoch 13][Batch 249], Speed: 101.720 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.762 [Epoch 13][Batch 259], Speed: 97.831 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.759 [Epoch 13][Batch 269], Speed: 99.772 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=3.757 [Epoch 13][Batch 279], Speed: 104.408 samples/sec, LR=0.000125, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=3.754 [Epoch 13][Batch 289], Speed: 105.062 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.244, HeatmapFocal=3.751 [Epoch 13][Batch 299], Speed: 103.056 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.244, HeatmapFocal=3.749 [Epoch 13][Batch 309], Speed: 103.322 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.746 [Epoch 13][Batch 319], Speed: 103.057 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.743 [Epoch 13][Batch 329], Speed: 104.581 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.741 [Epoch 13][Batch 339], Speed: 100.800 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.738 [Epoch 13][Batch 349], Speed: 53.073 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.736 [Epoch 13][Batch 359], Speed: 94.639 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.733 [Epoch 13][Batch 369], Speed: 100.571 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.730 [Epoch 13][Batch 379], Speed: 100.169 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.728 [Epoch 13][Batch 389], Speed: 96.670 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.725 [Epoch 13][Batch 399], Speed: 97.732 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.723 [Epoch 13][Batch 409], Speed: 98.074 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.720 [Epoch 13][Batch 419], Speed: 96.359 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.718 [Epoch 13][Batch 429], Speed: 101.134 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.715 [Epoch 13][Batch 439], Speed: 98.079 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.713 [Epoch 13][Batch 449], Speed: 97.809 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.710 [Epoch 13][Batch 459], Speed: 101.435 samples/sec, LR=0.000125, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=3.708 [Epoch 13][Batch 469], Speed: 104.513 samples/sec, LR=0.000125, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.705 [Epoch 13][Batch 479], Speed: 103.933 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.703 [Epoch 13][Batch 489], Speed: 103.080 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.700 [Epoch 13][Batch 499], Speed: 101.419 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.698 [Epoch 13][Batch 509], Speed: 102.701 samples/sec, LR=0.000125, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=3.695 [Epoch 13] Training cost: 179.392, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=3.693 [Epoch 14][Batch 9], Speed: 99.091 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.243, HeatmapFocal=3.690 [Epoch 14][Batch 19], Speed: 101.975 samples/sec, LR=0.000125, WHL1=0.472, CenterRegL1=0.245, HeatmapFocal=3.687 [Epoch 14][Batch 29], Speed: 96.521 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.245, HeatmapFocal=3.685 [Epoch 14][Batch 39], Speed: 100.311 samples/sec, LR=0.000125, WHL1=0.470, CenterRegL1=0.244, HeatmapFocal=3.682 [Epoch 14][Batch 49], Speed: 98.413 samples/sec, LR=0.000125, WHL1=0.476, CenterRegL1=0.243, HeatmapFocal=3.680 [Epoch 14][Batch 59], Speed: 101.257 samples/sec, LR=0.000125, WHL1=0.478, CenterRegL1=0.243, HeatmapFocal=3.677 [Epoch 14][Batch 69], Speed: 100.667 samples/sec, LR=0.000125, WHL1=0.480, CenterRegL1=0.243, HeatmapFocal=3.674 [Epoch 14][Batch 79], Speed: 105.778 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.672 [Epoch 14][Batch 89], Speed: 104.312 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.669 [Epoch 14][Batch 99], Speed: 104.138 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.244, HeatmapFocal=3.667 [Epoch 14][Batch 109], Speed: 100.827 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.244, HeatmapFocal=3.664 [Epoch 14][Batch 119], Speed: 103.167 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.244, HeatmapFocal=3.662 [Epoch 14][Batch 129], Speed: 98.593 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.659 [Epoch 14][Batch 139], Speed: 100.206 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.657 [Epoch 14][Batch 149], Speed: 51.961 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.654 [Epoch 14][Batch 159], Speed: 74.991 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.244, HeatmapFocal=3.652 [Epoch 14][Batch 169], Speed: 99.531 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.244, HeatmapFocal=3.649 [Epoch 14][Batch 179], Speed: 98.322 samples/sec, LR=0.000125, WHL1=0.491, CenterRegL1=0.243, HeatmapFocal=3.647 [Epoch 14][Batch 189], Speed: 100.195 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.243, HeatmapFocal=3.644 [Epoch 14][Batch 199], Speed: 100.172 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.642 [Epoch 14][Batch 209], Speed: 100.996 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.243, HeatmapFocal=3.640 [Epoch 14][Batch 219], Speed: 98.358 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.243, HeatmapFocal=3.637 [Epoch 14][Batch 229], Speed: 98.967 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.243, HeatmapFocal=3.635 [Epoch 14][Batch 239], Speed: 98.232 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.243, HeatmapFocal=3.632 [Epoch 14][Batch 249], Speed: 98.920 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.243, HeatmapFocal=3.630 [Epoch 14][Batch 259], Speed: 98.633 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.628 [Epoch 14][Batch 269], Speed: 101.039 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.625 [Epoch 14][Batch 279], Speed: 99.822 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.623 [Epoch 14][Batch 289], Speed: 98.463 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.620 [Epoch 14][Batch 299], Speed: 99.705 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.618 [Epoch 14][Batch 309], Speed: 101.368 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.615 [Epoch 14][Batch 319], Speed: 98.599 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.613 [Epoch 14][Batch 329], Speed: 97.971 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.611 [Epoch 14][Batch 339], Speed: 98.540 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.608 [Epoch 14][Batch 349], Speed: 98.280 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.244, HeatmapFocal=3.606 [Epoch 14][Batch 359], Speed: 99.979 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.244, HeatmapFocal=3.603 [Epoch 14][Batch 369], Speed: 99.021 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.601 [Epoch 14][Batch 379], Speed: 98.342 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.599 [Epoch 14][Batch 389], Speed: 99.351 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.244, HeatmapFocal=3.596 [Epoch 14][Batch 399], Speed: 104.799 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.594 [Epoch 14][Batch 409], Speed: 104.176 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.592 [Epoch 14][Batch 419], Speed: 100.604 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.590 [Epoch 14][Batch 429], Speed: 103.915 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.587 [Epoch 14][Batch 439], Speed: 105.173 samples/sec, LR=0.000125, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=3.585 [Epoch 14][Batch 449], Speed: 104.156 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.243, HeatmapFocal=3.583 [Epoch 14][Batch 459], Speed: 103.807 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.580 [Epoch 14][Batch 469], Speed: 58.318 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.578 [Epoch 14][Batch 479], Speed: 50.781 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.576 [Epoch 14][Batch 489], Speed: 97.791 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.243, HeatmapFocal=3.574 [Epoch 14][Batch 499], Speed: 103.558 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.243, HeatmapFocal=3.571 [Epoch 14][Batch 509], Speed: 103.441 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.244, HeatmapFocal=3.569 [Epoch 14] Training cost: 177.599, WHL1=0.495, CenterRegL1=0.243, HeatmapFocal=3.567 [Epoch 15][Batch 9], Speed: 96.233 samples/sec, LR=0.000125, WHL1=0.506, CenterRegL1=0.241, HeatmapFocal=3.565 [Epoch 15][Batch 19], Speed: 97.137 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.240, HeatmapFocal=3.563 [Epoch 15][Batch 29], Speed: 99.675 samples/sec, LR=0.000125, WHL1=0.519, CenterRegL1=0.240, HeatmapFocal=3.561 [Epoch 15][Batch 39], Speed: 102.051 samples/sec, LR=0.000125, WHL1=0.513, CenterRegL1=0.243, HeatmapFocal=3.558 [Epoch 15][Batch 49], Speed: 99.025 samples/sec, LR=0.000125, WHL1=0.514, CenterRegL1=0.242, HeatmapFocal=3.556 [Epoch 15][Batch 59], Speed: 99.185 samples/sec, LR=0.000125, WHL1=0.510, CenterRegL1=0.243, HeatmapFocal=3.554 [Epoch 15][Batch 69], Speed: 97.164 samples/sec, LR=0.000125, WHL1=0.504, CenterRegL1=0.244, HeatmapFocal=3.551 [Epoch 15][Batch 79], Speed: 99.829 samples/sec, LR=0.000125, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=3.549 [Epoch 15][Batch 89], Speed: 99.854 samples/sec, LR=0.000125, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.547 [Epoch 15][Batch 99], Speed: 99.832 samples/sec, LR=0.000125, WHL1=0.497, CenterRegL1=0.242, HeatmapFocal=3.545 [Epoch 15][Batch 109], Speed: 100.766 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.242, HeatmapFocal=3.543 [Epoch 15][Batch 119], Speed: 99.857 samples/sec, LR=0.000125, WHL1=0.495, CenterRegL1=0.242, HeatmapFocal=3.540 [Epoch 15][Batch 129], Speed: 99.312 samples/sec, LR=0.000125, WHL1=0.492, CenterRegL1=0.243, HeatmapFocal=3.538 [Epoch 15][Batch 139], Speed: 99.314 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.242, HeatmapFocal=3.536 [Epoch 15][Batch 149], Speed: 100.590 samples/sec, LR=0.000125, WHL1=0.494, CenterRegL1=0.243, HeatmapFocal=3.534 [Epoch 15][Batch 159], Speed: 99.701 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.531 [Epoch 15][Batch 169], Speed: 98.396 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.529 [Epoch 15][Batch 179], Speed: 98.819 samples/sec, LR=0.000125, WHL1=0.490, CenterRegL1=0.243, HeatmapFocal=3.527 [Epoch 15][Batch 189], Speed: 99.607 samples/sec, LR=0.000125, WHL1=0.489, CenterRegL1=0.243, HeatmapFocal=3.525 [Epoch 15][Batch 199], Speed: 104.864 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.243, HeatmapFocal=3.522 [Epoch 15][Batch 209], Speed: 104.043 samples/sec, LR=0.000125, WHL1=0.488, CenterRegL1=0.243, HeatmapFocal=3.520 [Epoch 15][Batch 219], Speed: 103.620 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.518 [Epoch 15][Batch 229], Speed: 104.421 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.516 [Epoch 15][Batch 239], Speed: 102.239 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.513 [Epoch 15][Batch 249], Speed: 101.652 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.511 [Epoch 15][Batch 259], Speed: 104.274 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.509 [Epoch 15][Batch 269], Speed: 50.069 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.507 [Epoch 15][Batch 279], Speed: 96.028 samples/sec, LR=0.000125, WHL1=0.485, CenterRegL1=0.243, HeatmapFocal=3.505 [Epoch 15][Batch 289], Speed: 104.077 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.503 [Epoch 15][Batch 299], Speed: 104.822 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.501 [Epoch 15][Batch 309], Speed: 104.373 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.498 [Epoch 15][Batch 319], Speed: 103.578 samples/sec, LR=0.000125, WHL1=0.487, CenterRegL1=0.243, HeatmapFocal=3.496 [Epoch 15][Batch 329], Speed: 104.409 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.494 [Epoch 15][Batch 339], Speed: 51.117 samples/sec, LR=0.000125, WHL1=0.486, CenterRegL1=0.243, HeatmapFocal=3.492 [Epoch 15][Batch 349], Speed: 53.242 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.490 [Epoch 15][Batch 359], Speed: 94.713 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.488 [Epoch 15][Batch 369], Speed: 98.111 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.486 [Epoch 15][Batch 379], Speed: 98.938 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.484 [Epoch 15][Batch 389], Speed: 99.502 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.482 [Epoch 15][Batch 399], Speed: 98.825 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.480 [Epoch 15][Batch 409], Speed: 98.964 samples/sec, LR=0.000125, WHL1=0.484, CenterRegL1=0.243, HeatmapFocal=3.477 [Epoch 15][Batch 419], Speed: 100.028 samples/sec, LR=0.000125, WHL1=0.483, CenterRegL1=0.243, HeatmapFocal=3.475 [Epoch 15][Batch 429], Speed: 95.575 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.243, HeatmapFocal=3.473 [Epoch 15][Batch 439], Speed: 100.021 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.243, HeatmapFocal=3.471 [Epoch 15][Batch 449], Speed: 100.437 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.243, HeatmapFocal=3.469 [Epoch 15][Batch 459], Speed: 102.748 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.243, HeatmapFocal=3.467 [Epoch 15][Batch 469], Speed: 104.024 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.465 [Epoch 15][Batch 479], Speed: 100.801 samples/sec, LR=0.000125, WHL1=0.482, CenterRegL1=0.244, HeatmapFocal=3.463 [Epoch 15][Batch 489], Speed: 103.933 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.244, HeatmapFocal=3.461 [Epoch 15][Batch 499], Speed: 103.393 samples/sec, LR=0.000125, WHL1=0.481, CenterRegL1=0.244, HeatmapFocal=3.458 [Epoch 15][Batch 509], Speed: 102.334 samples/sec, LR=0.000125, WHL1=0.480, CenterRegL1=0.243, HeatmapFocal=3.456 [Epoch 15] Training cost: 177.068, WHL1=0.479, CenterRegL1=0.244, HeatmapFocal=3.455 [Epoch 15] Validation: aeroplane=0.5328937692739888 bicycle=0.5520578107395574 bird=0.5667971236696312 boat=0.37348977532908734 bottle=0.37424109451451026 bus=0.41455102661692916 car=0.6774672943758987 cat=0.4865813072411191 chair=0.4779715365409621 cow=0.6434067524729418 diningtable=0.2033584866066634 dog=0.4920199391540478 horse=0.5421413191232032 motorbike=0.43078501713863165 person=0.7144975806091879 pottedplant=0.3416857122734656 sheep=0.6388771941431581 sofa=0.43707047675456856 train=0.44747924928084654 tvmonitor=0.66066055698787 mAP=0.5004016511423133 [Epoch 16][Batch 9], Speed: 104.065 samples/sec, LR=0.000125, WHL1=0.493, CenterRegL1=0.242, HeatmapFocal=3.453 [Epoch 16][Batch 19], Speed: 101.147 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.244, HeatmapFocal=3.451 [Epoch 16][Batch 29], Speed: 88.495 samples/sec, LR=0.000125, WHL1=0.475, CenterRegL1=0.245, HeatmapFocal=3.448 [Epoch 16][Batch 39], Speed: 55.592 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.245, HeatmapFocal=3.446 [Epoch 16][Batch 49], Speed: 92.626 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.244, HeatmapFocal=3.444 [Epoch 16][Batch 59], Speed: 100.110 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.243, HeatmapFocal=3.442 [Epoch 16][Batch 69], Speed: 97.019 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.440 [Epoch 16][Batch 79], Speed: 98.740 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.438 [Epoch 16][Batch 89], Speed: 98.239 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.436 [Epoch 16][Batch 99], Speed: 99.333 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.434 [Epoch 16][Batch 109], Speed: 98.882 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.432 [Epoch 16][Batch 119], Speed: 100.456 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.429 [Epoch 16][Batch 129], Speed: 93.757 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.242, HeatmapFocal=3.427 [Epoch 16][Batch 139], Speed: 98.295 samples/sec, LR=0.000125, WHL1=0.457, CenterRegL1=0.243, HeatmapFocal=3.425 [Epoch 16][Batch 149], Speed: 98.816 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.423 [Epoch 16][Batch 159], Speed: 98.402 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.242, HeatmapFocal=3.421 [Epoch 16][Batch 169], Speed: 96.135 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.419 [Epoch 16][Batch 179], Speed: 101.098 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.417 [Epoch 16][Batch 189], Speed: 97.998 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.415 [Epoch 16][Batch 199], Speed: 100.488 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.242, HeatmapFocal=3.413 [Epoch 16][Batch 209], Speed: 100.310 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.411 [Epoch 16][Batch 219], Speed: 97.860 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.242, HeatmapFocal=3.409 [Epoch 16][Batch 229], Speed: 96.737 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.407 [Epoch 16][Batch 239], Speed: 99.265 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.405 [Epoch 16][Batch 249], Speed: 97.524 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.403 [Epoch 16][Batch 259], Speed: 100.571 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.243, HeatmapFocal=3.401 [Epoch 16][Batch 269], Speed: 101.395 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.243, HeatmapFocal=3.399 [Epoch 16][Batch 279], Speed: 98.831 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.397 [Epoch 16][Batch 289], Speed: 105.303 samples/sec, LR=0.000125, WHL1=0.464, CenterRegL1=0.243, HeatmapFocal=3.395 [Epoch 16][Batch 299], Speed: 105.068 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.243, HeatmapFocal=3.393 [Epoch 16][Batch 309], Speed: 104.316 samples/sec, LR=0.000125, WHL1=0.463, CenterRegL1=0.243, HeatmapFocal=3.391 [Epoch 16][Batch 319], Speed: 105.231 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.389 [Epoch 16][Batch 329], Speed: 105.142 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.387 [Epoch 16][Batch 339], Speed: 104.805 samples/sec, LR=0.000125, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.385 [Epoch 16][Batch 349], Speed: 102.696 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.383 [Epoch 16][Batch 359], Speed: 46.349 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.381 [Epoch 16][Batch 369], Speed: 80.080 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.379 [Epoch 16][Batch 379], Speed: 96.741 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.378 [Epoch 16][Batch 389], Speed: 97.872 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.376 [Epoch 16][Batch 399], Speed: 99.419 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.374 [Epoch 16][Batch 409], Speed: 98.377 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.372 [Epoch 16][Batch 419], Speed: 96.849 samples/sec, LR=0.000125, WHL1=0.461, CenterRegL1=0.243, HeatmapFocal=3.370 [Epoch 16][Batch 429], Speed: 97.723 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.368 [Epoch 16][Batch 439], Speed: 99.397 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.366 [Epoch 16][Batch 449], Speed: 97.228 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.365 [Epoch 16][Batch 459], Speed: 101.208 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.363 [Epoch 16][Batch 469], Speed: 104.396 samples/sec, LR=0.000125, WHL1=0.460, CenterRegL1=0.243, HeatmapFocal=3.361 [Epoch 16][Batch 479], Speed: 101.699 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.359 [Epoch 16][Batch 489], Speed: 103.318 samples/sec, LR=0.000125, WHL1=0.459, CenterRegL1=0.243, HeatmapFocal=3.357 [Epoch 16][Batch 499], Speed: 102.179 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.355 [Epoch 16][Batch 509], Speed: 100.917 samples/sec, LR=0.000125, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.353 [Epoch 16] Training cost: 178.878, WHL1=0.458, CenterRegL1=0.243, HeatmapFocal=3.352 [Epoch 17][Batch 9], Speed: 96.138 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.350 [Epoch 17][Batch 19], Speed: 98.978 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.241, HeatmapFocal=3.348 [Epoch 17][Batch 29], Speed: 100.923 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.346 [Epoch 17][Batch 39], Speed: 100.166 samples/sec, LR=0.000125, WHL1=0.435, CenterRegL1=0.243, HeatmapFocal=3.344 [Epoch 17][Batch 49], Speed: 98.337 samples/sec, LR=0.000125, WHL1=0.440, CenterRegL1=0.243, HeatmapFocal=3.342 [Epoch 17][Batch 59], Speed: 99.925 samples/sec, LR=0.000125, WHL1=0.438, CenterRegL1=0.242, HeatmapFocal=3.340 [Epoch 17][Batch 69], Speed: 101.490 samples/sec, LR=0.000125, WHL1=0.442, CenterRegL1=0.242, HeatmapFocal=3.338 [Epoch 17][Batch 79], Speed: 97.163 samples/sec, LR=0.000125, WHL1=0.443, CenterRegL1=0.242, HeatmapFocal=3.336 [Epoch 17][Batch 89], Speed: 104.334 samples/sec, LR=0.000125, WHL1=0.445, CenterRegL1=0.242, HeatmapFocal=3.335 [Epoch 17][Batch 99], Speed: 105.125 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.242, HeatmapFocal=3.333 [Epoch 17][Batch 109], Speed: 102.715 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.242, HeatmapFocal=3.331 [Epoch 17][Batch 119], Speed: 105.000 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.329 [Epoch 17][Batch 129], Speed: 105.710 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.327 [Epoch 17][Batch 139], Speed: 104.354 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.325 [Epoch 17][Batch 149], Speed: 101.374 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.324 [Epoch 17][Batch 159], Speed: 59.648 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.244, HeatmapFocal=3.322 [Epoch 17][Batch 169], Speed: 50.798 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.320 [Epoch 17][Batch 179], Speed: 96.846 samples/sec, LR=0.000125, WHL1=0.453, CenterRegL1=0.244, HeatmapFocal=3.318 [Epoch 17][Batch 189], Speed: 100.432 samples/sec, LR=0.000125, WHL1=0.451, CenterRegL1=0.243, HeatmapFocal=3.316 [Epoch 17][Batch 199], Speed: 99.127 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.244, HeatmapFocal=3.314 [Epoch 17][Batch 209], Speed: 95.719 samples/sec, LR=0.000125, WHL1=0.452, CenterRegL1=0.243, HeatmapFocal=3.312 [Epoch 17][Batch 219], Speed: 100.886 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.311 [Epoch 17][Batch 229], Speed: 98.657 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.309 [Epoch 17][Batch 239], Speed: 96.017 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.307 [Epoch 17][Batch 249], Speed: 99.753 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.305 [Epoch 17][Batch 259], Speed: 99.324 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.304 [Epoch 17][Batch 269], Speed: 100.224 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.302 [Epoch 17][Batch 279], Speed: 101.048 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.300 [Epoch 17][Batch 289], Speed: 100.747 samples/sec, LR=0.000125, WHL1=0.450, CenterRegL1=0.243, HeatmapFocal=3.298 [Epoch 17][Batch 299], Speed: 94.002 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.296 [Epoch 17][Batch 309], Speed: 99.745 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.294 [Epoch 17][Batch 319], Speed: 100.037 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.293 [Epoch 17][Batch 329], Speed: 100.718 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.291 [Epoch 17][Batch 339], Speed: 99.133 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.289 [Epoch 17][Batch 349], Speed: 96.133 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.287 [Epoch 17][Batch 359], Speed: 98.249 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.286 [Epoch 17][Batch 369], Speed: 97.102 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.284 [Epoch 17][Batch 379], Speed: 99.395 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.282 [Epoch 17][Batch 389], Speed: 100.943 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.280 [Epoch 17][Batch 399], Speed: 100.245 samples/sec, LR=0.000125, WHL1=0.449, CenterRegL1=0.243, HeatmapFocal=3.278 [Epoch 17][Batch 409], Speed: 101.646 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.277 [Epoch 17][Batch 419], Speed: 102.918 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.275 [Epoch 17][Batch 429], Speed: 104.397 samples/sec, LR=0.000125, WHL1=0.448, CenterRegL1=0.243, HeatmapFocal=3.273 [Epoch 17][Batch 439], Speed: 102.046 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.271 [Epoch 17][Batch 449], Speed: 103.887 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.270 [Epoch 17][Batch 459], Speed: 105.809 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.268 [Epoch 17][Batch 469], Speed: 106.346 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.266 [Epoch 17][Batch 479], Speed: 52.255 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=3.264 [Epoch 17][Batch 489], Speed: 60.220 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.263 [Epoch 17][Batch 499], Speed: 96.455 samples/sec, LR=0.000125, WHL1=0.446, CenterRegL1=0.243, HeatmapFocal=3.261 [Epoch 17][Batch 509], Speed: 102.283 samples/sec, LR=0.000125, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.259 [Epoch 17] Training cost: 177.973, WHL1=0.447, CenterRegL1=0.243, HeatmapFocal=3.258 [Epoch 18][Batch 9], Speed: 97.534 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.245, HeatmapFocal=3.256 [Epoch 18][Batch 19], Speed: 97.380 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=3.254 [Epoch 18][Batch 29], Speed: 98.915 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.242, HeatmapFocal=3.252 [Epoch 18][Batch 39], Speed: 101.254 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.251 [Epoch 18][Batch 49], Speed: 101.099 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.244, HeatmapFocal=3.249 [Epoch 18][Batch 59], Speed: 101.085 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.247 [Epoch 18][Batch 69], Speed: 100.065 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.245 [Epoch 18][Batch 79], Speed: 99.880 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.244 [Epoch 18][Batch 89], Speed: 100.997 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.242 [Epoch 18][Batch 99], Speed: 98.330 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.240 [Epoch 18][Batch 109], Speed: 100.987 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.238 [Epoch 18][Batch 119], Speed: 97.582 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.243, HeatmapFocal=3.237 [Epoch 18][Batch 129], Speed: 99.248 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=3.235 [Epoch 18][Batch 139], Speed: 100.250 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.233 [Epoch 18][Batch 149], Speed: 98.587 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.243, HeatmapFocal=3.231 [Epoch 18][Batch 159], Speed: 96.958 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.230 [Epoch 18][Batch 169], Speed: 98.218 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.228 [Epoch 18][Batch 179], Speed: 99.981 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.226 [Epoch 18][Batch 189], Speed: 100.010 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.224 [Epoch 18][Batch 199], Speed: 99.606 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.242, HeatmapFocal=3.223 [Epoch 18][Batch 209], Speed: 99.667 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.242, HeatmapFocal=3.221 [Epoch 18][Batch 219], Speed: 105.308 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.242, HeatmapFocal=3.219 [Epoch 18][Batch 229], Speed: 103.560 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.218 [Epoch 18][Batch 239], Speed: 101.190 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.242, HeatmapFocal=3.216 [Epoch 18][Batch 249], Speed: 103.847 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.214 [Epoch 18][Batch 259], Speed: 101.273 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.242, HeatmapFocal=3.213 [Epoch 18][Batch 269], Speed: 101.041 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.242, HeatmapFocal=3.211 [Epoch 18][Batch 279], Speed: 51.198 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.210 [Epoch 18][Batch 289], Speed: 92.991 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.208 [Epoch 18][Batch 299], Speed: 102.177 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.206 [Epoch 18][Batch 309], Speed: 104.494 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.242, HeatmapFocal=3.205 [Epoch 18][Batch 319], Speed: 100.586 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.242, HeatmapFocal=3.203 [Epoch 18][Batch 329], Speed: 103.497 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.202 [Epoch 18][Batch 339], Speed: 104.601 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.200 [Epoch 18][Batch 349], Speed: 48.988 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.198 [Epoch 18][Batch 359], Speed: 54.821 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.197 [Epoch 18][Batch 369], Speed: 91.419 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.195 [Epoch 18][Batch 379], Speed: 99.183 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.241, HeatmapFocal=3.194 [Epoch 18][Batch 389], Speed: 97.948 samples/sec, LR=0.000125, WHL1=0.430, CenterRegL1=0.241, HeatmapFocal=3.192 [Epoch 18][Batch 399], Speed: 86.569 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.191 [Epoch 18][Batch 409], Speed: 100.138 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.242, HeatmapFocal=3.189 [Epoch 18][Batch 419], Speed: 102.017 samples/sec, LR=0.000125, WHL1=0.431, CenterRegL1=0.241, HeatmapFocal=3.187 [Epoch 18][Batch 429], Speed: 99.030 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.186 [Epoch 18][Batch 439], Speed: 98.426 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.184 [Epoch 18][Batch 449], Speed: 99.471 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.183 [Epoch 18][Batch 459], Speed: 102.795 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.181 [Epoch 18][Batch 469], Speed: 102.673 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.180 [Epoch 18][Batch 479], Speed: 101.542 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.178 [Epoch 18][Batch 489], Speed: 103.697 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.177 [Epoch 18][Batch 499], Speed: 101.793 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.175 [Epoch 18][Batch 509], Speed: 102.801 samples/sec, LR=0.000125, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.174 [Epoch 18] Training cost: 177.435, WHL1=0.432, CenterRegL1=0.241, HeatmapFocal=3.172 [Epoch 19][Batch 9], Speed: 95.156 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.245, HeatmapFocal=3.171 [Epoch 19][Batch 19], Speed: 97.142 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.243, HeatmapFocal=3.169 [Epoch 19][Batch 29], Speed: 99.893 samples/sec, LR=0.000125, WHL1=0.411, CenterRegL1=0.244, HeatmapFocal=3.167 [Epoch 19][Batch 39], Speed: 101.407 samples/sec, LR=0.000125, WHL1=0.416, CenterRegL1=0.242, HeatmapFocal=3.166 [Epoch 19][Batch 49], Speed: 100.601 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.243, HeatmapFocal=3.164 [Epoch 19][Batch 59], Speed: 97.217 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.244, HeatmapFocal=3.163 [Epoch 19][Batch 69], Speed: 99.895 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.244, HeatmapFocal=3.161 [Epoch 19][Batch 79], Speed: 103.415 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.243, HeatmapFocal=3.159 [Epoch 19][Batch 89], Speed: 103.827 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.244, HeatmapFocal=3.158 [Epoch 19][Batch 99], Speed: 102.434 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.156 [Epoch 19][Batch 109], Speed: 103.685 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.243, HeatmapFocal=3.154 [Epoch 19][Batch 119], Speed: 103.802 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.244, HeatmapFocal=3.153 [Epoch 19][Batch 129], Speed: 104.032 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.244, HeatmapFocal=3.151 [Epoch 19][Batch 139], Speed: 104.002 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.244, HeatmapFocal=3.150 [Epoch 19][Batch 149], Speed: 50.904 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.244, HeatmapFocal=3.148 [Epoch 19][Batch 159], Speed: 52.204 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.244, HeatmapFocal=3.147 [Epoch 19][Batch 169], Speed: 96.996 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.244, HeatmapFocal=3.145 [Epoch 19][Batch 179], Speed: 97.388 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.244, HeatmapFocal=3.144 [Epoch 19][Batch 189], Speed: 99.039 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.244, HeatmapFocal=3.142 [Epoch 19][Batch 199], Speed: 98.399 samples/sec, LR=0.000125, WHL1=0.426, CenterRegL1=0.244, HeatmapFocal=3.140 [Epoch 19][Batch 209], Speed: 97.970 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.243, HeatmapFocal=3.139 [Epoch 19][Batch 219], Speed: 99.649 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.243, HeatmapFocal=3.137 [Epoch 19][Batch 229], Speed: 101.821 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.243, HeatmapFocal=3.136 [Epoch 19][Batch 239], Speed: 100.016 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.134 [Epoch 19][Batch 249], Speed: 97.706 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.243, HeatmapFocal=3.133 [Epoch 19][Batch 259], Speed: 95.767 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.243, HeatmapFocal=3.131 [Epoch 19][Batch 269], Speed: 99.264 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.130 [Epoch 19][Batch 279], Speed: 102.571 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.128 [Epoch 19][Batch 289], Speed: 100.380 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.127 [Epoch 19][Batch 299], Speed: 98.425 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.125 [Epoch 19][Batch 309], Speed: 96.610 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.124 [Epoch 19][Batch 319], Speed: 99.984 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.122 [Epoch 19][Batch 329], Speed: 101.554 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.121 [Epoch 19][Batch 339], Speed: 99.061 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.119 [Epoch 19][Batch 349], Speed: 100.554 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.118 [Epoch 19][Batch 359], Speed: 101.862 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.242, HeatmapFocal=3.116 [Epoch 19][Batch 369], Speed: 100.062 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.115 [Epoch 19][Batch 379], Speed: 99.550 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.242, HeatmapFocal=3.113 [Epoch 19][Batch 389], Speed: 97.245 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.112 [Epoch 19][Batch 399], Speed: 101.427 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.110 [Epoch 19][Batch 409], Speed: 104.540 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.109 [Epoch 19][Batch 419], Speed: 104.101 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.107 [Epoch 19][Batch 429], Speed: 104.478 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.106 [Epoch 19][Batch 439], Speed: 103.053 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.105 [Epoch 19][Batch 449], Speed: 102.387 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.103 [Epoch 19][Batch 459], Speed: 106.477 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.102 [Epoch 19][Batch 469], Speed: 105.349 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.100 [Epoch 19][Batch 479], Speed: 61.937 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.242, HeatmapFocal=3.099 [Epoch 19][Batch 489], Speed: 90.197 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.242, HeatmapFocal=3.097 [Epoch 19][Batch 499], Speed: 102.545 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.096 [Epoch 19][Batch 509], Speed: 101.804 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.094 [Epoch 19] Training cost: 177.788, WHL1=0.424, CenterRegL1=0.242, HeatmapFocal=3.093 [Epoch 20][Batch 9], Speed: 97.808 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.242, HeatmapFocal=3.092 [Epoch 20][Batch 19], Speed: 99.086 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.244, HeatmapFocal=3.090 [Epoch 20][Batch 29], Speed: 99.153 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.243, HeatmapFocal=3.089 [Epoch 20][Batch 39], Speed: 98.383 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.240, HeatmapFocal=3.087 [Epoch 20][Batch 49], Speed: 103.117 samples/sec, LR=0.000125, WHL1=0.425, CenterRegL1=0.239, HeatmapFocal=3.086 [Epoch 20][Batch 59], Speed: 102.080 samples/sec, LR=0.000125, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.085 [Epoch 20][Batch 69], Speed: 94.300 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.083 [Epoch 20][Batch 79], Speed: 95.542 samples/sec, LR=0.000125, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.082 [Epoch 20][Batch 89], Speed: 98.697 samples/sec, LR=0.000125, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.080 [Epoch 20][Batch 99], Speed: 100.840 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.079 [Epoch 20][Batch 109], Speed: 97.580 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.077 [Epoch 20][Batch 119], Speed: 99.568 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.076 [Epoch 20][Batch 129], Speed: 97.856 samples/sec, LR=0.000125, WHL1=0.423, CenterRegL1=0.240, HeatmapFocal=3.074 [Epoch 20][Batch 139], Speed: 100.629 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.241, HeatmapFocal=3.073 [Epoch 20][Batch 149], Speed: 98.486 samples/sec, LR=0.000125, WHL1=0.424, CenterRegL1=0.241, HeatmapFocal=3.071 [Epoch 20][Batch 159], Speed: 102.197 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.241, HeatmapFocal=3.070 [Epoch 20][Batch 169], Speed: 97.338 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.241, HeatmapFocal=3.068 [Epoch 20][Batch 179], Speed: 98.818 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.241, HeatmapFocal=3.067 [Epoch 20][Batch 189], Speed: 101.325 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.066 [Epoch 20][Batch 199], Speed: 99.222 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.064 [Epoch 20][Batch 209], Speed: 103.467 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.063 [Epoch 20][Batch 219], Speed: 104.662 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.061 [Epoch 20][Batch 229], Speed: 102.237 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.060 [Epoch 20][Batch 239], Speed: 104.694 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.241, HeatmapFocal=3.058 [Epoch 20][Batch 249], Speed: 104.129 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.241, HeatmapFocal=3.057 [Epoch 20][Batch 259], Speed: 103.116 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.241, HeatmapFocal=3.056 [Epoch 20][Batch 269], Speed: 101.096 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.241, HeatmapFocal=3.054 [Epoch 20][Batch 279], Speed: 46.553 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.053 [Epoch 20][Batch 289], Speed: 42.989 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.051 [Epoch 20][Batch 299], Speed: 95.122 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.050 [Epoch 20][Batch 309], Speed: 99.090 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.240, HeatmapFocal=3.049 [Epoch 20][Batch 319], Speed: 98.601 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.240, HeatmapFocal=3.047 [Epoch 20][Batch 329], Speed: 97.338 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.240, HeatmapFocal=3.046 [Epoch 20][Batch 339], Speed: 99.801 samples/sec, LR=0.000125, WHL1=0.422, CenterRegL1=0.240, HeatmapFocal=3.044 [Epoch 20][Batch 349], Speed: 102.763 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.240, HeatmapFocal=3.043 [Epoch 20][Batch 359], Speed: 99.546 samples/sec, LR=0.000125, WHL1=0.421, CenterRegL1=0.240, HeatmapFocal=3.042 [Epoch 20][Batch 369], Speed: 99.266 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.040 [Epoch 20][Batch 379], Speed: 98.793 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.039 [Epoch 20][Batch 389], Speed: 100.844 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.038 [Epoch 20][Batch 399], Speed: 101.267 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.036 [Epoch 20][Batch 409], Speed: 98.584 samples/sec, LR=0.000125, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.035 [Epoch 20][Batch 419], Speed: 99.444 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.240, HeatmapFocal=3.033 [Epoch 20][Batch 429], Speed: 97.277 samples/sec, LR=0.000125, WHL1=0.419, CenterRegL1=0.240, HeatmapFocal=3.032 [Epoch 20][Batch 439], Speed: 99.729 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.031 [Epoch 20][Batch 449], Speed: 98.183 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.029 [Epoch 20][Batch 459], Speed: 102.728 samples/sec, LR=0.000125, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.028 [Epoch 20][Batch 469], Speed: 103.405 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.027 [Epoch 20][Batch 479], Speed: 103.478 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.026 [Epoch 20][Batch 489], Speed: 104.712 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.024 [Epoch 20][Batch 499], Speed: 101.378 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.023 [Epoch 20][Batch 509], Speed: 102.549 samples/sec, LR=0.000125, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.022 [Epoch 20] Training cost: 174.997, WHL1=0.418, CenterRegL1=0.240, HeatmapFocal=3.021 [Epoch 20] Validation: aeroplane=0.5244263606166177 bicycle=0.5702976544564243 bird=0.5430442375550348 boat=0.4525145418532001 bottle=0.5106977606227306 bus=0.5831419095494529 car=0.6734403861899099 cat=0.4316576292177539 chair=0.5124768913213932 cow=0.6935009079256323 diningtable=0.31123875982828725 dog=0.6413862147548156 horse=0.47208419225506904 motorbike=0.3988105007839544 person=0.663903124367591 pottedplant=0.3872035784190835 sheep=0.6453854619359877 sofa=0.501609861112773 train=0.46398000045525967 tvmonitor=0.6297281393845313 mAP=0.530526405630275 [Epoch 21][Batch 9], Speed: 98.231 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=3.019 [Epoch 21][Batch 19], Speed: 101.837 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.242, HeatmapFocal=3.018 [Epoch 21][Batch 29], Speed: 98.253 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=3.016 [Epoch 21][Batch 39], Speed: 98.126 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.239, HeatmapFocal=3.015 [Epoch 21][Batch 49], Speed: 100.725 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.014 [Epoch 21][Batch 59], Speed: 99.409 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.241, HeatmapFocal=3.012 [Epoch 21][Batch 69], Speed: 100.783 samples/sec, LR=0.000125, WHL1=0.409, CenterRegL1=0.242, HeatmapFocal=3.011 [Epoch 21][Batch 79], Speed: 102.095 samples/sec, LR=0.000125, WHL1=0.415, CenterRegL1=0.242, HeatmapFocal=3.010 [Epoch 21][Batch 89], Speed: 101.185 samples/sec, LR=0.000125, WHL1=0.414, CenterRegL1=0.242, HeatmapFocal=3.008 [Epoch 21][Batch 99], Speed: 97.658 samples/sec, LR=0.000125, WHL1=0.410, CenterRegL1=0.241, HeatmapFocal=3.007 [Epoch 21][Batch 109], Speed: 101.753 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=3.005 [Epoch 21][Batch 119], Speed: 99.119 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.004 [Epoch 21][Batch 129], Speed: 99.818 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.242, HeatmapFocal=3.003 [Epoch 21][Batch 139], Speed: 102.043 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.001 [Epoch 21][Batch 149], Speed: 96.857 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=3.000 [Epoch 21][Batch 159], Speed: 101.089 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.999 [Epoch 21][Batch 169], Speed: 99.996 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.997 [Epoch 21][Batch 179], Speed: 97.462 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.996 [Epoch 21][Batch 189], Speed: 97.553 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.995 [Epoch 21][Batch 199], Speed: 98.470 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.993 [Epoch 21][Batch 209], Speed: 98.225 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.992 [Epoch 21][Batch 219], Speed: 99.358 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.991 [Epoch 21][Batch 229], Speed: 104.359 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.989 [Epoch 21][Batch 239], Speed: 102.670 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.988 [Epoch 21][Batch 249], Speed: 104.819 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.987 [Epoch 21][Batch 259], Speed: 104.407 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.985 [Epoch 21][Batch 269], Speed: 102.664 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.984 [Epoch 21][Batch 279], Speed: 104.113 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.983 [Epoch 21][Batch 289], Speed: 102.149 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.981 [Epoch 21][Batch 299], Speed: 58.160 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.980 [Epoch 21][Batch 309], Speed: 102.015 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.979 [Epoch 21][Batch 319], Speed: 104.281 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=2.977 [Epoch 21][Batch 329], Speed: 103.063 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.976 [Epoch 21][Batch 339], Speed: 101.500 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.975 [Epoch 21][Batch 349], Speed: 103.314 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.973 [Epoch 21][Batch 359], Speed: 51.199 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.972 [Epoch 21][Batch 369], Speed: 60.845 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.241, HeatmapFocal=2.971 [Epoch 21][Batch 379], Speed: 89.486 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.241, HeatmapFocal=2.970 [Epoch 21][Batch 389], Speed: 98.798 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.240, HeatmapFocal=2.968 [Epoch 21][Batch 399], Speed: 98.530 samples/sec, LR=0.000125, WHL1=0.405, CenterRegL1=0.240, HeatmapFocal=2.967 [Epoch 21][Batch 409], Speed: 98.131 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.966 [Epoch 21][Batch 419], Speed: 99.396 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.965 [Epoch 21][Batch 429], Speed: 100.924 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.963 [Epoch 21][Batch 439], Speed: 98.489 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.962 [Epoch 21][Batch 449], Speed: 95.433 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.961 [Epoch 21][Batch 459], Speed: 101.122 samples/sec, LR=0.000125, WHL1=0.408, CenterRegL1=0.241, HeatmapFocal=2.960 [Epoch 21][Batch 469], Speed: 103.646 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.958 [Epoch 21][Batch 479], Speed: 103.218 samples/sec, LR=0.000125, WHL1=0.407, CenterRegL1=0.241, HeatmapFocal=2.957 [Epoch 21][Batch 489], Speed: 102.907 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.956 [Epoch 21][Batch 499], Speed: 102.113 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.955 [Epoch 21][Batch 509], Speed: 104.207 samples/sec, LR=0.000125, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.953 [Epoch 21] Training cost: 176.616, WHL1=0.406, CenterRegL1=0.241, HeatmapFocal=2.952 [Epoch 22][Batch 9], Speed: 101.050 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.246, HeatmapFocal=2.951 [Epoch 22][Batch 19], Speed: 103.179 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.244, HeatmapFocal=2.950 [Epoch 22][Batch 29], Speed: 98.167 samples/sec, LR=0.000125, WHL1=0.401, CenterRegL1=0.245, HeatmapFocal=2.949 [Epoch 22][Batch 39], Speed: 99.281 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.244, HeatmapFocal=2.947 [Epoch 22][Batch 49], Speed: 98.491 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.245, HeatmapFocal=2.946 [Epoch 22][Batch 59], Speed: 100.072 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.244, HeatmapFocal=2.945 [Epoch 22][Batch 69], Speed: 92.866 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.242, HeatmapFocal=2.943 [Epoch 22][Batch 79], Speed: 100.179 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.242, HeatmapFocal=2.942 [Epoch 22][Batch 89], Speed: 102.250 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.242, HeatmapFocal=2.941 [Epoch 22][Batch 99], Speed: 104.672 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.940 [Epoch 22][Batch 109], Speed: 105.090 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.938 [Epoch 22][Batch 119], Speed: 105.328 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.241, HeatmapFocal=2.937 [Epoch 22][Batch 129], Speed: 104.645 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.241, HeatmapFocal=2.936 [Epoch 22][Batch 139], Speed: 103.730 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.241, HeatmapFocal=2.935 [Epoch 22][Batch 149], Speed: 102.971 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.933 [Epoch 22][Batch 159], Speed: 104.039 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.241, HeatmapFocal=2.932 [Epoch 22][Batch 169], Speed: 56.692 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.931 [Epoch 22][Batch 179], Speed: 86.946 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.929 [Epoch 22][Batch 189], Speed: 96.573 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.928 [Epoch 22][Batch 199], Speed: 100.331 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.927 [Epoch 22][Batch 209], Speed: 97.773 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.926 [Epoch 22][Batch 219], Speed: 99.541 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.924 [Epoch 22][Batch 229], Speed: 100.627 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.923 [Epoch 22][Batch 239], Speed: 98.088 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.240, HeatmapFocal=2.922 [Epoch 22][Batch 249], Speed: 99.659 samples/sec, LR=0.000125, WHL1=0.394, CenterRegL1=0.241, HeatmapFocal=2.921 [Epoch 22][Batch 259], Speed: 100.524 samples/sec, LR=0.000125, WHL1=0.395, CenterRegL1=0.241, HeatmapFocal=2.920 [Epoch 22][Batch 269], Speed: 97.500 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.919 [Epoch 22][Batch 279], Speed: 99.196 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.241, HeatmapFocal=2.917 [Epoch 22][Batch 289], Speed: 98.957 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.916 [Epoch 22][Batch 299], Speed: 100.590 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.915 [Epoch 22][Batch 309], Speed: 100.225 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.914 [Epoch 22][Batch 319], Speed: 98.397 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.913 [Epoch 22][Batch 329], Speed: 96.068 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.911 [Epoch 22][Batch 339], Speed: 99.608 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.910 [Epoch 22][Batch 349], Speed: 99.791 samples/sec, LR=0.000125, WHL1=0.396, CenterRegL1=0.240, HeatmapFocal=2.909 [Epoch 22][Batch 359], Speed: 100.606 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.908 [Epoch 22][Batch 369], Speed: 96.543 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.907 [Epoch 22][Batch 379], Speed: 100.777 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.906 [Epoch 22][Batch 389], Speed: 98.479 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.904 [Epoch 22][Batch 399], Speed: 100.815 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.903 [Epoch 22][Batch 409], Speed: 98.205 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.902 [Epoch 22][Batch 419], Speed: 104.159 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.901 [Epoch 22][Batch 429], Speed: 104.140 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.900 [Epoch 22][Batch 439], Speed: 104.284 samples/sec, LR=0.000125, WHL1=0.399, CenterRegL1=0.240, HeatmapFocal=2.899 [Epoch 22][Batch 449], Speed: 103.512 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.897 [Epoch 22][Batch 459], Speed: 106.269 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.896 [Epoch 22][Batch 469], Speed: 103.935 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.895 [Epoch 22][Batch 479], Speed: 102.268 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.894 [Epoch 22][Batch 489], Speed: 57.462 samples/sec, LR=0.000125, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.893 [Epoch 22][Batch 499], Speed: 85.873 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.891 [Epoch 22][Batch 509], Speed: 100.826 samples/sec, LR=0.000125, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.890 [Epoch 22] Training cost: 178.377, WHL1=0.397, CenterRegL1=0.240, HeatmapFocal=2.889 [Epoch 23][Batch 9], Speed: 97.088 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.888 [Epoch 23][Batch 19], Speed: 95.285 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.887 [Epoch 23][Batch 29], Speed: 100.317 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.886 [Epoch 23][Batch 39], Speed: 99.051 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.884 [Epoch 23][Batch 49], Speed: 101.108 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.883 [Epoch 23][Batch 59], Speed: 99.858 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.882 [Epoch 23][Batch 69], Speed: 99.931 samples/sec, LR=0.000125, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.881 [Epoch 23][Batch 79], Speed: 99.220 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.239, HeatmapFocal=2.880 [Epoch 23][Batch 89], Speed: 99.279 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.239, HeatmapFocal=2.878 [Epoch 23][Batch 99], Speed: 99.871 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.877 [Epoch 23][Batch 109], Speed: 98.552 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.876 [Epoch 23][Batch 119], Speed: 99.574 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.875 [Epoch 23][Batch 129], Speed: 98.807 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.874 [Epoch 23][Batch 139], Speed: 101.402 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.872 [Epoch 23][Batch 149], Speed: 96.688 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.871 [Epoch 23][Batch 159], Speed: 98.128 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.870 [Epoch 23][Batch 169], Speed: 98.996 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.869 [Epoch 23][Batch 179], Speed: 99.055 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.868 [Epoch 23][Batch 189], Speed: 98.164 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.867 [Epoch 23][Batch 199], Speed: 100.467 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.866 [Epoch 23][Batch 209], Speed: 100.313 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.864 [Epoch 23][Batch 219], Speed: 104.184 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.863 [Epoch 23][Batch 229], Speed: 102.535 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.862 [Epoch 23][Batch 239], Speed: 104.254 samples/sec, LR=0.000125, WHL1=0.387, CenterRegL1=0.240, HeatmapFocal=2.861 [Epoch 23][Batch 249], Speed: 103.718 samples/sec, LR=0.000125, WHL1=0.386, CenterRegL1=0.240, HeatmapFocal=2.860 [Epoch 23][Batch 259], Speed: 104.700 samples/sec, LR=0.000125, WHL1=0.388, CenterRegL1=0.240, HeatmapFocal=2.859 [Epoch 23][Batch 269], Speed: 104.664 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.858 [Epoch 23][Batch 279], Speed: 103.649 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.857 [Epoch 23][Batch 289], Speed: 42.511 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.855 [Epoch 23][Batch 299], Speed: 52.583 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.854 [Epoch 23][Batch 309], Speed: 96.029 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.853 [Epoch 23][Batch 319], Speed: 100.219 samples/sec, LR=0.000125, WHL1=0.389, CenterRegL1=0.240, HeatmapFocal=2.852 [Epoch 23][Batch 329], Speed: 99.915 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.851 [Epoch 23][Batch 339], Speed: 99.974 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.850 [Epoch 23][Batch 349], Speed: 95.909 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.849 [Epoch 23][Batch 359], Speed: 97.468 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.848 [Epoch 23][Batch 369], Speed: 98.478 samples/sec, LR=0.000125, WHL1=0.391, CenterRegL1=0.240, HeatmapFocal=2.847 [Epoch 23][Batch 379], Speed: 98.056 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.846 [Epoch 23][Batch 389], Speed: 100.479 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.845 [Epoch 23][Batch 399], Speed: 97.431 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.844 [Epoch 23][Batch 409], Speed: 101.386 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.843 [Epoch 23][Batch 419], Speed: 98.392 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.841 [Epoch 23][Batch 429], Speed: 100.291 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.841 [Epoch 23][Batch 439], Speed: 101.308 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.840 [Epoch 23][Batch 449], Speed: 100.125 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.838 [Epoch 23][Batch 459], Speed: 103.846 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.837 [Epoch 23][Batch 469], Speed: 103.202 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.836 [Epoch 23][Batch 479], Speed: 99.530 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.835 [Epoch 23][Batch 489], Speed: 103.809 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.834 [Epoch 23][Batch 499], Speed: 103.186 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.833 [Epoch 23][Batch 509], Speed: 102.289 samples/sec, LR=0.000125, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.832 [Epoch 23] Training cost: 174.625, WHL1=0.392, CenterRegL1=0.240, HeatmapFocal=2.831 [Epoch 24][Batch 9], Speed: 96.791 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.250, HeatmapFocal=2.830 [Epoch 24][Batch 19], Speed: 104.244 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.243, HeatmapFocal=2.829 [Epoch 24][Batch 29], Speed: 104.672 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.243, HeatmapFocal=2.828 [Epoch 24][Batch 39], Speed: 101.937 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.242, HeatmapFocal=2.827 [Epoch 24][Batch 49], Speed: 105.171 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.242, HeatmapFocal=2.826 [Epoch 24][Batch 59], Speed: 104.252 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.242, HeatmapFocal=2.825 [Epoch 24][Batch 69], Speed: 100.865 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.241, HeatmapFocal=2.823 [Epoch 24][Batch 79], Speed: 104.267 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.242, HeatmapFocal=2.822 [Epoch 24][Batch 89], Speed: 54.185 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.242, HeatmapFocal=2.821 [Epoch 24][Batch 99], Speed: 52.436 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.241, HeatmapFocal=2.820 [Epoch 24][Batch 109], Speed: 95.396 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.241, HeatmapFocal=2.819 [Epoch 24][Batch 119], Speed: 99.384 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.241, HeatmapFocal=2.818 [Epoch 24][Batch 129], Speed: 97.817 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.241, HeatmapFocal=2.817 [Epoch 24][Batch 139], Speed: 96.053 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.816 [Epoch 24][Batch 149], Speed: 95.558 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.815 [Epoch 24][Batch 159], Speed: 99.820 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.813 [Epoch 24][Batch 169], Speed: 98.580 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.239, HeatmapFocal=2.812 [Epoch 24][Batch 179], Speed: 100.587 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.811 [Epoch 24][Batch 189], Speed: 100.739 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.810 [Epoch 24][Batch 199], Speed: 98.827 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.809 [Epoch 24][Batch 209], Speed: 97.878 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.808 [Epoch 24][Batch 219], Speed: 102.334 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.807 [Epoch 24][Batch 229], Speed: 97.035 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.806 [Epoch 24][Batch 239], Speed: 99.531 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.240, HeatmapFocal=2.805 [Epoch 24][Batch 249], Speed: 94.883 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.804 [Epoch 24][Batch 259], Speed: 99.003 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.803 [Epoch 24][Batch 269], Speed: 100.073 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.802 [Epoch 24][Batch 279], Speed: 99.545 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.801 [Epoch 24][Batch 289], Speed: 99.552 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.800 [Epoch 24][Batch 299], Speed: 100.823 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.798 [Epoch 24][Batch 309], Speed: 98.968 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.240, HeatmapFocal=2.797 [Epoch 24][Batch 319], Speed: 99.678 samples/sec, LR=0.000125, WHL1=0.380, CenterRegL1=0.240, HeatmapFocal=2.796 [Epoch 24][Batch 329], Speed: 98.628 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.795 [Epoch 24][Batch 339], Speed: 100.569 samples/sec, LR=0.000125, WHL1=0.381, CenterRegL1=0.240, HeatmapFocal=2.794 [Epoch 24][Batch 349], Speed: 103.509 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.793 [Epoch 24][Batch 359], Speed: 105.224 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.792 [Epoch 24][Batch 369], Speed: 102.737 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.791 [Epoch 24][Batch 379], Speed: 104.857 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.790 [Epoch 24][Batch 389], Speed: 99.787 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.789 [Epoch 24][Batch 399], Speed: 105.202 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.788 [Epoch 24][Batch 409], Speed: 84.285 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.787 [Epoch 24][Batch 419], Speed: 95.724 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.786 [Epoch 24][Batch 429], Speed: 102.229 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.785 [Epoch 24][Batch 439], Speed: 104.527 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.784 [Epoch 24][Batch 449], Speed: 102.473 samples/sec, LR=0.000125, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.783 [Epoch 24][Batch 459], Speed: 105.838 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.782 [Epoch 24][Batch 469], Speed: 105.597 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.781 [Epoch 24][Batch 479], Speed: 66.076 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.780 [Epoch 24][Batch 489], Speed: 51.263 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.779 [Epoch 24][Batch 499], Speed: 97.465 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.778 [Epoch 24][Batch 509], Speed: 103.919 samples/sec, LR=0.000125, WHL1=0.383, CenterRegL1=0.240, HeatmapFocal=2.777 [Epoch 24] Training cost: 180.245, WHL1=0.384, CenterRegL1=0.240, HeatmapFocal=2.776 [Epoch 25][Batch 9], Speed: 99.268 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.775 [Epoch 25][Batch 19], Speed: 101.675 samples/sec, LR=0.000125, WHL1=0.404, CenterRegL1=0.240, HeatmapFocal=2.774 [Epoch 25][Batch 29], Speed: 101.141 samples/sec, LR=0.000125, WHL1=0.403, CenterRegL1=0.240, HeatmapFocal=2.773 [Epoch 25][Batch 39], Speed: 99.866 samples/sec, LR=0.000125, WHL1=0.400, CenterRegL1=0.240, HeatmapFocal=2.772 [Epoch 25][Batch 49], Speed: 98.325 samples/sec, LR=0.000125, WHL1=0.390, CenterRegL1=0.240, HeatmapFocal=2.771 [Epoch 25][Batch 59], Speed: 98.455 samples/sec, LR=0.000125, WHL1=0.382, CenterRegL1=0.240, HeatmapFocal=2.770 [Epoch 25][Batch 69], Speed: 94.613 samples/sec, LR=0.000125, WHL1=0.379, CenterRegL1=0.239, HeatmapFocal=2.769 [Epoch 25][Batch 79], Speed: 100.987 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.768 [Epoch 25][Batch 89], Speed: 101.752 samples/sec, LR=0.000125, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.767 [Epoch 25][Batch 99], Speed: 102.055 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.766 [Epoch 25][Batch 109], Speed: 98.542 samples/sec, LR=0.000125, WHL1=0.377, CenterRegL1=0.238, HeatmapFocal=2.764 [Epoch 25][Batch 119], Speed: 96.966 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.763 [Epoch 25][Batch 129], Speed: 99.486 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.762 [Epoch 25][Batch 139], Speed: 98.940 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.761 [Epoch 25][Batch 149], Speed: 101.940 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.760 [Epoch 25][Batch 159], Speed: 99.427 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.759 [Epoch 25][Batch 169], Speed: 100.439 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.758 [Epoch 25][Batch 179], Speed: 97.839 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.757 [Epoch 25][Batch 189], Speed: 99.684 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.756 [Epoch 25][Batch 199], Speed: 98.701 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.755 [Epoch 25][Batch 209], Speed: 101.987 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.754 [Epoch 25][Batch 219], Speed: 103.774 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.753 [Epoch 25][Batch 229], Speed: 106.201 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.752 [Epoch 25][Batch 239], Speed: 104.788 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.751 [Epoch 25][Batch 249], Speed: 103.932 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.750 [Epoch 25][Batch 259], Speed: 104.940 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.749 [Epoch 25][Batch 269], Speed: 103.777 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.748 [Epoch 25][Batch 279], Speed: 85.362 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.747 [Epoch 25][Batch 289], Speed: 55.601 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.746 [Epoch 25][Batch 299], Speed: 95.425 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.745 [Epoch 25][Batch 309], Speed: 101.415 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.744 [Epoch 25][Batch 319], Speed: 98.467 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.743 [Epoch 25][Batch 329], Speed: 95.167 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.742 [Epoch 25][Batch 339], Speed: 101.864 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.741 [Epoch 25][Batch 349], Speed: 99.626 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.740 [Epoch 25][Batch 359], Speed: 97.800 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.739 [Epoch 25][Batch 369], Speed: 99.464 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.738 [Epoch 25][Batch 379], Speed: 100.343 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.239, HeatmapFocal=2.737 [Epoch 25][Batch 389], Speed: 98.956 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.239, HeatmapFocal=2.736 [Epoch 25][Batch 399], Speed: 96.618 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.735 [Epoch 25][Batch 409], Speed: 99.341 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.734 [Epoch 25][Batch 419], Speed: 101.630 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.733 [Epoch 25][Batch 429], Speed: 99.598 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.732 [Epoch 25][Batch 439], Speed: 99.037 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.732 [Epoch 25][Batch 449], Speed: 99.813 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.731 [Epoch 25][Batch 459], Speed: 102.571 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.730 [Epoch 25][Batch 469], Speed: 103.320 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.729 [Epoch 25][Batch 479], Speed: 104.692 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.728 [Epoch 25][Batch 489], Speed: 103.695 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.727 [Epoch 25][Batch 499], Speed: 103.054 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.239, HeatmapFocal=2.726 [Epoch 25][Batch 509], Speed: 103.779 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.725 [Epoch 25] Training cost: 174.680, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.724 [Epoch 25] Validation: aeroplane=0.5155917461932593 bicycle=0.7011174090451382 bird=0.6807435497412099 boat=0.5230121987807843 bottle=0.4804053920923574 bus=0.5255590163715775 car=0.775989281342115 cat=0.6260417213493307 chair=0.5637450185469012 cow=0.689676529031118 diningtable=0.4270123055482987 dog=0.5562390483019585 horse=0.7338032681644473 motorbike=0.625701175686883 person=0.6813996738852055 pottedplant=0.3972921706754697 sheep=0.6767252632355952 sofa=0.5681983616808578 train=0.6706863623017901 tvmonitor=0.6613562334392373 mAP=0.6040147862706767 [Epoch 26][Batch 9], Speed: 99.767 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.234, HeatmapFocal=2.723 [Epoch 26][Batch 19], Speed: 99.665 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.234, HeatmapFocal=2.722 [Epoch 26][Batch 29], Speed: 100.914 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.721 [Epoch 26][Batch 39], Speed: 98.328 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.720 [Epoch 26][Batch 49], Speed: 100.654 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.236, HeatmapFocal=2.719 [Epoch 26][Batch 59], Speed: 99.007 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.236, HeatmapFocal=2.718 [Epoch 26][Batch 69], Speed: 99.433 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.717 [Epoch 26][Batch 79], Speed: 98.033 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.236, HeatmapFocal=2.716 [Epoch 26][Batch 89], Speed: 97.539 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.236, HeatmapFocal=2.715 [Epoch 26][Batch 99], Speed: 99.396 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.236, HeatmapFocal=2.714 [Epoch 26][Batch 109], Speed: 100.713 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.713 [Epoch 26][Batch 119], Speed: 96.766 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.236, HeatmapFocal=2.712 [Epoch 26][Batch 129], Speed: 100.341 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.236, HeatmapFocal=2.711 [Epoch 26][Batch 139], Speed: 99.740 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.710 [Epoch 26][Batch 149], Speed: 101.599 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.709 [Epoch 26][Batch 159], Speed: 99.555 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.708 [Epoch 26][Batch 169], Speed: 96.789 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.707 [Epoch 26][Batch 179], Speed: 97.866 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.707 [Epoch 26][Batch 189], Speed: 98.409 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.706 [Epoch 26][Batch 199], Speed: 100.683 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.238, HeatmapFocal=2.705 [Epoch 26][Batch 209], Speed: 99.480 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.704 [Epoch 26][Batch 219], Speed: 96.852 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.237, HeatmapFocal=2.703 [Epoch 26][Batch 229], Speed: 101.759 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.702 [Epoch 26][Batch 239], Speed: 105.033 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.237, HeatmapFocal=2.701 [Epoch 26][Batch 249], Speed: 103.849 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.700 [Epoch 26][Batch 259], Speed: 105.008 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.699 [Epoch 26][Batch 269], Speed: 104.567 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.698 [Epoch 26][Batch 279], Speed: 103.131 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.697 [Epoch 26][Batch 289], Speed: 103.829 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.696 [Epoch 26][Batch 299], Speed: 62.399 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.695 [Epoch 26][Batch 309], Speed: 47.580 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.694 [Epoch 26][Batch 319], Speed: 89.638 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.693 [Epoch 26][Batch 329], Speed: 98.213 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.692 [Epoch 26][Batch 339], Speed: 97.229 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.691 [Epoch 26][Batch 349], Speed: 99.489 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.690 [Epoch 26][Batch 359], Speed: 94.380 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.689 [Epoch 26][Batch 369], Speed: 100.772 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.688 [Epoch 26][Batch 379], Speed: 101.023 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.687 [Epoch 26][Batch 389], Speed: 98.443 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.687 [Epoch 26][Batch 399], Speed: 97.963 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.686 [Epoch 26][Batch 409], Speed: 99.684 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.685 [Epoch 26][Batch 419], Speed: 99.326 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.684 [Epoch 26][Batch 429], Speed: 100.155 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.683 [Epoch 26][Batch 439], Speed: 100.170 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.682 [Epoch 26][Batch 449], Speed: 101.231 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.681 [Epoch 26][Batch 459], Speed: 101.777 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.238, HeatmapFocal=2.680 [Epoch 26][Batch 469], Speed: 103.808 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.679 [Epoch 26][Batch 479], Speed: 101.576 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.678 [Epoch 26][Batch 489], Speed: 102.586 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.677 [Epoch 26][Batch 499], Speed: 103.563 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.677 [Epoch 26][Batch 509], Speed: 104.014 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.676 [Epoch 26] Training cost: 174.795, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.675 [Epoch 27][Batch 9], Speed: 98.073 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.239, HeatmapFocal=2.674 [Epoch 27][Batch 19], Speed: 98.702 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.239, HeatmapFocal=2.673 [Epoch 27][Batch 29], Speed: 100.563 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.240, HeatmapFocal=2.672 [Epoch 27][Batch 39], Speed: 104.045 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.239, HeatmapFocal=2.671 [Epoch 27][Batch 49], Speed: 104.953 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.240, HeatmapFocal=2.670 [Epoch 27][Batch 59], Speed: 103.467 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.669 [Epoch 27][Batch 69], Speed: 104.554 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.668 [Epoch 27][Batch 79], Speed: 103.374 samples/sec, LR=0.000125, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.668 [Epoch 27][Batch 89], Speed: 105.534 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.667 [Epoch 27][Batch 99], Speed: 102.334 samples/sec, LR=0.000125, WHL1=0.374, CenterRegL1=0.239, HeatmapFocal=2.666 [Epoch 27][Batch 109], Speed: 49.723 samples/sec, LR=0.000125, WHL1=0.375, CenterRegL1=0.239, HeatmapFocal=2.665 [Epoch 27][Batch 119], Speed: 90.150 samples/sec, LR=0.000125, WHL1=0.373, CenterRegL1=0.239, HeatmapFocal=2.664 [Epoch 27][Batch 129], Speed: 99.392 samples/sec, LR=0.000125, WHL1=0.372, CenterRegL1=0.239, HeatmapFocal=2.663 [Epoch 27][Batch 139], Speed: 101.591 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.239, HeatmapFocal=2.662 [Epoch 27][Batch 149], Speed: 96.232 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.239, HeatmapFocal=2.661 [Epoch 27][Batch 159], Speed: 99.992 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.660 [Epoch 27][Batch 169], Speed: 100.915 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.659 [Epoch 27][Batch 179], Speed: 97.765 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.659 [Epoch 27][Batch 189], Speed: 93.143 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.658 [Epoch 27][Batch 199], Speed: 99.108 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.657 [Epoch 27][Batch 209], Speed: 96.569 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.656 [Epoch 27][Batch 219], Speed: 100.574 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.239, HeatmapFocal=2.655 [Epoch 27][Batch 229], Speed: 98.921 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.654 [Epoch 27][Batch 239], Speed: 100.462 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.239, HeatmapFocal=2.653 [Epoch 27][Batch 249], Speed: 100.319 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.238, HeatmapFocal=2.652 [Epoch 27][Batch 259], Speed: 96.569 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.651 [Epoch 27][Batch 269], Speed: 99.094 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.238, HeatmapFocal=2.650 [Epoch 27][Batch 279], Speed: 97.269 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.649 [Epoch 27][Batch 289], Speed: 102.357 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.649 [Epoch 27][Batch 299], Speed: 99.876 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.648 [Epoch 27][Batch 309], Speed: 97.025 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.647 [Epoch 27][Batch 319], Speed: 97.411 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.646 [Epoch 27][Batch 329], Speed: 100.231 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.645 [Epoch 27][Batch 339], Speed: 98.579 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.644 [Epoch 27][Batch 349], Speed: 96.773 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.643 [Epoch 27][Batch 359], Speed: 104.473 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.642 [Epoch 27][Batch 369], Speed: 102.117 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.642 [Epoch 27][Batch 379], Speed: 103.702 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.641 [Epoch 27][Batch 389], Speed: 104.059 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.640 [Epoch 27][Batch 399], Speed: 104.502 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.639 [Epoch 27][Batch 409], Speed: 100.703 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.638 [Epoch 27][Batch 419], Speed: 104.380 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.637 [Epoch 27][Batch 429], Speed: 45.341 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.636 [Epoch 27][Batch 439], Speed: 98.206 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.635 [Epoch 27][Batch 449], Speed: 103.121 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.238, HeatmapFocal=2.634 [Epoch 27][Batch 459], Speed: 105.565 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.633 [Epoch 27][Batch 469], Speed: 106.278 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.633 [Epoch 27][Batch 479], Speed: 105.774 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.239, HeatmapFocal=2.632 [Epoch 27][Batch 489], Speed: 105.280 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.631 [Epoch 27][Batch 499], Speed: 61.213 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.630 [Epoch 27][Batch 509], Speed: 99.344 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.629 [Epoch 27] Training cost: 180.670, WHL1=0.368, CenterRegL1=0.239, HeatmapFocal=2.629 [Epoch 28][Batch 9], Speed: 99.923 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.230, HeatmapFocal=2.628 [Epoch 28][Batch 19], Speed: 101.530 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.627 [Epoch 28][Batch 29], Speed: 95.950 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.236, HeatmapFocal=2.626 [Epoch 28][Batch 39], Speed: 99.382 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.625 [Epoch 28][Batch 49], Speed: 96.262 samples/sec, LR=0.000125, WHL1=0.369, CenterRegL1=0.238, HeatmapFocal=2.624 [Epoch 28][Batch 59], Speed: 98.639 samples/sec, LR=0.000125, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.623 [Epoch 28][Batch 69], Speed: 99.962 samples/sec, LR=0.000125, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.622 [Epoch 28][Batch 79], Speed: 95.815 samples/sec, LR=0.000125, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.622 [Epoch 28][Batch 89], Speed: 98.854 samples/sec, LR=0.000125, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.621 [Epoch 28][Batch 99], Speed: 101.679 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.620 [Epoch 28][Batch 109], Speed: 102.194 samples/sec, LR=0.000125, WHL1=0.367, CenterRegL1=0.238, HeatmapFocal=2.619 [Epoch 28][Batch 119], Speed: 101.880 samples/sec, LR=0.000125, WHL1=0.365, CenterRegL1=0.238, HeatmapFocal=2.618 [Epoch 28][Batch 129], Speed: 98.774 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.617 [Epoch 28][Batch 139], Speed: 101.024 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.616 [Epoch 28][Batch 149], Speed: 99.652 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.615 [Epoch 28][Batch 159], Speed: 100.293 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.615 [Epoch 28][Batch 169], Speed: 100.686 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.614 [Epoch 28][Batch 179], Speed: 98.629 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.613 [Epoch 28][Batch 189], Speed: 100.263 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.612 [Epoch 28][Batch 199], Speed: 100.092 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.611 [Epoch 28][Batch 209], Speed: 99.308 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.610 [Epoch 28][Batch 219], Speed: 99.355 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.609 [Epoch 28][Batch 229], Speed: 105.250 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.609 [Epoch 28][Batch 239], Speed: 103.938 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.608 [Epoch 28][Batch 249], Speed: 103.710 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.607 [Epoch 28][Batch 259], Speed: 103.022 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.606 [Epoch 28][Batch 269], Speed: 103.685 samples/sec, LR=0.000125, WHL1=0.360, CenterRegL1=0.238, HeatmapFocal=2.605 [Epoch 28][Batch 279], Speed: 104.808 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.604 [Epoch 28][Batch 289], Speed: 104.728 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.603 [Epoch 28][Batch 299], Speed: 56.081 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.603 [Epoch 28][Batch 309], Speed: 62.506 samples/sec, LR=0.000125, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.602 [Epoch 28][Batch 319], Speed: 92.931 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.601 [Epoch 28][Batch 329], Speed: 101.279 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.600 [Epoch 28][Batch 339], Speed: 97.021 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.599 [Epoch 28][Batch 349], Speed: 97.732 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.598 [Epoch 28][Batch 359], Speed: 99.794 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.598 [Epoch 28][Batch 369], Speed: 98.070 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.597 [Epoch 28][Batch 379], Speed: 98.542 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.596 [Epoch 28][Batch 389], Speed: 95.824 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.595 [Epoch 28][Batch 399], Speed: 99.580 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.594 [Epoch 28][Batch 409], Speed: 97.021 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.594 [Epoch 28][Batch 419], Speed: 96.269 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.593 [Epoch 28][Batch 429], Speed: 98.582 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.592 [Epoch 28][Batch 439], Speed: 100.522 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.591 [Epoch 28][Batch 449], Speed: 96.869 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.590 [Epoch 28][Batch 459], Speed: 102.348 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.589 [Epoch 28][Batch 469], Speed: 102.557 samples/sec, LR=0.000125, WHL1=0.364, CenterRegL1=0.238, HeatmapFocal=2.589 [Epoch 28][Batch 479], Speed: 100.030 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.588 [Epoch 28][Batch 489], Speed: 103.912 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.587 [Epoch 28][Batch 499], Speed: 103.254 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.238, HeatmapFocal=2.586 [Epoch 28][Batch 509], Speed: 100.980 samples/sec, LR=0.000125, WHL1=0.362, CenterRegL1=0.238, HeatmapFocal=2.585 [Epoch 28] Training cost: 174.241, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.585 [Epoch 29][Batch 9], Speed: 101.214 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.234, HeatmapFocal=2.584 [Epoch 29][Batch 19], Speed: 102.862 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.235, HeatmapFocal=2.583 [Epoch 29][Batch 29], Speed: 104.961 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.235, HeatmapFocal=2.582 [Epoch 29][Batch 39], Speed: 105.347 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.235, HeatmapFocal=2.581 [Epoch 29][Batch 49], Speed: 105.637 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.234, HeatmapFocal=2.580 [Epoch 29][Batch 59], Speed: 103.085 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.579 [Epoch 29][Batch 69], Speed: 104.253 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.579 [Epoch 29][Batch 79], Speed: 104.122 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.578 [Epoch 29][Batch 89], Speed: 103.477 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.577 [Epoch 29][Batch 99], Speed: 46.787 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.576 [Epoch 29][Batch 109], Speed: 52.832 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.575 [Epoch 29][Batch 119], Speed: 98.112 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.238, HeatmapFocal=2.574 [Epoch 29][Batch 129], Speed: 100.034 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.573 [Epoch 29][Batch 139], Speed: 100.051 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.573 [Epoch 29][Batch 149], Speed: 100.123 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.239, HeatmapFocal=2.572 [Epoch 29][Batch 159], Speed: 96.668 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.240, HeatmapFocal=2.571 [Epoch 29][Batch 169], Speed: 98.435 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.570 [Epoch 29][Batch 179], Speed: 100.252 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.240, HeatmapFocal=2.569 [Epoch 29][Batch 189], Speed: 95.488 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.568 [Epoch 29][Batch 199], Speed: 98.715 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.568 [Epoch 29][Batch 209], Speed: 99.912 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.567 [Epoch 29][Batch 219], Speed: 99.435 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.566 [Epoch 29][Batch 229], Speed: 98.880 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.239, HeatmapFocal=2.565 [Epoch 29][Batch 239], Speed: 100.670 samples/sec, LR=0.000125, WHL1=0.352, CenterRegL1=0.239, HeatmapFocal=2.564 [Epoch 29][Batch 249], Speed: 98.638 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.564 [Epoch 29][Batch 259], Speed: 99.321 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.563 [Epoch 29][Batch 269], Speed: 99.750 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.562 [Epoch 29][Batch 279], Speed: 98.139 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.561 [Epoch 29][Batch 289], Speed: 97.507 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.560 [Epoch 29][Batch 299], Speed: 96.614 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.560 [Epoch 29][Batch 309], Speed: 97.929 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.559 [Epoch 29][Batch 319], Speed: 98.555 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.558 [Epoch 29][Batch 329], Speed: 100.410 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.557 [Epoch 29][Batch 339], Speed: 99.249 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.556 [Epoch 29][Batch 349], Speed: 104.603 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.556 [Epoch 29][Batch 359], Speed: 105.303 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.555 [Epoch 29][Batch 369], Speed: 104.088 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.554 [Epoch 29][Batch 379], Speed: 105.013 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.553 [Epoch 29][Batch 389], Speed: 103.672 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.552 [Epoch 29][Batch 399], Speed: 104.227 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.552 [Epoch 29][Batch 409], Speed: 103.302 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.551 [Epoch 29][Batch 419], Speed: 43.146 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.550 [Epoch 29][Batch 429], Speed: 53.579 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.549 [Epoch 29][Batch 439], Speed: 97.592 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.549 [Epoch 29][Batch 449], Speed: 94.352 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.548 [Epoch 29][Batch 459], Speed: 99.679 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.547 [Epoch 29][Batch 469], Speed: 103.324 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.239, HeatmapFocal=2.546 [Epoch 29][Batch 479], Speed: 105.131 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.545 [Epoch 29][Batch 489], Speed: 99.616 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.239, HeatmapFocal=2.545 [Epoch 29][Batch 499], Speed: 103.458 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.544 [Epoch 29][Batch 509], Speed: 102.015 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.543 [Epoch 29] Training cost: 179.356, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.542 [Epoch 30][Batch 9], Speed: 100.717 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.240, HeatmapFocal=2.542 [Epoch 30][Batch 19], Speed: 99.512 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.241, HeatmapFocal=2.541 [Epoch 30][Batch 29], Speed: 100.984 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.540 [Epoch 30][Batch 39], Speed: 98.729 samples/sec, LR=0.000125, WHL1=0.354, CenterRegL1=0.238, HeatmapFocal=2.539 [Epoch 30][Batch 49], Speed: 101.258 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.538 [Epoch 30][Batch 59], Speed: 95.372 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.538 [Epoch 30][Batch 69], Speed: 97.775 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.241, HeatmapFocal=2.537 [Epoch 30][Batch 79], Speed: 95.994 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.241, HeatmapFocal=2.536 [Epoch 30][Batch 89], Speed: 98.747 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.535 [Epoch 30][Batch 99], Speed: 97.823 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.535 [Epoch 30][Batch 109], Speed: 98.851 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.241, HeatmapFocal=2.534 [Epoch 30][Batch 119], Speed: 99.841 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.240, HeatmapFocal=2.533 [Epoch 30][Batch 129], Speed: 100.846 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.240, HeatmapFocal=2.532 [Epoch 30][Batch 139], Speed: 99.543 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.240, HeatmapFocal=2.532 [Epoch 30][Batch 149], Speed: 101.443 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.240, HeatmapFocal=2.531 [Epoch 30][Batch 159], Speed: 101.897 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.530 [Epoch 30][Batch 169], Speed: 104.779 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.529 [Epoch 30][Batch 179], Speed: 103.038 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.529 [Epoch 30][Batch 189], Speed: 103.643 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.528 [Epoch 30][Batch 199], Speed: 104.119 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.240, HeatmapFocal=2.527 [Epoch 30][Batch 209], Speed: 104.463 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.526 [Epoch 30][Batch 219], Speed: 85.785 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.526 [Epoch 30][Batch 229], Speed: 51.973 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.525 [Epoch 30][Batch 239], Speed: 91.100 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.524 [Epoch 30][Batch 249], Speed: 98.991 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.523 [Epoch 30][Batch 259], Speed: 101.138 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.523 [Epoch 30][Batch 269], Speed: 100.534 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.239, HeatmapFocal=2.522 [Epoch 30][Batch 279], Speed: 94.988 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.521 [Epoch 30][Batch 289], Speed: 100.965 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.239, HeatmapFocal=2.520 [Epoch 30][Batch 299], Speed: 98.223 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.239, HeatmapFocal=2.520 [Epoch 30][Batch 309], Speed: 98.137 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.519 [Epoch 30][Batch 319], Speed: 97.498 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.518 [Epoch 30][Batch 329], Speed: 99.239 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.517 [Epoch 30][Batch 339], Speed: 98.986 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.517 [Epoch 30][Batch 349], Speed: 100.706 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.516 [Epoch 30][Batch 359], Speed: 99.924 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.515 [Epoch 30][Batch 369], Speed: 95.917 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.515 [Epoch 30][Batch 379], Speed: 100.707 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.238, HeatmapFocal=2.514 [Epoch 30][Batch 389], Speed: 98.718 samples/sec, LR=0.000125, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.513 [Epoch 30][Batch 399], Speed: 101.880 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.512 [Epoch 30][Batch 409], Speed: 101.326 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.511 [Epoch 30][Batch 419], Speed: 98.205 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.511 [Epoch 30][Batch 429], Speed: 98.107 samples/sec, LR=0.000125, WHL1=0.358, CenterRegL1=0.238, HeatmapFocal=2.510 [Epoch 30][Batch 439], Speed: 97.866 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.509 [Epoch 30][Batch 449], Speed: 100.251 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.508 [Epoch 30][Batch 459], Speed: 101.997 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.508 [Epoch 30][Batch 469], Speed: 104.279 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.507 [Epoch 30][Batch 479], Speed: 106.531 samples/sec, LR=0.000125, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.506 [Epoch 30][Batch 489], Speed: 106.353 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.505 [Epoch 30][Batch 499], Speed: 106.183 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.505 [Epoch 30][Batch 509], Speed: 101.811 samples/sec, LR=0.000125, WHL1=0.355, CenterRegL1=0.238, HeatmapFocal=2.504 [Epoch 30] Training cost: 174.317, WHL1=0.356, CenterRegL1=0.238, HeatmapFocal=2.503 [Epoch 30] Validation: aeroplane=0.5293559949637318 bicycle=0.6332172796493717 bird=0.6548988610978508 boat=0.484095147508342 bottle=0.5560220779543994 bus=0.7001019972797721 car=0.7911598620391618 cat=0.6549405715067638 chair=0.5500200210022044 cow=0.7411972038115995 diningtable=0.377814800061773 dog=0.696885688608685 horse=0.7484812963655822 motorbike=0.6769754512342449 person=0.7360713627547136 pottedplant=0.4316521590121336 sheep=0.7638530986807182 sofa=0.5672127705141768 train=0.6549200129024626 tvmonitor=0.701705448118821 mAP=0.6325290552533253 [Epoch 31][Batch 9], Speed: 96.663 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.245, HeatmapFocal=2.503 [Epoch 31][Batch 19], Speed: 100.677 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.242, HeatmapFocal=2.502 [Epoch 31][Batch 29], Speed: 102.257 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.240, HeatmapFocal=2.501 [Epoch 31][Batch 39], Speed: 96.927 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.500 [Epoch 31][Batch 49], Speed: 101.349 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 31][Batch 59], Speed: 102.626 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 31][Batch 69], Speed: 100.145 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.498 [Epoch 31][Batch 79], Speed: 102.108 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.497 [Epoch 31][Batch 89], Speed: 100.348 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.496 [Epoch 31][Batch 99], Speed: 97.622 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.496 [Epoch 31][Batch 109], Speed: 100.174 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.495 [Epoch 31][Batch 119], Speed: 99.610 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.237, HeatmapFocal=2.494 [Epoch 31][Batch 129], Speed: 102.224 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.238, HeatmapFocal=2.493 [Epoch 31][Batch 139], Speed: 97.831 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.237, HeatmapFocal=2.493 [Epoch 31][Batch 149], Speed: 99.801 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.492 [Epoch 31][Batch 159], Speed: 102.012 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.238, HeatmapFocal=2.491 [Epoch 31][Batch 169], Speed: 101.653 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 31][Batch 179], Speed: 101.516 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 31][Batch 189], Speed: 99.744 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.489 [Epoch 31][Batch 199], Speed: 100.599 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.488 [Epoch 31][Batch 209], Speed: 99.323 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 31][Batch 219], Speed: 98.605 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 31][Batch 229], Speed: 97.361 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 31][Batch 239], Speed: 105.831 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.485 [Epoch 31][Batch 249], Speed: 101.321 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 31][Batch 259], Speed: 101.855 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 31][Batch 269], Speed: 102.774 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.483 [Epoch 31][Batch 279], Speed: 104.779 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 31][Batch 289], Speed: 105.229 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 31][Batch 299], Speed: 77.875 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.481 [Epoch 31][Batch 309], Speed: 48.550 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.480 [Epoch 31][Batch 319], Speed: 92.179 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 31][Batch 329], Speed: 97.555 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 31][Batch 339], Speed: 99.760 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.478 [Epoch 31][Batch 349], Speed: 98.460 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.477 [Epoch 31][Batch 359], Speed: 97.093 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.477 [Epoch 31][Batch 369], Speed: 101.254 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.476 [Epoch 31][Batch 379], Speed: 100.265 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.475 [Epoch 31][Batch 389], Speed: 95.876 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 31][Batch 399], Speed: 99.834 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 31][Batch 409], Speed: 100.480 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.473 [Epoch 31][Batch 419], Speed: 100.318 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.472 [Epoch 31][Batch 429], Speed: 98.983 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.472 [Epoch 31][Batch 439], Speed: 95.694 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.471 [Epoch 31][Batch 449], Speed: 100.232 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 31][Batch 459], Speed: 101.906 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 31][Batch 469], Speed: 100.136 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.469 [Epoch 31][Batch 479], Speed: 104.459 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 31][Batch 489], Speed: 100.406 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 31][Batch 499], Speed: 102.155 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 31][Batch 509], Speed: 104.097 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 31] Training cost: 175.100, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 32][Batch 9], Speed: 93.835 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.240, HeatmapFocal=2.465 [Epoch 32][Batch 19], Speed: 98.491 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.241, HeatmapFocal=2.464 [Epoch 32][Batch 29], Speed: 100.421 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.240, HeatmapFocal=2.463 [Epoch 32][Batch 39], Speed: 102.578 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.239, HeatmapFocal=2.463 [Epoch 32][Batch 49], Speed: 104.081 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.238, HeatmapFocal=2.462 [Epoch 32][Batch 59], Speed: 104.422 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.461 [Epoch 32][Batch 69], Speed: 102.399 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 32][Batch 79], Speed: 104.276 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 32][Batch 89], Speed: 105.946 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 32][Batch 99], Speed: 103.725 samples/sec, LR=0.000125, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.458 [Epoch 32][Batch 109], Speed: 51.269 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.458 [Epoch 32][Batch 119], Speed: 92.398 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.457 [Epoch 32][Batch 129], Speed: 98.937 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.456 [Epoch 32][Batch 139], Speed: 97.234 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.455 [Epoch 32][Batch 149], Speed: 96.623 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.455 [Epoch 32][Batch 159], Speed: 99.653 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.454 [Epoch 32][Batch 169], Speed: 94.804 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 32][Batch 179], Speed: 98.119 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 32][Batch 189], Speed: 96.717 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 32][Batch 199], Speed: 97.146 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.451 [Epoch 32][Batch 209], Speed: 99.220 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.451 [Epoch 32][Batch 219], Speed: 98.747 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.450 [Epoch 32][Batch 229], Speed: 97.355 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.449 [Epoch 32][Batch 239], Speed: 96.242 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.448 [Epoch 32][Batch 249], Speed: 99.035 samples/sec, LR=0.000125, WHL1=0.349, CenterRegL1=0.238, HeatmapFocal=2.448 [Epoch 32][Batch 259], Speed: 98.996 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.447 [Epoch 32][Batch 269], Speed: 98.468 samples/sec, LR=0.000125, WHL1=0.348, CenterRegL1=0.238, HeatmapFocal=2.446 [Epoch 32][Batch 279], Speed: 95.938 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.446 [Epoch 32][Batch 289], Speed: 98.555 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.445 [Epoch 32][Batch 299], Speed: 100.452 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.444 [Epoch 32][Batch 309], Speed: 96.811 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.238, HeatmapFocal=2.444 [Epoch 32][Batch 319], Speed: 95.716 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.443 [Epoch 32][Batch 329], Speed: 97.914 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.442 [Epoch 32][Batch 339], Speed: 97.787 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.442 [Epoch 32][Batch 349], Speed: 98.838 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.441 [Epoch 32][Batch 359], Speed: 102.411 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.440 [Epoch 32][Batch 369], Speed: 105.414 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.440 [Epoch 32][Batch 379], Speed: 102.475 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.439 [Epoch 32][Batch 389], Speed: 105.078 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.438 [Epoch 32][Batch 399], Speed: 103.467 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.438 [Epoch 32][Batch 409], Speed: 103.694 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.437 [Epoch 32][Batch 419], Speed: 101.678 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.436 [Epoch 32][Batch 429], Speed: 50.653 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.435 [Epoch 32][Batch 439], Speed: 62.472 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.238, HeatmapFocal=2.435 [Epoch 32][Batch 449], Speed: 98.277 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.434 [Epoch 32][Batch 459], Speed: 100.515 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.433 [Epoch 32][Batch 469], Speed: 103.038 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.237, HeatmapFocal=2.433 [Epoch 32][Batch 479], Speed: 101.671 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.432 [Epoch 32][Batch 489], Speed: 103.373 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.431 [Epoch 32][Batch 499], Speed: 96.801 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.431 [Epoch 32][Batch 509], Speed: 103.243 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.430 [Epoch 32] Training cost: 179.225, WHL1=0.345, CenterRegL1=0.238, HeatmapFocal=2.430 [Epoch 33][Batch 9], Speed: 99.021 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.242, HeatmapFocal=2.429 [Epoch 33][Batch 19], Speed: 102.050 samples/sec, LR=0.000125, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.428 [Epoch 33][Batch 29], Speed: 100.983 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.234, HeatmapFocal=2.427 [Epoch 33][Batch 39], Speed: 98.481 samples/sec, LR=0.000125, WHL1=0.350, CenterRegL1=0.235, HeatmapFocal=2.427 [Epoch 33][Batch 49], Speed: 100.104 samples/sec, LR=0.000125, WHL1=0.353, CenterRegL1=0.235, HeatmapFocal=2.426 [Epoch 33][Batch 59], Speed: 99.804 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.425 [Epoch 33][Batch 69], Speed: 100.268 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.425 [Epoch 33][Batch 79], Speed: 98.074 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.424 [Epoch 33][Batch 89], Speed: 100.245 samples/sec, LR=0.000125, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.423 [Epoch 33][Batch 99], Speed: 99.248 samples/sec, LR=0.000125, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.423 [Epoch 33][Batch 109], Speed: 98.740 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 33][Batch 119], Speed: 98.195 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 33][Batch 129], Speed: 100.670 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 33][Batch 139], Speed: 98.875 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 33][Batch 149], Speed: 100.328 samples/sec, LR=0.000125, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 33][Batch 159], Speed: 103.806 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 33][Batch 169], Speed: 103.211 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 33][Batch 179], Speed: 105.064 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.417 [Epoch 33][Batch 189], Speed: 101.540 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.416 [Epoch 33][Batch 199], Speed: 105.030 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.416 [Epoch 33][Batch 209], Speed: 105.447 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.415 [Epoch 33][Batch 219], Speed: 104.493 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.414 [Epoch 33][Batch 229], Speed: 44.997 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.414 [Epoch 33][Batch 239], Speed: 56.684 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.413 [Epoch 33][Batch 249], Speed: 93.923 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.412 [Epoch 33][Batch 259], Speed: 95.222 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.412 [Epoch 33][Batch 269], Speed: 98.593 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.411 [Epoch 33][Batch 279], Speed: 98.144 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.410 [Epoch 33][Batch 289], Speed: 99.751 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 33][Batch 299], Speed: 101.021 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.409 [Epoch 33][Batch 309], Speed: 99.708 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.409 [Epoch 33][Batch 319], Speed: 98.794 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.408 [Epoch 33][Batch 329], Speed: 95.316 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.407 [Epoch 33][Batch 339], Speed: 99.206 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.407 [Epoch 33][Batch 349], Speed: 100.281 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.406 [Epoch 33][Batch 359], Speed: 98.190 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.405 [Epoch 33][Batch 369], Speed: 97.302 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.405 [Epoch 33][Batch 379], Speed: 99.454 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.404 [Epoch 33][Batch 389], Speed: 97.929 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.403 [Epoch 33][Batch 399], Speed: 98.494 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.403 [Epoch 33][Batch 409], Speed: 101.345 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.402 [Epoch 33][Batch 419], Speed: 100.858 samples/sec, LR=0.000125, WHL1=0.345, CenterRegL1=0.237, HeatmapFocal=2.402 [Epoch 33][Batch 429], Speed: 98.872 samples/sec, LR=0.000125, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.401 [Epoch 33][Batch 439], Speed: 97.564 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.400 [Epoch 33][Batch 449], Speed: 97.659 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.400 [Epoch 33][Batch 459], Speed: 102.550 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.399 [Epoch 33][Batch 469], Speed: 103.243 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.398 [Epoch 33][Batch 479], Speed: 100.375 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.398 [Epoch 33][Batch 489], Speed: 105.954 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.397 [Epoch 33][Batch 499], Speed: 104.908 samples/sec, LR=0.000125, WHL1=0.342, CenterRegL1=0.237, HeatmapFocal=2.396 [Epoch 33][Batch 509], Speed: 105.385 samples/sec, LR=0.000125, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.396 [Epoch 33] Training cost: 174.275, WHL1=0.341, CenterRegL1=0.237, HeatmapFocal=2.395 [Epoch 34][Batch 9], Speed: 104.438 samples/sec, LR=0.000125, WHL1=0.357, CenterRegL1=0.238, HeatmapFocal=2.395 [Epoch 34][Batch 19], Speed: 102.651 samples/sec, LR=0.000125, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.394 [Epoch 34][Batch 29], Speed: 54.819 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.237, HeatmapFocal=2.393 [Epoch 34][Batch 39], Speed: 95.732 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.393 [Epoch 34][Batch 49], Speed: 102.826 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.392 [Epoch 34][Batch 59], Speed: 103.488 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.391 [Epoch 34][Batch 69], Speed: 103.452 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.391 [Epoch 34][Batch 79], Speed: 103.049 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.390 [Epoch 34][Batch 89], Speed: 100.898 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.390 [Epoch 34][Batch 99], Speed: 48.836 samples/sec, LR=0.000125, WHL1=0.339, CenterRegL1=0.239, HeatmapFocal=2.389 [Epoch 34][Batch 109], Speed: 45.661 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.388 [Epoch 34][Batch 119], Speed: 90.584 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.388 [Epoch 34][Batch 129], Speed: 93.515 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.387 [Epoch 34][Batch 139], Speed: 96.436 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.386 [Epoch 34][Batch 149], Speed: 96.117 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.386 [Epoch 34][Batch 159], Speed: 98.776 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.385 [Epoch 34][Batch 169], Speed: 100.124 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.384 [Epoch 34][Batch 179], Speed: 99.403 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.384 [Epoch 34][Batch 189], Speed: 99.827 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.383 [Epoch 34][Batch 199], Speed: 96.278 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.383 [Epoch 34][Batch 209], Speed: 97.736 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.382 [Epoch 34][Batch 219], Speed: 98.403 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.381 [Epoch 34][Batch 229], Speed: 99.634 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.381 [Epoch 34][Batch 239], Speed: 93.439 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.380 [Epoch 34][Batch 249], Speed: 99.480 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.379 [Epoch 34][Batch 259], Speed: 100.669 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.379 [Epoch 34][Batch 269], Speed: 101.722 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.378 [Epoch 34][Batch 279], Speed: 100.524 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.378 [Epoch 34][Batch 289], Speed: 97.109 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.377 [Epoch 34][Batch 299], Speed: 100.186 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.376 [Epoch 34][Batch 309], Speed: 101.109 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.376 [Epoch 34][Batch 319], Speed: 99.518 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.375 [Epoch 34][Batch 329], Speed: 100.400 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.374 [Epoch 34][Batch 339], Speed: 96.583 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.374 [Epoch 34][Batch 349], Speed: 104.236 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.373 [Epoch 34][Batch 359], Speed: 104.707 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.372 [Epoch 34][Batch 369], Speed: 105.107 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.372 [Epoch 34][Batch 379], Speed: 102.645 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.371 [Epoch 34][Batch 389], Speed: 104.644 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.371 [Epoch 34][Batch 399], Speed: 103.283 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.370 [Epoch 34][Batch 409], Speed: 104.723 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.369 [Epoch 34][Batch 419], Speed: 49.699 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.238, HeatmapFocal=2.369 [Epoch 34][Batch 429], Speed: 48.722 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.368 [Epoch 34][Batch 439], Speed: 89.284 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.368 [Epoch 34][Batch 449], Speed: 98.894 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.367 [Epoch 34][Batch 459], Speed: 103.004 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.366 [Epoch 34][Batch 469], Speed: 103.110 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.366 [Epoch 34][Batch 479], Speed: 99.953 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.365 [Epoch 34][Batch 489], Speed: 101.610 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.365 [Epoch 34][Batch 499], Speed: 104.890 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.364 [Epoch 34][Batch 509], Speed: 102.143 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.363 [Epoch 34] Training cost: 181.050, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.363 [Epoch 35][Batch 9], Speed: 100.967 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.240, HeatmapFocal=2.362 [Epoch 35][Batch 19], Speed: 100.985 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.239, HeatmapFocal=2.362 [Epoch 35][Batch 29], Speed: 101.615 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.238, HeatmapFocal=2.361 [Epoch 35][Batch 39], Speed: 98.352 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.239, HeatmapFocal=2.360 [Epoch 35][Batch 49], Speed: 98.456 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.239, HeatmapFocal=2.360 [Epoch 35][Batch 59], Speed: 98.885 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.359 [Epoch 35][Batch 69], Speed: 98.985 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.239, HeatmapFocal=2.358 [Epoch 35][Batch 79], Speed: 101.163 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.358 [Epoch 35][Batch 89], Speed: 98.126 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.357 [Epoch 35][Batch 99], Speed: 101.075 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.239, HeatmapFocal=2.357 [Epoch 35][Batch 109], Speed: 95.482 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.356 [Epoch 35][Batch 119], Speed: 100.759 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.239, HeatmapFocal=2.355 [Epoch 35][Batch 129], Speed: 98.302 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.239, HeatmapFocal=2.355 [Epoch 35][Batch 139], Speed: 97.540 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.354 [Epoch 35][Batch 149], Speed: 100.816 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.353 [Epoch 35][Batch 159], Speed: 104.927 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.353 [Epoch 35][Batch 169], Speed: 105.778 samples/sec, LR=0.000125, WHL1=0.338, CenterRegL1=0.239, HeatmapFocal=2.352 [Epoch 35][Batch 179], Speed: 103.261 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.352 [Epoch 35][Batch 189], Speed: 104.055 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.351 [Epoch 35][Batch 199], Speed: 99.534 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.350 [Epoch 35][Batch 209], Speed: 104.761 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.350 [Epoch 35][Batch 219], Speed: 104.269 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.349 [Epoch 35][Batch 229], Speed: 62.169 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.349 [Epoch 35][Batch 239], Speed: 95.715 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.348 [Epoch 35][Batch 249], Speed: 100.119 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.347 [Epoch 35][Batch 259], Speed: 98.019 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.347 [Epoch 35][Batch 269], Speed: 94.876 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.346 [Epoch 35][Batch 279], Speed: 101.181 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.346 [Epoch 35][Batch 289], Speed: 97.080 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.345 [Epoch 35][Batch 299], Speed: 97.378 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.344 [Epoch 35][Batch 309], Speed: 100.689 samples/sec, LR=0.000125, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.344 [Epoch 35][Batch 319], Speed: 98.251 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.343 [Epoch 35][Batch 329], Speed: 98.556 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.238, HeatmapFocal=2.343 [Epoch 35][Batch 339], Speed: 101.003 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.342 [Epoch 35][Batch 349], Speed: 99.753 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.237, HeatmapFocal=2.341 [Epoch 35][Batch 359], Speed: 97.133 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.237, HeatmapFocal=2.341 [Epoch 35][Batch 369], Speed: 96.080 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.237, HeatmapFocal=2.340 [Epoch 35][Batch 379], Speed: 100.229 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.340 [Epoch 35][Batch 389], Speed: 100.543 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.238, HeatmapFocal=2.339 [Epoch 35][Batch 399], Speed: 99.942 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.338 [Epoch 35][Batch 409], Speed: 98.529 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.338 [Epoch 35][Batch 419], Speed: 98.657 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.337 [Epoch 35][Batch 429], Speed: 96.157 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.337 [Epoch 35][Batch 439], Speed: 101.501 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.336 [Epoch 35][Batch 449], Speed: 100.233 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.237, HeatmapFocal=2.335 [Epoch 35][Batch 459], Speed: 102.440 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.335 [Epoch 35][Batch 469], Speed: 100.406 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.334 [Epoch 35][Batch 479], Speed: 107.285 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.334 [Epoch 35][Batch 489], Speed: 103.113 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.333 [Epoch 35][Batch 499], Speed: 104.371 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.238, HeatmapFocal=2.332 [Epoch 35][Batch 509], Speed: 105.827 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.332 [Epoch 35] Training cost: 173.964, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.331 [Epoch 35] Validation: aeroplane=0.6291378591597585 bicycle=0.7033427321271843 bird=0.6756464806794933 boat=0.4922955897138225 bottle=0.555331282945449 bus=0.6902112900848134 car=0.7152708961375779 cat=0.6669215343660527 chair=0.5589540216045898 cow=0.7414742947832919 diningtable=0.45665979531491535 dog=0.5957954578322108 horse=0.6680590072324362 motorbike=0.6367056710573423 person=0.7528806919578424 pottedplant=0.4257919351100389 sheep=0.7415974538335557 sofa=0.5996696815782463 train=0.728959546196277 tvmonitor=0.6478266304489405 mAP=0.6341265926081919 [Epoch 36][Batch 9], Speed: 93.579 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.230, HeatmapFocal=2.331 [Epoch 36][Batch 19], Speed: 98.170 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.231, HeatmapFocal=2.330 [Epoch 36][Batch 29], Speed: 101.010 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.232, HeatmapFocal=2.330 [Epoch 36][Batch 39], Speed: 101.505 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.232, HeatmapFocal=2.329 [Epoch 36][Batch 49], Speed: 101.350 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.233, HeatmapFocal=2.328 [Epoch 36][Batch 59], Speed: 99.752 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.232, HeatmapFocal=2.328 [Epoch 36][Batch 69], Speed: 97.960 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.233, HeatmapFocal=2.327 [Epoch 36][Batch 79], Speed: 98.386 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.327 [Epoch 36][Batch 89], Speed: 97.065 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.326 [Epoch 36][Batch 99], Speed: 96.766 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.325 [Epoch 36][Batch 109], Speed: 101.047 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.325 [Epoch 36][Batch 119], Speed: 100.661 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.324 [Epoch 36][Batch 129], Speed: 100.907 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.324 [Epoch 36][Batch 139], Speed: 101.630 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.323 [Epoch 36][Batch 149], Speed: 101.556 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.322 [Epoch 36][Batch 159], Speed: 99.505 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.322 [Epoch 36][Batch 169], Speed: 101.289 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.321 [Epoch 36][Batch 179], Speed: 105.429 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.321 [Epoch 36][Batch 189], Speed: 104.762 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 36][Batch 199], Speed: 103.656 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 36][Batch 209], Speed: 104.404 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 36][Batch 219], Speed: 105.035 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 36][Batch 229], Speed: 104.482 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 36][Batch 239], Speed: 59.673 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 36][Batch 249], Speed: 45.242 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 36][Batch 259], Speed: 92.443 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 36][Batch 269], Speed: 94.756 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 36][Batch 279], Speed: 96.523 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.315 [Epoch 36][Batch 289], Speed: 98.400 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.314 [Epoch 36][Batch 299], Speed: 98.552 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.314 [Epoch 36][Batch 309], Speed: 97.631 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.313 [Epoch 36][Batch 319], Speed: 100.253 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.312 [Epoch 36][Batch 329], Speed: 99.686 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.312 [Epoch 36][Batch 339], Speed: 96.532 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.311 [Epoch 36][Batch 349], Speed: 98.579 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.311 [Epoch 36][Batch 359], Speed: 99.980 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.310 [Epoch 36][Batch 369], Speed: 97.578 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.310 [Epoch 36][Batch 379], Speed: 100.930 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.309 [Epoch 36][Batch 389], Speed: 101.091 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.309 [Epoch 36][Batch 399], Speed: 99.920 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.308 [Epoch 36][Batch 409], Speed: 100.563 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.307 [Epoch 36][Batch 419], Speed: 100.175 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.307 [Epoch 36][Batch 429], Speed: 102.327 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 36][Batch 439], Speed: 100.329 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 36][Batch 449], Speed: 96.371 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.305 [Epoch 36][Batch 459], Speed: 101.530 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.305 [Epoch 36][Batch 469], Speed: 102.325 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.304 [Epoch 36][Batch 479], Speed: 102.549 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.304 [Epoch 36][Batch 489], Speed: 104.336 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.303 [Epoch 36][Batch 499], Speed: 107.329 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.303 [Epoch 36][Batch 509], Speed: 106.090 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.302 [Epoch 36] Training cost: 174.516, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.302 [Epoch 37][Batch 9], Speed: 104.587 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.239, HeatmapFocal=2.301 [Epoch 37][Batch 19], Speed: 103.873 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.300 [Epoch 37][Batch 29], Speed: 102.893 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.237, HeatmapFocal=2.300 [Epoch 37][Batch 39], Speed: 93.050 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.299 [Epoch 37][Batch 49], Speed: 89.263 samples/sec, LR=0.000125, WHL1=0.336, CenterRegL1=0.234, HeatmapFocal=2.299 [Epoch 37][Batch 59], Speed: 101.431 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 37][Batch 69], Speed: 104.060 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.298 [Epoch 37][Batch 79], Speed: 103.776 samples/sec, LR=0.000125, WHL1=0.334, CenterRegL1=0.236, HeatmapFocal=2.297 [Epoch 37][Batch 89], Speed: 100.313 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.296 [Epoch 37][Batch 99], Speed: 103.643 samples/sec, LR=0.000125, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.296 [Epoch 37][Batch 109], Speed: 48.670 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.295 [Epoch 37][Batch 119], Speed: 48.989 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.236, HeatmapFocal=2.295 [Epoch 37][Batch 129], Speed: 92.648 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.294 [Epoch 37][Batch 139], Speed: 98.390 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.294 [Epoch 37][Batch 149], Speed: 96.497 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 37][Batch 159], Speed: 97.687 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 37][Batch 169], Speed: 99.668 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 37][Batch 179], Speed: 98.447 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.291 [Epoch 37][Batch 189], Speed: 100.227 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.291 [Epoch 37][Batch 199], Speed: 100.794 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.290 [Epoch 37][Batch 209], Speed: 99.336 samples/sec, LR=0.000125, WHL1=0.330, CenterRegL1=0.237, HeatmapFocal=2.290 [Epoch 37][Batch 219], Speed: 97.665 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.236, HeatmapFocal=2.289 [Epoch 37][Batch 229], Speed: 99.219 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.288 [Epoch 37][Batch 239], Speed: 101.394 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.288 [Epoch 37][Batch 249], Speed: 97.137 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.287 [Epoch 37][Batch 259], Speed: 101.170 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.287 [Epoch 37][Batch 269], Speed: 95.627 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.286 [Epoch 37][Batch 279], Speed: 101.892 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.286 [Epoch 37][Batch 289], Speed: 100.139 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.285 [Epoch 37][Batch 299], Speed: 101.105 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.285 [Epoch 37][Batch 309], Speed: 99.717 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.284 [Epoch 37][Batch 319], Speed: 100.542 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.283 [Epoch 37][Batch 329], Speed: 101.210 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.283 [Epoch 37][Batch 339], Speed: 100.392 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.282 [Epoch 37][Batch 349], Speed: 98.180 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.282 [Epoch 37][Batch 359], Speed: 99.582 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.281 [Epoch 37][Batch 369], Speed: 105.472 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.281 [Epoch 37][Batch 379], Speed: 104.349 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.280 [Epoch 37][Batch 389], Speed: 104.045 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.279 [Epoch 37][Batch 399], Speed: 104.149 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.279 [Epoch 37][Batch 409], Speed: 102.530 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.278 [Epoch 37][Batch 419], Speed: 104.478 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.278 [Epoch 37][Batch 429], Speed: 58.052 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.277 [Epoch 37][Batch 439], Speed: 46.529 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.277 [Epoch 37][Batch 449], Speed: 95.312 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.236, HeatmapFocal=2.276 [Epoch 37][Batch 459], Speed: 99.638 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.236, HeatmapFocal=2.276 [Epoch 37][Batch 469], Speed: 103.224 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.275 [Epoch 37][Batch 479], Speed: 102.033 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.274 [Epoch 37][Batch 489], Speed: 102.326 samples/sec, LR=0.000125, WHL1=0.327, CenterRegL1=0.237, HeatmapFocal=2.274 [Epoch 37][Batch 499], Speed: 102.583 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.273 [Epoch 37][Batch 509], Speed: 104.639 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.273 [Epoch 37] Training cost: 181.186, WHL1=0.328, CenterRegL1=0.237, HeatmapFocal=2.272 [Epoch 38][Batch 9], Speed: 99.887 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.272 [Epoch 38][Batch 19], Speed: 101.417 samples/sec, LR=0.000125, WHL1=0.329, CenterRegL1=0.237, HeatmapFocal=2.271 [Epoch 38][Batch 29], Speed: 100.431 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.237, HeatmapFocal=2.271 [Epoch 38][Batch 39], Speed: 98.997 samples/sec, LR=0.000125, WHL1=0.331, CenterRegL1=0.239, HeatmapFocal=2.270 [Epoch 38][Batch 49], Speed: 100.420 samples/sec, LR=0.000125, WHL1=0.335, CenterRegL1=0.239, HeatmapFocal=2.270 [Epoch 38][Batch 59], Speed: 102.128 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.238, HeatmapFocal=2.269 [Epoch 38][Batch 69], Speed: 94.587 samples/sec, LR=0.000125, WHL1=0.328, CenterRegL1=0.239, HeatmapFocal=2.269 [Epoch 38][Batch 79], Speed: 97.911 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.239, HeatmapFocal=2.268 [Epoch 38][Batch 89], Speed: 97.314 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.239, HeatmapFocal=2.268 [Epoch 38][Batch 99], Speed: 97.927 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.238, HeatmapFocal=2.267 [Epoch 38][Batch 109], Speed: 95.809 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.266 [Epoch 38][Batch 119], Speed: 98.115 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.266 [Epoch 38][Batch 129], Speed: 99.150 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.265 [Epoch 38][Batch 139], Speed: 100.130 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.265 [Epoch 38][Batch 149], Speed: 100.065 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.238, HeatmapFocal=2.264 [Epoch 38][Batch 159], Speed: 101.234 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.238, HeatmapFocal=2.264 [Epoch 38][Batch 169], Speed: 102.062 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.263 [Epoch 38][Batch 179], Speed: 103.665 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.263 [Epoch 38][Batch 189], Speed: 105.075 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.238, HeatmapFocal=2.262 [Epoch 38][Batch 199], Speed: 104.055 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.238, HeatmapFocal=2.261 [Epoch 38][Batch 209], Speed: 102.768 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.238, HeatmapFocal=2.261 [Epoch 38][Batch 219], Speed: 105.057 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.260 [Epoch 38][Batch 229], Speed: 100.504 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.238, HeatmapFocal=2.260 [Epoch 38][Batch 239], Speed: 60.157 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.259 [Epoch 38][Batch 249], Speed: 93.804 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.259 [Epoch 38][Batch 259], Speed: 98.003 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.258 [Epoch 38][Batch 269], Speed: 99.519 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.258 [Epoch 38][Batch 279], Speed: 99.027 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.257 [Epoch 38][Batch 289], Speed: 98.219 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.257 [Epoch 38][Batch 299], Speed: 99.476 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.256 [Epoch 38][Batch 309], Speed: 95.981 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.255 [Epoch 38][Batch 319], Speed: 99.655 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.255 [Epoch 38][Batch 329], Speed: 100.809 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.254 [Epoch 38][Batch 339], Speed: 98.358 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.254 [Epoch 38][Batch 349], Speed: 98.669 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.253 [Epoch 38][Batch 359], Speed: 98.902 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.253 [Epoch 38][Batch 369], Speed: 99.969 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.252 [Epoch 38][Batch 379], Speed: 100.043 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.252 [Epoch 38][Batch 389], Speed: 92.842 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.251 [Epoch 38][Batch 399], Speed: 97.952 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.251 [Epoch 38][Batch 409], Speed: 97.983 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.250 [Epoch 38][Batch 419], Speed: 100.472 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.249 [Epoch 38][Batch 429], Speed: 100.358 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.249 [Epoch 38][Batch 439], Speed: 99.642 samples/sec, LR=0.000125, WHL1=0.325, CenterRegL1=0.237, HeatmapFocal=2.248 [Epoch 38][Batch 449], Speed: 95.710 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.248 [Epoch 38][Batch 459], Speed: 98.629 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.247 [Epoch 38][Batch 469], Speed: 103.041 samples/sec, LR=0.000125, WHL1=0.324, CenterRegL1=0.237, HeatmapFocal=2.247 [Epoch 38][Batch 479], Speed: 99.962 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.246 [Epoch 38][Batch 489], Speed: 106.689 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.237, HeatmapFocal=2.246 [Epoch 38][Batch 499], Speed: 106.176 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.245 [Epoch 38][Batch 509], Speed: 106.181 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.245 [Epoch 38] Training cost: 174.243, WHL1=0.322, CenterRegL1=0.237, HeatmapFocal=2.244 [Epoch 39][Batch 9], Speed: 104.084 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.238, HeatmapFocal=2.244 [Epoch 39][Batch 19], Speed: 103.487 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.243 [Epoch 39][Batch 29], Speed: 103.759 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.243 [Epoch 39][Batch 39], Speed: 55.085 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.242 [Epoch 39][Batch 49], Speed: 51.747 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.242 [Epoch 39][Batch 59], Speed: 87.845 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.241 [Epoch 39][Batch 69], Speed: 98.738 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.240 [Epoch 39][Batch 79], Speed: 98.071 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.240 [Epoch 39][Batch 89], Speed: 97.630 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.239 [Epoch 39][Batch 99], Speed: 96.752 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.239 [Epoch 39][Batch 109], Speed: 99.471 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.238 [Epoch 39][Batch 119], Speed: 99.166 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 39][Batch 129], Speed: 99.009 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.235, HeatmapFocal=2.237 [Epoch 39][Batch 139], Speed: 97.208 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.235, HeatmapFocal=2.237 [Epoch 39][Batch 149], Speed: 98.686 samples/sec, LR=0.000125, WHL1=0.322, CenterRegL1=0.235, HeatmapFocal=2.236 [Epoch 39][Batch 159], Speed: 99.567 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.235, HeatmapFocal=2.236 [Epoch 39][Batch 169], Speed: 101.586 samples/sec, LR=0.000125, WHL1=0.323, CenterRegL1=0.235, HeatmapFocal=2.235 [Epoch 39][Batch 179], Speed: 97.347 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.235 [Epoch 39][Batch 189], Speed: 99.856 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.235, HeatmapFocal=2.234 [Epoch 39][Batch 199], Speed: 99.751 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.234 [Epoch 39][Batch 209], Speed: 100.407 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.233 [Epoch 39][Batch 219], Speed: 99.726 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.233 [Epoch 39][Batch 229], Speed: 97.913 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 39][Batch 239], Speed: 97.216 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.231 [Epoch 39][Batch 249], Speed: 100.701 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.231 [Epoch 39][Batch 259], Speed: 99.943 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.236, HeatmapFocal=2.230 [Epoch 39][Batch 269], Speed: 98.244 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.230 [Epoch 39][Batch 279], Speed: 99.020 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.229 [Epoch 39][Batch 289], Speed: 105.454 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.229 [Epoch 39][Batch 299], Speed: 104.096 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.228 [Epoch 39][Batch 309], Speed: 101.503 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 39][Batch 319], Speed: 104.672 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 39][Batch 329], Speed: 104.922 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 39][Batch 339], Speed: 103.194 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 39][Batch 349], Speed: 103.803 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 39][Batch 359], Speed: 50.468 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 39][Batch 369], Speed: 53.650 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 39][Batch 379], Speed: 97.303 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.224 [Epoch 39][Batch 389], Speed: 100.486 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.224 [Epoch 39][Batch 399], Speed: 93.153 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.223 [Epoch 39][Batch 409], Speed: 99.881 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.222 [Epoch 39][Batch 419], Speed: 96.662 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.222 [Epoch 39][Batch 429], Speed: 100.612 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.221 [Epoch 39][Batch 439], Speed: 97.658 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.221 [Epoch 39][Batch 449], Speed: 100.092 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.220 [Epoch 39][Batch 459], Speed: 102.728 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.220 [Epoch 39][Batch 469], Speed: 103.435 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.219 [Epoch 39][Batch 479], Speed: 104.129 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.219 [Epoch 39][Batch 489], Speed: 101.831 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.218 [Epoch 39][Batch 499], Speed: 104.909 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.218 [Epoch 39][Batch 509], Speed: 101.443 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.217 [Epoch 39] Training cost: 178.675, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.217 [Epoch 40][Batch 9], Speed: 96.782 samples/sec, LR=0.000125, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.217 [Epoch 40][Batch 19], Speed: 98.983 samples/sec, LR=0.000125, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.216 [Epoch 40][Batch 29], Speed: 99.000 samples/sec, LR=0.000125, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.215 [Epoch 40][Batch 39], Speed: 98.644 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.215 [Epoch 40][Batch 49], Speed: 98.495 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 40][Batch 59], Speed: 100.677 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 40][Batch 69], Speed: 100.851 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 40][Batch 79], Speed: 96.862 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 40][Batch 89], Speed: 98.691 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.212 [Epoch 40][Batch 99], Speed: 103.705 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.212 [Epoch 40][Batch 109], Speed: 101.825 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.211 [Epoch 40][Batch 119], Speed: 104.490 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.211 [Epoch 40][Batch 129], Speed: 104.520 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.210 [Epoch 40][Batch 139], Speed: 104.011 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.236, HeatmapFocal=2.210 [Epoch 40][Batch 149], Speed: 102.348 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.209 [Epoch 40][Batch 159], Speed: 103.894 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.209 [Epoch 40][Batch 169], Speed: 70.243 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.208 [Epoch 40][Batch 179], Speed: 101.676 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.208 [Epoch 40][Batch 189], Speed: 103.662 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.207 [Epoch 40][Batch 199], Speed: 103.236 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.207 [Epoch 40][Batch 209], Speed: 104.563 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.206 [Epoch 40][Batch 219], Speed: 104.572 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.235, HeatmapFocal=2.206 [Epoch 40][Batch 229], Speed: 51.353 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.205 [Epoch 40][Batch 239], Speed: 49.820 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.205 [Epoch 40][Batch 249], Speed: 93.881 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.204 [Epoch 40][Batch 259], Speed: 99.857 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.204 [Epoch 40][Batch 269], Speed: 99.854 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.203 [Epoch 40][Batch 279], Speed: 98.017 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.203 [Epoch 40][Batch 289], Speed: 99.981 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.202 [Epoch 40][Batch 299], Speed: 97.740 samples/sec, LR=0.000125, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.202 [Epoch 40][Batch 309], Speed: 101.177 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.201 [Epoch 40][Batch 319], Speed: 101.326 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.201 [Epoch 40][Batch 329], Speed: 100.054 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.200 [Epoch 40][Batch 339], Speed: 99.338 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.200 [Epoch 40][Batch 349], Speed: 94.826 samples/sec, LR=0.000125, WHL1=0.320, CenterRegL1=0.235, HeatmapFocal=2.200 [Epoch 40][Batch 359], Speed: 100.979 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.199 [Epoch 40][Batch 369], Speed: 97.049 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.199 [Epoch 40][Batch 379], Speed: 97.992 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.198 [Epoch 40][Batch 389], Speed: 100.989 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.198 [Epoch 40][Batch 399], Speed: 98.994 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.197 [Epoch 40][Batch 409], Speed: 101.244 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.197 [Epoch 40][Batch 419], Speed: 99.527 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.196 [Epoch 40][Batch 429], Speed: 97.622 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.196 [Epoch 40][Batch 439], Speed: 99.602 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.195 [Epoch 40][Batch 449], Speed: 98.495 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.195 [Epoch 40][Batch 459], Speed: 102.414 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.194 [Epoch 40][Batch 469], Speed: 102.125 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.194 [Epoch 40][Batch 479], Speed: 105.014 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.193 [Epoch 40][Batch 489], Speed: 107.062 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.193 [Epoch 40][Batch 499], Speed: 106.457 samples/sec, LR=0.000125, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.192 [Epoch 40][Batch 509], Speed: 105.565 samples/sec, LR=0.000125, WHL1=0.318, CenterRegL1=0.236, HeatmapFocal=2.192 [Epoch 40] Training cost: 176.507, WHL1=0.319, CenterRegL1=0.236, HeatmapFocal=2.191 [Epoch 40] Validation: aeroplane=0.677200783208391 bicycle=0.7393439417895662 bird=0.6986301354871898 boat=0.5635461626738203 bottle=0.5659718909651718 bus=0.66955849266755 car=0.7734023129840395 cat=0.6054963583983644 chair=0.5522016013913039 cow=0.7504281441877567 diningtable=0.5265889747413728 dog=0.6723871345575329 horse=0.7887525079762558 motorbike=0.7638415956366641 person=0.7499552996837654 pottedplant=0.4853021704403077 sheep=0.7145818896501879 sofa=0.5985194941833505 train=0.7355038011165261 tvmonitor=0.719608485218269 mAP=0.6675410588478692 [Epoch 41][Batch 9], Speed: 97.661 samples/sec, LR=0.000125, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=2.191 [Epoch 41][Batch 19], Speed: 101.583 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=2.190 [Epoch 41][Batch 29], Speed: 99.235 samples/sec, LR=0.000125, WHL1=0.295, CenterRegL1=0.235, HeatmapFocal=2.190 [Epoch 41][Batch 39], Speed: 98.266 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=2.189 [Epoch 41][Batch 49], Speed: 99.565 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.189 [Epoch 41][Batch 59], Speed: 100.439 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.188 [Epoch 41][Batch 69], Speed: 100.712 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.236, HeatmapFocal=2.188 [Epoch 41][Batch 79], Speed: 99.530 samples/sec, LR=0.000125, WHL1=0.307, CenterRegL1=0.236, HeatmapFocal=2.187 [Epoch 41][Batch 89], Speed: 100.609 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.187 [Epoch 41][Batch 99], Speed: 99.439 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.186 [Epoch 41][Batch 109], Speed: 96.343 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.186 [Epoch 41][Batch 119], Speed: 96.811 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.185 [Epoch 41][Batch 129], Speed: 97.994 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.235, HeatmapFocal=2.185 [Epoch 41][Batch 139], Speed: 98.825 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.184 [Epoch 41][Batch 149], Speed: 100.997 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.184 [Epoch 41][Batch 159], Speed: 100.738 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.183 [Epoch 41][Batch 169], Speed: 101.597 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.235, HeatmapFocal=2.183 [Epoch 41][Batch 179], Speed: 101.433 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.182 [Epoch 41][Batch 189], Speed: 104.829 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.182 [Epoch 41][Batch 199], Speed: 103.835 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.235, HeatmapFocal=2.181 [Epoch 41][Batch 209], Speed: 103.863 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.181 [Epoch 41][Batch 219], Speed: 104.535 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.181 [Epoch 41][Batch 229], Speed: 101.763 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.180 [Epoch 41][Batch 239], Speed: 103.292 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.180 [Epoch 41][Batch 249], Speed: 59.375 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.179 [Epoch 41][Batch 259], Speed: 93.968 samples/sec, LR=0.000125, WHL1=0.316, CenterRegL1=0.236, HeatmapFocal=2.179 [Epoch 41][Batch 269], Speed: 98.782 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.178 [Epoch 41][Batch 279], Speed: 95.548 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.178 [Epoch 41][Batch 289], Speed: 99.274 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.177 [Epoch 41][Batch 299], Speed: 98.843 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.177 [Epoch 41][Batch 309], Speed: 95.755 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.176 [Epoch 41][Batch 319], Speed: 100.481 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.176 [Epoch 41][Batch 329], Speed: 98.978 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.175 [Epoch 41][Batch 339], Speed: 99.859 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.175 [Epoch 41][Batch 349], Speed: 95.088 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.174 [Epoch 41][Batch 359], Speed: 99.293 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.174 [Epoch 41][Batch 369], Speed: 99.359 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.173 [Epoch 41][Batch 379], Speed: 98.800 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.173 [Epoch 41][Batch 389], Speed: 95.801 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.172 [Epoch 41][Batch 399], Speed: 102.070 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.172 [Epoch 41][Batch 409], Speed: 100.021 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.171 [Epoch 41][Batch 419], Speed: 100.319 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.171 [Epoch 41][Batch 429], Speed: 100.272 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.170 [Epoch 41][Batch 439], Speed: 98.349 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.170 [Epoch 41][Batch 449], Speed: 100.929 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.169 [Epoch 41][Batch 459], Speed: 100.379 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.169 [Epoch 41][Batch 469], Speed: 103.626 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.235, HeatmapFocal=2.168 [Epoch 41][Batch 479], Speed: 100.405 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.168 [Epoch 41][Batch 489], Speed: 104.537 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.168 [Epoch 41][Batch 499], Speed: 105.919 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.167 [Epoch 41][Batch 509], Speed: 106.150 samples/sec, LR=0.000125, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.167 [Epoch 41] Training cost: 174.957, WHL1=0.315, CenterRegL1=0.236, HeatmapFocal=2.166 [Epoch 42][Batch 9], Speed: 103.784 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.166 [Epoch 42][Batch 19], Speed: 103.303 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.235, HeatmapFocal=2.165 [Epoch 42][Batch 29], Speed: 102.960 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 42][Batch 39], Speed: 104.935 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.235, HeatmapFocal=2.164 [Epoch 42][Batch 49], Speed: 57.569 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.164 [Epoch 42][Batch 59], Speed: 92.152 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.163 [Epoch 42][Batch 69], Speed: 100.055 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.236, HeatmapFocal=2.163 [Epoch 42][Batch 79], Speed: 100.103 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.162 [Epoch 42][Batch 89], Speed: 98.717 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.162 [Epoch 42][Batch 99], Speed: 98.390 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.161 [Epoch 42][Batch 109], Speed: 98.605 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.161 [Epoch 42][Batch 119], Speed: 98.674 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.160 [Epoch 42][Batch 129], Speed: 97.211 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.160 [Epoch 42][Batch 139], Speed: 95.900 samples/sec, LR=0.000125, WHL1=0.308, CenterRegL1=0.238, HeatmapFocal=2.159 [Epoch 42][Batch 149], Speed: 98.011 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.238, HeatmapFocal=2.159 [Epoch 42][Batch 159], Speed: 99.341 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.237, HeatmapFocal=2.158 [Epoch 42][Batch 169], Speed: 101.488 samples/sec, LR=0.000125, WHL1=0.309, CenterRegL1=0.238, HeatmapFocal=2.158 [Epoch 42][Batch 179], Speed: 98.652 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.157 [Epoch 42][Batch 189], Speed: 97.295 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.237, HeatmapFocal=2.157 [Epoch 42][Batch 199], Speed: 100.805 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.237, HeatmapFocal=2.156 [Epoch 42][Batch 209], Speed: 100.634 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.237, HeatmapFocal=2.156 [Epoch 42][Batch 219], Speed: 97.111 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.156 [Epoch 42][Batch 229], Speed: 100.211 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.155 [Epoch 42][Batch 239], Speed: 99.635 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.155 [Epoch 42][Batch 249], Speed: 99.576 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.237, HeatmapFocal=2.154 [Epoch 42][Batch 259], Speed: 100.741 samples/sec, LR=0.000125, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.154 [Epoch 42][Batch 269], Speed: 99.313 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.153 [Epoch 42][Batch 279], Speed: 94.720 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.153 [Epoch 42][Batch 289], Speed: 98.342 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.152 [Epoch 42][Batch 299], Speed: 104.767 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.237, HeatmapFocal=2.152 [Epoch 42][Batch 309], Speed: 103.759 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.151 [Epoch 42][Batch 319], Speed: 104.540 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.151 [Epoch 42][Batch 329], Speed: 101.851 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.151 [Epoch 42][Batch 339], Speed: 105.216 samples/sec, LR=0.000125, WHL1=0.313, CenterRegL1=0.236, HeatmapFocal=2.150 [Epoch 42][Batch 349], Speed: 103.366 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.150 [Epoch 42][Batch 359], Speed: 104.171 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.149 [Epoch 42][Batch 369], Speed: 59.397 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.149 [Epoch 42][Batch 379], Speed: 101.066 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.148 [Epoch 42][Batch 389], Speed: 104.806 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.148 [Epoch 42][Batch 399], Speed: 102.240 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.147 [Epoch 42][Batch 409], Speed: 102.261 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.147 [Epoch 42][Batch 419], Speed: 103.938 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.146 [Epoch 42][Batch 429], Speed: 90.562 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.146 [Epoch 42][Batch 439], Speed: 102.469 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.145 [Epoch 42][Batch 449], Speed: 103.830 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.145 [Epoch 42][Batch 459], Speed: 106.177 samples/sec, LR=0.000125, WHL1=0.310, CenterRegL1=0.236, HeatmapFocal=2.145 [Epoch 42][Batch 469], Speed: 105.947 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.144 [Epoch 42][Batch 479], Speed: 105.636 samples/sec, LR=0.000125, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.144 [Epoch 42][Batch 489], Speed: 106.006 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.143 [Epoch 42][Batch 499], Speed: 105.592 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.143 [Epoch 42][Batch 509], Speed: 105.284 samples/sec, LR=0.000125, WHL1=0.312, CenterRegL1=0.236, HeatmapFocal=2.142 [Epoch 42] Training cost: 175.288, WHL1=0.311, CenterRegL1=0.236, HeatmapFocal=2.142 [Epoch 43][Batch 9], Speed: 104.649 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.240, HeatmapFocal=2.142 [Epoch 43][Batch 19], Speed: 104.870 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.237, HeatmapFocal=2.141 [Epoch 43][Batch 29], Speed: 104.681 samples/sec, LR=0.000125, WHL1=0.306, CenterRegL1=0.235, HeatmapFocal=2.141 [Epoch 43][Batch 39], Speed: 105.216 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.140 [Epoch 43][Batch 49], Speed: 104.638 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.140 [Epoch 43][Batch 59], Speed: 105.616 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.139 [Epoch 43][Batch 69], Speed: 102.653 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.139 [Epoch 43][Batch 79], Speed: 105.601 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.138 [Epoch 43][Batch 89], Speed: 104.753 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.138 [Epoch 43][Batch 99], Speed: 104.656 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.137 [Epoch 43][Batch 109], Speed: 104.963 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.137 [Epoch 43][Batch 119], Speed: 105.706 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.136 [Epoch 43][Batch 129], Speed: 99.708 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.136 [Epoch 43][Batch 139], Speed: 104.927 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.237, HeatmapFocal=2.136 [Epoch 43][Batch 149], Speed: 105.541 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.135 [Epoch 43][Batch 159], Speed: 102.387 samples/sec, LR=0.000125, WHL1=0.297, CenterRegL1=0.236, HeatmapFocal=2.135 [Epoch 43][Batch 169], Speed: 106.001 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.134 [Epoch 43][Batch 179], Speed: 104.512 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.134 [Epoch 43][Batch 189], Speed: 104.978 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.133 [Epoch 43][Batch 199], Speed: 105.156 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.133 [Epoch 43][Batch 209], Speed: 104.887 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.132 [Epoch 43][Batch 219], Speed: 105.768 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.132 [Epoch 43][Batch 229], Speed: 105.236 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.132 [Epoch 43][Batch 239], Speed: 104.883 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.131 [Epoch 43][Batch 249], Speed: 104.416 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.131 [Epoch 43][Batch 259], Speed: 104.444 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.236, HeatmapFocal=2.130 [Epoch 43][Batch 269], Speed: 104.694 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.130 [Epoch 43][Batch 279], Speed: 105.679 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.129 [Epoch 43][Batch 289], Speed: 105.100 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.129 [Epoch 43][Batch 299], Speed: 105.578 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.128 [Epoch 43][Batch 309], Speed: 104.939 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.128 [Epoch 43][Batch 319], Speed: 104.821 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.127 [Epoch 43][Batch 329], Speed: 105.013 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.127 [Epoch 43][Batch 339], Speed: 104.687 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.127 [Epoch 43][Batch 349], Speed: 105.549 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.126 [Epoch 43][Batch 359], Speed: 105.377 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.126 [Epoch 43][Batch 369], Speed: 105.881 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.125 [Epoch 43][Batch 379], Speed: 104.861 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.125 [Epoch 43][Batch 389], Speed: 106.105 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.124 [Epoch 43][Batch 399], Speed: 102.758 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.124 [Epoch 43][Batch 409], Speed: 103.966 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.123 [Epoch 43][Batch 419], Speed: 105.057 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.123 [Epoch 43][Batch 429], Speed: 102.875 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.122 [Epoch 43][Batch 439], Speed: 105.453 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.122 [Epoch 43][Batch 449], Speed: 103.405 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.122 [Epoch 43][Batch 459], Speed: 107.402 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.121 [Epoch 43][Batch 469], Speed: 107.634 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.121 [Epoch 43][Batch 479], Speed: 107.848 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.120 [Epoch 43][Batch 489], Speed: 106.965 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.120 [Epoch 43][Batch 499], Speed: 106.924 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.119 [Epoch 43][Batch 509], Speed: 107.404 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.119 [Epoch 43] Training cost: 160.844, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.119 [Epoch 44][Batch 9], Speed: 103.041 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.229, HeatmapFocal=2.118 [Epoch 44][Batch 19], Speed: 105.031 samples/sec, LR=0.000125, WHL1=0.290, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 44][Batch 29], Speed: 103.792 samples/sec, LR=0.000125, WHL1=0.292, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 44][Batch 39], Speed: 105.787 samples/sec, LR=0.000125, WHL1=0.294, CenterRegL1=0.235, HeatmapFocal=2.117 [Epoch 44][Batch 49], Speed: 104.213 samples/sec, LR=0.000125, WHL1=0.296, CenterRegL1=0.235, HeatmapFocal=2.116 [Epoch 44][Batch 59], Speed: 106.197 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.235, HeatmapFocal=2.116 [Epoch 44][Batch 69], Speed: 105.309 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.115 [Epoch 44][Batch 79], Speed: 102.045 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.115 [Epoch 44][Batch 89], Speed: 105.464 samples/sec, LR=0.000125, WHL1=0.298, CenterRegL1=0.236, HeatmapFocal=2.115 [Epoch 44][Batch 99], Speed: 105.814 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.114 [Epoch 44][Batch 109], Speed: 104.947 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.114 [Epoch 44][Batch 119], Speed: 105.145 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.235, HeatmapFocal=2.113 [Epoch 44][Batch 129], Speed: 104.576 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.113 [Epoch 44][Batch 139], Speed: 104.865 samples/sec, LR=0.000125, WHL1=0.299, CenterRegL1=0.236, HeatmapFocal=2.112 [Epoch 44][Batch 149], Speed: 104.742 samples/sec, LR=0.000125, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=2.112 [Epoch 44][Batch 159], Speed: 104.992 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.111 [Epoch 44][Batch 169], Speed: 105.975 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.111 [Epoch 44][Batch 179], Speed: 105.547 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.111 [Epoch 44][Batch 189], Speed: 102.674 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.110 [Epoch 44][Batch 199], Speed: 103.986 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.110 [Epoch 44][Batch 209], Speed: 101.963 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.109 [Epoch 44][Batch 219], Speed: 105.641 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.236, HeatmapFocal=2.109 [Epoch 44][Batch 229], Speed: 105.893 samples/sec, LR=0.000125, WHL1=0.301, CenterRegL1=0.235, HeatmapFocal=2.108 [Epoch 44][Batch 239], Speed: 104.322 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.108 [Epoch 44][Batch 249], Speed: 103.085 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.108 [Epoch 44][Batch 259], Speed: 104.497 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.107 [Epoch 44][Batch 269], Speed: 104.542 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.107 [Epoch 44][Batch 279], Speed: 104.248 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.106 [Epoch 44][Batch 289], Speed: 105.143 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.106 [Epoch 44][Batch 299], Speed: 102.383 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.105 [Epoch 44][Batch 309], Speed: 104.811 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.105 [Epoch 44][Batch 319], Speed: 104.716 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.105 [Epoch 44][Batch 329], Speed: 105.337 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.104 [Epoch 44][Batch 339], Speed: 105.829 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.104 [Epoch 44][Batch 349], Speed: 105.756 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.235, HeatmapFocal=2.103 [Epoch 44][Batch 359], Speed: 103.801 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.103 [Epoch 44][Batch 369], Speed: 104.715 samples/sec, LR=0.000125, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=2.102 [Epoch 44][Batch 379], Speed: 105.229 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.102 [Epoch 44][Batch 389], Speed: 105.516 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.101 [Epoch 44][Batch 399], Speed: 104.162 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.101 [Epoch 44][Batch 409], Speed: 104.196 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.101 [Epoch 44][Batch 419], Speed: 105.174 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.100 [Epoch 44][Batch 429], Speed: 105.286 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.100 [Epoch 44][Batch 439], Speed: 104.076 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.099 [Epoch 44][Batch 449], Speed: 106.554 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.099 [Epoch 44][Batch 459], Speed: 106.725 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.098 [Epoch 44][Batch 469], Speed: 107.970 samples/sec, LR=0.000125, WHL1=0.303, CenterRegL1=0.236, HeatmapFocal=2.098 [Epoch 44][Batch 479], Speed: 106.846 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.098 [Epoch 44][Batch 489], Speed: 107.209 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.236, HeatmapFocal=2.097 [Epoch 44][Batch 499], Speed: 107.301 samples/sec, LR=0.000125, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.097 [Epoch 44][Batch 509], Speed: 107.848 samples/sec, LR=1.25e-05, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.096 [Epoch 44] Training cost: 160.560, WHL1=0.304, CenterRegL1=0.235, HeatmapFocal=2.096 [Epoch 45][Batch 9], Speed: 101.320 samples/sec, LR=1.25e-05, WHL1=0.289, CenterRegL1=0.235, HeatmapFocal=2.096 [Epoch 45][Batch 19], Speed: 105.068 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.236, HeatmapFocal=2.095 [Epoch 45][Batch 29], Speed: 105.307 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.237, HeatmapFocal=2.095 [Epoch 45][Batch 39], Speed: 105.583 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.238, HeatmapFocal=2.094 [Epoch 45][Batch 49], Speed: 105.447 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.094 [Epoch 45][Batch 59], Speed: 105.499 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.237, HeatmapFocal=2.093 [Epoch 45][Batch 69], Speed: 102.530 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.238, HeatmapFocal=2.093 [Epoch 45][Batch 79], Speed: 104.908 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.092 [Epoch 45][Batch 89], Speed: 104.588 samples/sec, LR=1.25e-05, WHL1=0.284, CenterRegL1=0.238, HeatmapFocal=2.092 [Epoch 45][Batch 99], Speed: 104.814 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.238, HeatmapFocal=2.091 [Epoch 45][Batch 109], Speed: 101.410 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.237, HeatmapFocal=2.091 [Epoch 45][Batch 119], Speed: 104.970 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.237, HeatmapFocal=2.090 [Epoch 45][Batch 129], Speed: 104.022 samples/sec, LR=1.25e-05, WHL1=0.283, CenterRegL1=0.237, HeatmapFocal=2.090 [Epoch 45][Batch 139], Speed: 105.326 samples/sec, LR=1.25e-05, WHL1=0.282, CenterRegL1=0.237, HeatmapFocal=2.089 [Epoch 45][Batch 149], Speed: 104.728 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.237, HeatmapFocal=2.089 [Epoch 45][Batch 159], Speed: 105.502 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.237, HeatmapFocal=2.088 [Epoch 45][Batch 169], Speed: 104.511 samples/sec, LR=1.25e-05, WHL1=0.281, CenterRegL1=0.236, HeatmapFocal=2.088 [Epoch 45][Batch 179], Speed: 104.992 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.088 [Epoch 45][Batch 189], Speed: 103.641 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.087 [Epoch 45][Batch 199], Speed: 105.220 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.236, HeatmapFocal=2.087 [Epoch 45][Batch 209], Speed: 105.404 samples/sec, LR=1.25e-05, WHL1=0.279, CenterRegL1=0.236, HeatmapFocal=2.086 [Epoch 45][Batch 219], Speed: 105.588 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.086 [Epoch 45][Batch 229], Speed: 105.443 samples/sec, LR=1.25e-05, WHL1=0.278, CenterRegL1=0.236, HeatmapFocal=2.085 [Epoch 45][Batch 239], Speed: 106.095 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.236, HeatmapFocal=2.085 [Epoch 45][Batch 249], Speed: 102.674 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.084 [Epoch 45][Batch 259], Speed: 105.851 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.236, HeatmapFocal=2.084 [Epoch 45][Batch 269], Speed: 103.178 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=2.083 [Epoch 45][Batch 279], Speed: 105.328 samples/sec, LR=1.25e-05, WHL1=0.277, CenterRegL1=0.235, HeatmapFocal=2.083 [Epoch 45][Batch 289], Speed: 104.985 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.082 [Epoch 45][Batch 299], Speed: 105.390 samples/sec, LR=1.25e-05, WHL1=0.276, CenterRegL1=0.235, HeatmapFocal=2.082 [Epoch 45][Batch 309], Speed: 105.965 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.081 [Epoch 45][Batch 319], Speed: 105.106 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.081 [Epoch 45][Batch 329], Speed: 104.510 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.080 [Epoch 45][Batch 339], Speed: 105.882 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.080 [Epoch 45][Batch 349], Speed: 106.227 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.079 [Epoch 45][Batch 359], Speed: 104.241 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.079 [Epoch 45][Batch 369], Speed: 104.896 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.078 [Epoch 45][Batch 379], Speed: 105.495 samples/sec, LR=1.25e-05, WHL1=0.275, CenterRegL1=0.235, HeatmapFocal=2.078 [Epoch 45][Batch 389], Speed: 105.173 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.077 [Epoch 45][Batch 399], Speed: 103.355 samples/sec, LR=1.25e-05, WHL1=0.274, CenterRegL1=0.235, HeatmapFocal=2.077 [Epoch 45][Batch 409], Speed: 105.135 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.076 [Epoch 45][Batch 419], Speed: 106.263 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.076 [Epoch 45][Batch 429], Speed: 105.186 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.075 [Epoch 45][Batch 439], Speed: 105.743 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.075 [Epoch 45][Batch 449], Speed: 104.469 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.074 [Epoch 45][Batch 459], Speed: 105.295 samples/sec, LR=1.25e-05, WHL1=0.273, CenterRegL1=0.235, HeatmapFocal=2.074 [Epoch 45][Batch 469], Speed: 107.438 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.073 [Epoch 45][Batch 479], Speed: 107.248 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.073 [Epoch 45][Batch 489], Speed: 106.924 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.072 [Epoch 45][Batch 499], Speed: 106.654 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.072 [Epoch 45][Batch 509], Speed: 107.353 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.072 [Epoch 45] Training cost: 161.028, WHL1=0.272, CenterRegL1=0.235, HeatmapFocal=2.071 [Epoch 45] Validation: aeroplane=0.7342125536728248 bicycle=0.7536329689284629 bird=0.7450318500013103 boat=0.5835797624666139 bottle=0.593375223673049 bus=0.818392768813702 car=0.8451473787914674 cat=0.8051985518294523 chair=0.6147746132336596 cow=0.8458823925068365 diningtable=0.5913885586422638 dog=0.8041694955641578 horse=0.8583231271892015 motorbike=0.7718088422912426 person=0.7701548455081083 pottedplant=0.49300815293830225 sheep=0.8119994234247653 sofa=0.68123439118345 train=0.7721493993108927 tvmonitor=0.7666102851774309 mAP=0.7330037292573597 [Epoch 46][Batch 9], Speed: 104.960 samples/sec, LR=1.25e-05, WHL1=0.290, CenterRegL1=0.228, HeatmapFocal=2.071 [Epoch 46][Batch 19], Speed: 104.660 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.234, HeatmapFocal=2.070 [Epoch 46][Batch 29], Speed: 104.282 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 46][Batch 39], Speed: 105.425 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.231, HeatmapFocal=2.069 [Epoch 46][Batch 49], Speed: 104.645 samples/sec, LR=1.25e-05, WHL1=0.271, CenterRegL1=0.231, HeatmapFocal=2.069 [Epoch 46][Batch 59], Speed: 105.576 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.232, HeatmapFocal=2.068 [Epoch 46][Batch 69], Speed: 105.553 samples/sec, LR=1.25e-05, WHL1=0.272, CenterRegL1=0.232, HeatmapFocal=2.068 [Epoch 46][Batch 79], Speed: 105.147 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 46][Batch 89], Speed: 104.850 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 46][Batch 99], Speed: 105.580 samples/sec, LR=1.25e-05, WHL1=0.265, CenterRegL1=0.232, HeatmapFocal=2.066 [Epoch 46][Batch 109], Speed: 105.674 samples/sec, LR=1.25e-05, WHL1=0.266, CenterRegL1=0.232, HeatmapFocal=2.066 [Epoch 46][Batch 119], Speed: 104.417 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 46][Batch 129], Speed: 105.754 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 46][Batch 139], Speed: 105.012 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.231, HeatmapFocal=2.064 [Epoch 46][Batch 149], Speed: 104.982 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.231, HeatmapFocal=2.064 [Epoch 46][Batch 159], Speed: 105.282 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.063 [Epoch 46][Batch 169], Speed: 102.742 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.232, HeatmapFocal=2.063 [Epoch 46][Batch 179], Speed: 105.584 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.232, HeatmapFocal=2.062 [Epoch 46][Batch 189], Speed: 104.333 samples/sec, LR=1.25e-05, WHL1=0.260, CenterRegL1=0.231, HeatmapFocal=2.062 [Epoch 46][Batch 199], Speed: 105.218 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.231, HeatmapFocal=2.061 [Epoch 46][Batch 209], Speed: 105.918 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.231, HeatmapFocal=2.061 [Epoch 46][Batch 219], Speed: 105.883 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.231, HeatmapFocal=2.060 [Epoch 46][Batch 229], Speed: 105.355 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=2.060 [Epoch 46][Batch 239], Speed: 105.949 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.059 [Epoch 46][Batch 249], Speed: 104.631 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.059 [Epoch 46][Batch 259], Speed: 104.671 samples/sec, LR=1.25e-05, WHL1=0.264, CenterRegL1=0.232, HeatmapFocal=2.058 [Epoch 46][Batch 269], Speed: 102.468 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.058 [Epoch 46][Batch 279], Speed: 105.358 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.057 [Epoch 46][Batch 289], Speed: 104.138 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.057 [Epoch 46][Batch 299], Speed: 105.339 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.056 [Epoch 46][Batch 309], Speed: 104.261 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.056 [Epoch 46][Batch 319], Speed: 103.849 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.056 [Epoch 46][Batch 329], Speed: 104.559 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.055 [Epoch 46][Batch 339], Speed: 105.076 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.055 [Epoch 46][Batch 349], Speed: 102.112 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.054 [Epoch 46][Batch 359], Speed: 101.595 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.054 [Epoch 46][Batch 369], Speed: 104.894 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.053 [Epoch 46][Batch 379], Speed: 104.433 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.053 [Epoch 46][Batch 389], Speed: 105.393 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.052 [Epoch 46][Batch 399], Speed: 105.492 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.052 [Epoch 46][Batch 409], Speed: 105.045 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.051 [Epoch 46][Batch 419], Speed: 105.611 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.051 [Epoch 46][Batch 429], Speed: 105.148 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.050 [Epoch 46][Batch 439], Speed: 104.827 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.050 [Epoch 46][Batch 449], Speed: 105.352 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.049 [Epoch 46][Batch 459], Speed: 105.484 samples/sec, LR=1.25e-05, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.049 [Epoch 46][Batch 469], Speed: 107.414 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.048 [Epoch 46][Batch 479], Speed: 107.395 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.048 [Epoch 46][Batch 489], Speed: 107.063 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.047 [Epoch 46][Batch 499], Speed: 107.236 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.047 [Epoch 46][Batch 509], Speed: 107.295 samples/sec, LR=1.25e-05, WHL1=0.263, CenterRegL1=0.232, HeatmapFocal=2.046 [Epoch 46] Training cost: 160.519, WHL1=0.262, CenterRegL1=0.232, HeatmapFocal=2.046 [Epoch 47][Batch 9], Speed: 103.553 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.225, HeatmapFocal=2.046 [Epoch 47][Batch 19], Speed: 105.537 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 47][Batch 29], Speed: 105.804 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 47][Batch 39], Speed: 105.482 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 47][Batch 49], Speed: 105.647 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 47][Batch 59], Speed: 104.942 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 47][Batch 69], Speed: 104.449 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 47][Batch 79], Speed: 101.905 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 47][Batch 89], Speed: 104.535 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 47][Batch 99], Speed: 105.015 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.041 [Epoch 47][Batch 109], Speed: 105.619 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.041 [Epoch 47][Batch 119], Speed: 105.537 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.040 [Epoch 47][Batch 129], Speed: 105.345 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.040 [Epoch 47][Batch 139], Speed: 105.998 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=2.039 [Epoch 47][Batch 149], Speed: 102.849 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 47][Batch 159], Speed: 105.076 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 47][Batch 169], Speed: 105.743 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 47][Batch 179], Speed: 105.526 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 47][Batch 189], Speed: 105.177 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 47][Batch 199], Speed: 105.979 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 47][Batch 209], Speed: 105.653 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 47][Batch 219], Speed: 103.546 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 47][Batch 229], Speed: 104.797 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 47][Batch 239], Speed: 106.082 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 47][Batch 249], Speed: 104.371 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 47][Batch 259], Speed: 102.500 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 47][Batch 269], Speed: 105.261 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 47][Batch 279], Speed: 105.338 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 47][Batch 289], Speed: 105.270 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 47][Batch 299], Speed: 105.862 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 47][Batch 309], Speed: 105.963 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 47][Batch 319], Speed: 105.276 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 47][Batch 329], Speed: 105.813 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 47][Batch 339], Speed: 105.786 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 47][Batch 349], Speed: 105.811 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 47][Batch 359], Speed: 105.955 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 47][Batch 369], Speed: 103.242 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 47][Batch 379], Speed: 104.774 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 47][Batch 389], Speed: 104.323 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 47][Batch 399], Speed: 106.013 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.027 [Epoch 47][Batch 409], Speed: 104.936 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.027 [Epoch 47][Batch 419], Speed: 105.775 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.026 [Epoch 47][Batch 429], Speed: 102.160 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=2.026 [Epoch 47][Batch 439], Speed: 105.376 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=2.025 [Epoch 47][Batch 449], Speed: 104.883 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 47][Batch 459], Speed: 107.368 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.024 [Epoch 47][Batch 469], Speed: 107.462 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.024 [Epoch 47][Batch 479], Speed: 107.619 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=2.023 [Epoch 47][Batch 489], Speed: 107.341 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=2.023 [Epoch 47][Batch 499], Speed: 107.668 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=2.022 [Epoch 47][Batch 509], Speed: 107.096 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.022 [Epoch 47] Training cost: 160.582, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=2.021 [Epoch 48][Batch 9], Speed: 105.358 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=2.021 [Epoch 48][Batch 19], Speed: 104.664 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 48][Batch 29], Speed: 105.917 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 48][Batch 39], Speed: 105.692 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 48][Batch 49], Speed: 104.380 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=2.019 [Epoch 48][Batch 59], Speed: 105.916 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=2.019 [Epoch 48][Batch 69], Speed: 105.338 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 48][Batch 79], Speed: 103.841 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 48][Batch 89], Speed: 104.369 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=2.017 [Epoch 48][Batch 99], Speed: 100.358 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=2.017 [Epoch 48][Batch 109], Speed: 105.601 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=2.016 [Epoch 48][Batch 119], Speed: 105.866 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=2.016 [Epoch 48][Batch 129], Speed: 104.297 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 48][Batch 139], Speed: 105.282 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 48][Batch 149], Speed: 105.399 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 48][Batch 159], Speed: 105.761 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 48][Batch 169], Speed: 105.132 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 48][Batch 179], Speed: 105.122 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 48][Batch 189], Speed: 104.343 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 48][Batch 199], Speed: 103.676 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 48][Batch 209], Speed: 105.350 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 48][Batch 219], Speed: 105.131 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 48][Batch 229], Speed: 104.712 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 48][Batch 239], Speed: 103.596 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 48][Batch 249], Speed: 105.078 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 48][Batch 259], Speed: 105.839 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 48][Batch 269], Speed: 106.038 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 48][Batch 279], Speed: 101.969 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 48][Batch 289], Speed: 105.003 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 48][Batch 299], Speed: 104.887 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 48][Batch 309], Speed: 104.597 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 48][Batch 319], Speed: 102.281 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 48][Batch 329], Speed: 104.838 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 48][Batch 339], Speed: 104.463 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 48][Batch 349], Speed: 106.042 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 48][Batch 359], Speed: 105.494 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 48][Batch 369], Speed: 105.043 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 48][Batch 379], Speed: 104.369 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 48][Batch 389], Speed: 105.440 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 48][Batch 399], Speed: 105.462 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 48][Batch 409], Speed: 104.284 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 48][Batch 419], Speed: 105.410 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 48][Batch 429], Speed: 104.505 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 48][Batch 439], Speed: 105.178 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 48][Batch 449], Speed: 105.511 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 48][Batch 459], Speed: 106.703 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 48][Batch 469], Speed: 107.545 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 48][Batch 479], Speed: 105.888 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 48][Batch 489], Speed: 105.206 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 48][Batch 499], Speed: 105.723 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 48][Batch 509], Speed: 107.959 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 48] Training cost: 160.595, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 49][Batch 9], Speed: 105.413 samples/sec, LR=1.25e-05, WHL1=0.280, CenterRegL1=0.234, HeatmapFocal=1.997 [Epoch 49][Batch 19], Speed: 104.948 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.234, HeatmapFocal=1.996 [Epoch 49][Batch 29], Speed: 105.275 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.996 [Epoch 49][Batch 39], Speed: 103.924 samples/sec, LR=1.25e-05, WHL1=0.259, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 49][Batch 49], Speed: 105.521 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 49][Batch 59], Speed: 105.181 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 49][Batch 69], Speed: 101.542 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 49][Batch 79], Speed: 104.544 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 49][Batch 89], Speed: 104.811 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 49][Batch 99], Speed: 102.300 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 49][Batch 109], Speed: 104.704 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.992 [Epoch 49][Batch 119], Speed: 105.415 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.992 [Epoch 49][Batch 129], Speed: 104.797 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.991 [Epoch 49][Batch 139], Speed: 105.467 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.991 [Epoch 49][Batch 149], Speed: 104.992 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.991 [Epoch 49][Batch 159], Speed: 105.660 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.990 [Epoch 49][Batch 169], Speed: 106.264 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.990 [Epoch 49][Batch 179], Speed: 105.941 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.234, HeatmapFocal=1.989 [Epoch 49][Batch 189], Speed: 105.084 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.989 [Epoch 49][Batch 199], Speed: 106.109 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.988 [Epoch 49][Batch 209], Speed: 105.480 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.988 [Epoch 49][Batch 219], Speed: 104.919 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.987 [Epoch 49][Batch 229], Speed: 105.382 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.987 [Epoch 49][Batch 239], Speed: 105.402 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.987 [Epoch 49][Batch 249], Speed: 105.201 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.234, HeatmapFocal=1.986 [Epoch 49][Batch 259], Speed: 105.721 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.986 [Epoch 49][Batch 269], Speed: 103.091 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.234, HeatmapFocal=1.985 [Epoch 49][Batch 279], Speed: 105.917 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.985 [Epoch 49][Batch 289], Speed: 102.994 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.984 [Epoch 49][Batch 299], Speed: 105.027 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.984 [Epoch 49][Batch 309], Speed: 105.047 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.983 [Epoch 49][Batch 319], Speed: 104.937 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.983 [Epoch 49][Batch 329], Speed: 104.880 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.983 [Epoch 49][Batch 339], Speed: 101.714 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.982 [Epoch 49][Batch 349], Speed: 105.674 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.982 [Epoch 49][Batch 359], Speed: 104.716 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.981 [Epoch 49][Batch 369], Speed: 106.055 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.981 [Epoch 49][Batch 379], Speed: 105.151 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.234, HeatmapFocal=1.980 [Epoch 49][Batch 389], Speed: 104.866 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.980 [Epoch 49][Batch 399], Speed: 105.601 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.979 [Epoch 49][Batch 409], Speed: 104.202 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.979 [Epoch 49][Batch 419], Speed: 105.073 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.979 [Epoch 49][Batch 429], Speed: 101.216 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.978 [Epoch 49][Batch 439], Speed: 104.654 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.978 [Epoch 49][Batch 449], Speed: 104.554 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.977 [Epoch 49][Batch 459], Speed: 107.335 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.977 [Epoch 49][Batch 469], Speed: 107.758 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.976 [Epoch 49][Batch 479], Speed: 107.727 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.976 [Epoch 49][Batch 489], Speed: 107.545 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.975 [Epoch 49][Batch 499], Speed: 107.437 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.975 [Epoch 49][Batch 509], Speed: 107.493 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.975 [Epoch 49] Training cost: 160.417, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.974 [Epoch 50][Batch 9], Speed: 105.391 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.236, HeatmapFocal=1.974 [Epoch 50][Batch 19], Speed: 105.962 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.234, HeatmapFocal=1.973 [Epoch 50][Batch 29], Speed: 105.665 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.973 [Epoch 50][Batch 39], Speed: 105.289 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 50][Batch 49], Speed: 105.248 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 50][Batch 59], Speed: 106.691 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.233, HeatmapFocal=1.972 [Epoch 50][Batch 69], Speed: 105.111 samples/sec, LR=1.25e-05, WHL1=0.261, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 50][Batch 79], Speed: 103.592 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.971 [Epoch 50][Batch 89], Speed: 104.207 samples/sec, LR=1.25e-05, WHL1=0.258, CenterRegL1=0.233, HeatmapFocal=1.970 [Epoch 50][Batch 99], Speed: 104.474 samples/sec, LR=1.25e-05, WHL1=0.257, CenterRegL1=0.233, HeatmapFocal=1.970 [Epoch 50][Batch 109], Speed: 105.920 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.969 [Epoch 50][Batch 119], Speed: 103.325 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.233, HeatmapFocal=1.969 [Epoch 50][Batch 129], Speed: 104.997 samples/sec, LR=1.25e-05, WHL1=0.255, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 50][Batch 139], Speed: 104.625 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 50][Batch 149], Speed: 105.797 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.968 [Epoch 50][Batch 159], Speed: 105.598 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 50][Batch 169], Speed: 106.199 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.967 [Epoch 50][Batch 179], Speed: 105.032 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.233, HeatmapFocal=1.966 [Epoch 50][Batch 189], Speed: 105.467 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 50][Batch 199], Speed: 105.065 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 50][Batch 209], Speed: 104.515 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 50][Batch 219], Speed: 100.766 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 50][Batch 229], Speed: 105.907 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 50][Batch 239], Speed: 105.129 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 50][Batch 249], Speed: 105.010 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 50][Batch 259], Speed: 105.556 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 50][Batch 269], Speed: 105.581 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 50][Batch 279], Speed: 106.182 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 50][Batch 289], Speed: 106.349 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 50][Batch 299], Speed: 105.278 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 50][Batch 309], Speed: 105.147 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 50][Batch 319], Speed: 101.944 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 50][Batch 329], Speed: 105.410 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 50][Batch 339], Speed: 104.747 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.959 [Epoch 50][Batch 349], Speed: 105.983 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.959 [Epoch 50][Batch 359], Speed: 106.459 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.958 [Epoch 50][Batch 369], Speed: 104.023 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.958 [Epoch 50][Batch 379], Speed: 105.361 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.958 [Epoch 50][Batch 389], Speed: 105.099 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.957 [Epoch 50][Batch 399], Speed: 105.418 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.957 [Epoch 50][Batch 409], Speed: 105.984 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.956 [Epoch 50][Batch 419], Speed: 105.499 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.956 [Epoch 50][Batch 429], Speed: 105.202 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.955 [Epoch 50][Batch 439], Speed: 104.590 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.955 [Epoch 50][Batch 449], Speed: 105.717 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.955 [Epoch 50][Batch 459], Speed: 105.362 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.954 [Epoch 50][Batch 469], Speed: 107.650 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.232, HeatmapFocal=1.954 [Epoch 50][Batch 479], Speed: 107.656 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.953 [Epoch 50][Batch 489], Speed: 107.567 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.953 [Epoch 50][Batch 499], Speed: 107.000 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.953 [Epoch 50][Batch 509], Speed: 106.926 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.232, HeatmapFocal=1.952 [Epoch 50] Training cost: 160.511, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.952 [Epoch 50] Validation: aeroplane=0.7515031442276996 bicycle=0.798608736311701 bird=0.7569641814255812 boat=0.6364775427244069 bottle=0.5955503241019385 bus=0.839043127364337 car=0.8472103774930738 cat=0.8144880126068758 chair=0.6307649430689659 cow=0.8551343588887674 diningtable=0.6502895192923352 dog=0.827540051999849 horse=0.8523893887618276 motorbike=0.8100319958268228 person=0.7775722110847952 pottedplant=0.5258832399211791 sheep=0.8102080905319597 sofa=0.7151305172819031 train=0.7941249668307364 tvmonitor=0.7725127238659217 mAP=0.7530713726805338 [Epoch 51][Batch 9], Speed: 104.388 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.238, HeatmapFocal=1.951 [Epoch 51][Batch 19], Speed: 104.259 samples/sec, LR=1.25e-05, WHL1=0.254, CenterRegL1=0.232, HeatmapFocal=1.951 [Epoch 51][Batch 29], Speed: 105.511 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.950 [Epoch 51][Batch 39], Speed: 102.929 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.950 [Epoch 51][Batch 49], Speed: 103.969 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.950 [Epoch 51][Batch 59], Speed: 105.694 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.232, HeatmapFocal=1.949 [Epoch 51][Batch 69], Speed: 104.367 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.233, HeatmapFocal=1.949 [Epoch 51][Batch 79], Speed: 104.389 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.948 [Epoch 51][Batch 89], Speed: 105.135 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.232, HeatmapFocal=1.948 [Epoch 51][Batch 99], Speed: 104.776 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.947 [Epoch 51][Batch 109], Speed: 105.697 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.947 [Epoch 51][Batch 119], Speed: 106.368 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.947 [Epoch 51][Batch 129], Speed: 103.150 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.946 [Epoch 51][Batch 139], Speed: 104.750 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.946 [Epoch 51][Batch 149], Speed: 103.482 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.945 [Epoch 51][Batch 159], Speed: 106.033 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.945 [Epoch 51][Batch 169], Speed: 106.174 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.944 [Epoch 51][Batch 179], Speed: 105.862 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.944 [Epoch 51][Batch 189], Speed: 104.435 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.943 [Epoch 51][Batch 199], Speed: 104.192 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.943 [Epoch 51][Batch 209], Speed: 105.574 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.943 [Epoch 51][Batch 219], Speed: 102.278 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.942 [Epoch 51][Batch 229], Speed: 104.147 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.942 [Epoch 51][Batch 239], Speed: 103.593 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.941 [Epoch 51][Batch 249], Speed: 105.394 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.941 [Epoch 51][Batch 259], Speed: 105.223 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.940 [Epoch 51][Batch 269], Speed: 104.742 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.940 [Epoch 51][Batch 279], Speed: 105.344 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.940 [Epoch 51][Batch 289], Speed: 105.898 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.939 [Epoch 51][Batch 299], Speed: 105.241 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.939 [Epoch 51][Batch 309], Speed: 105.598 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.938 [Epoch 51][Batch 319], Speed: 104.666 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.938 [Epoch 51][Batch 329], Speed: 105.709 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.937 [Epoch 51][Batch 339], Speed: 105.912 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.937 [Epoch 51][Batch 349], Speed: 105.851 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.937 [Epoch 51][Batch 359], Speed: 105.688 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.936 [Epoch 51][Batch 369], Speed: 105.832 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.936 [Epoch 51][Batch 379], Speed: 105.576 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.935 [Epoch 51][Batch 389], Speed: 105.040 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.935 [Epoch 51][Batch 399], Speed: 104.597 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.935 [Epoch 51][Batch 409], Speed: 106.149 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.934 [Epoch 51][Batch 419], Speed: 105.052 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.934 [Epoch 51][Batch 429], Speed: 105.072 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.933 [Epoch 51][Batch 439], Speed: 105.747 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.933 [Epoch 51][Batch 449], Speed: 105.214 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.933 [Epoch 51][Batch 459], Speed: 106.816 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.932 [Epoch 51][Batch 469], Speed: 107.304 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.932 [Epoch 51][Batch 479], Speed: 107.531 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.931 [Epoch 51][Batch 489], Speed: 107.208 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.931 [Epoch 51][Batch 499], Speed: 107.217 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.930 [Epoch 51][Batch 509], Speed: 107.475 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.930 [Epoch 51] Training cost: 160.597, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.930 [Epoch 52][Batch 9], Speed: 105.389 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.237, HeatmapFocal=1.929 [Epoch 52][Batch 19], Speed: 105.425 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.236, HeatmapFocal=1.929 [Epoch 52][Batch 29], Speed: 105.130 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.235, HeatmapFocal=1.928 [Epoch 52][Batch 39], Speed: 106.258 samples/sec, LR=1.25e-05, WHL1=0.253, CenterRegL1=0.236, HeatmapFocal=1.928 [Epoch 52][Batch 49], Speed: 105.470 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.234, HeatmapFocal=1.928 [Epoch 52][Batch 59], Speed: 105.573 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.927 [Epoch 52][Batch 69], Speed: 104.438 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.927 [Epoch 52][Batch 79], Speed: 105.318 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.926 [Epoch 52][Batch 89], Speed: 105.596 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.926 [Epoch 52][Batch 99], Speed: 104.430 samples/sec, LR=1.25e-05, WHL1=0.252, CenterRegL1=0.233, HeatmapFocal=1.926 [Epoch 52][Batch 109], Speed: 105.714 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.925 [Epoch 52][Batch 119], Speed: 104.678 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.925 [Epoch 52][Batch 129], Speed: 105.517 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.924 [Epoch 52][Batch 139], Speed: 105.572 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.924 [Epoch 52][Batch 149], Speed: 105.929 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.923 [Epoch 52][Batch 159], Speed: 105.429 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.923 [Epoch 52][Batch 169], Speed: 104.412 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.923 [Epoch 52][Batch 179], Speed: 105.032 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.922 [Epoch 52][Batch 189], Speed: 105.793 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.233, HeatmapFocal=1.922 [Epoch 52][Batch 199], Speed: 104.774 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.233, HeatmapFocal=1.921 [Epoch 52][Batch 209], Speed: 105.140 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.921 [Epoch 52][Batch 219], Speed: 105.839 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.921 [Epoch 52][Batch 229], Speed: 105.073 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.920 [Epoch 52][Batch 239], Speed: 105.447 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.920 [Epoch 52][Batch 249], Speed: 105.082 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.919 [Epoch 52][Batch 259], Speed: 106.064 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.919 [Epoch 52][Batch 269], Speed: 105.182 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.919 [Epoch 52][Batch 279], Speed: 105.161 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.918 [Epoch 52][Batch 289], Speed: 105.578 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.918 [Epoch 52][Batch 299], Speed: 105.618 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.233, HeatmapFocal=1.917 [Epoch 52][Batch 309], Speed: 104.210 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.917 [Epoch 52][Batch 319], Speed: 105.169 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.916 [Epoch 52][Batch 329], Speed: 104.341 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.916 [Epoch 52][Batch 339], Speed: 103.793 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.916 [Epoch 52][Batch 349], Speed: 103.683 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.915 [Epoch 52][Batch 359], Speed: 105.366 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.233, HeatmapFocal=1.915 [Epoch 52][Batch 369], Speed: 105.168 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.914 [Epoch 52][Batch 379], Speed: 105.328 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.233, HeatmapFocal=1.914 [Epoch 52][Batch 389], Speed: 106.269 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.914 [Epoch 52][Batch 399], Speed: 105.616 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.913 [Epoch 52][Batch 409], Speed: 105.472 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.913 [Epoch 52][Batch 419], Speed: 105.104 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.912 [Epoch 52][Batch 429], Speed: 104.803 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.912 [Epoch 52][Batch 439], Speed: 103.431 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.912 [Epoch 52][Batch 449], Speed: 105.507 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.911 [Epoch 52][Batch 459], Speed: 107.407 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.911 [Epoch 52][Batch 469], Speed: 107.551 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.910 [Epoch 52][Batch 479], Speed: 106.754 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.910 [Epoch 52][Batch 489], Speed: 106.830 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.910 [Epoch 52][Batch 499], Speed: 107.366 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.909 [Epoch 52][Batch 509], Speed: 107.253 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.909 [Epoch 52] Training cost: 160.344, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.908 [Epoch 53][Batch 9], Speed: 105.498 samples/sec, LR=1.25e-05, WHL1=0.270, CenterRegL1=0.232, HeatmapFocal=1.908 [Epoch 53][Batch 19], Speed: 101.838 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.232, HeatmapFocal=1.908 [Epoch 53][Batch 29], Speed: 105.435 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.907 [Epoch 53][Batch 39], Speed: 104.149 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 53][Batch 49], Speed: 105.891 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.229, HeatmapFocal=1.906 [Epoch 53][Batch 59], Speed: 105.539 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.230, HeatmapFocal=1.906 [Epoch 53][Batch 69], Speed: 104.313 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.230, HeatmapFocal=1.906 [Epoch 53][Batch 79], Speed: 104.957 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.231, HeatmapFocal=1.905 [Epoch 53][Batch 89], Speed: 101.993 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.230, HeatmapFocal=1.905 [Epoch 53][Batch 99], Speed: 105.608 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.904 [Epoch 53][Batch 109], Speed: 105.892 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.230, HeatmapFocal=1.904 [Epoch 53][Batch 119], Speed: 104.981 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.903 [Epoch 53][Batch 129], Speed: 105.407 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.903 [Epoch 53][Batch 139], Speed: 105.485 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.903 [Epoch 53][Batch 149], Speed: 105.181 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.902 [Epoch 53][Batch 159], Speed: 105.746 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.902 [Epoch 53][Batch 169], Speed: 105.762 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.901 [Epoch 53][Batch 179], Speed: 104.545 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.901 [Epoch 53][Batch 189], Speed: 105.450 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.901 [Epoch 53][Batch 199], Speed: 105.062 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.900 [Epoch 53][Batch 209], Speed: 106.021 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.900 [Epoch 53][Batch 219], Speed: 105.021 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.899 [Epoch 53][Batch 229], Speed: 103.272 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.899 [Epoch 53][Batch 239], Speed: 104.878 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.899 [Epoch 53][Batch 249], Speed: 105.579 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.898 [Epoch 53][Batch 259], Speed: 105.063 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.898 [Epoch 53][Batch 269], Speed: 105.071 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.897 [Epoch 53][Batch 279], Speed: 105.733 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.897 [Epoch 53][Batch 289], Speed: 106.006 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.897 [Epoch 53][Batch 299], Speed: 106.451 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.896 [Epoch 53][Batch 309], Speed: 105.698 samples/sec, LR=1.25e-05, WHL1=0.251, CenterRegL1=0.231, HeatmapFocal=1.896 [Epoch 53][Batch 319], Speed: 101.817 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.895 [Epoch 53][Batch 329], Speed: 106.174 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.895 [Epoch 53][Batch 339], Speed: 105.186 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.895 [Epoch 53][Batch 349], Speed: 105.181 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.894 [Epoch 53][Batch 359], Speed: 105.997 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.894 [Epoch 53][Batch 369], Speed: 104.594 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.893 [Epoch 53][Batch 379], Speed: 105.890 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.231, HeatmapFocal=1.893 [Epoch 53][Batch 389], Speed: 105.592 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.893 [Epoch 53][Batch 399], Speed: 105.173 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.892 [Epoch 53][Batch 409], Speed: 104.520 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.892 [Epoch 53][Batch 419], Speed: 105.408 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.891 [Epoch 53][Batch 429], Speed: 105.606 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.891 [Epoch 53][Batch 439], Speed: 104.642 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.231, HeatmapFocal=1.891 [Epoch 53][Batch 449], Speed: 105.308 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.230, HeatmapFocal=1.890 [Epoch 53][Batch 459], Speed: 106.813 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.230, HeatmapFocal=1.890 [Epoch 53][Batch 469], Speed: 107.017 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.890 [Epoch 53][Batch 479], Speed: 106.516 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.889 [Epoch 53][Batch 489], Speed: 104.902 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.889 [Epoch 53][Batch 499], Speed: 104.488 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.888 [Epoch 53][Batch 509], Speed: 106.749 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.888 [Epoch 53] Training cost: 160.467, WHL1=0.247, CenterRegL1=0.231, HeatmapFocal=1.888 [Epoch 54][Batch 9], Speed: 105.825 samples/sec, LR=1.25e-05, WHL1=0.269, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 54][Batch 19], Speed: 105.989 samples/sec, LR=1.25e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 54][Batch 29], Speed: 106.196 samples/sec, LR=1.25e-05, WHL1=0.250, CenterRegL1=0.230, HeatmapFocal=1.887 [Epoch 54][Batch 39], Speed: 104.856 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.886 [Epoch 54][Batch 49], Speed: 104.929 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.886 [Epoch 54][Batch 59], Speed: 106.289 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.885 [Epoch 54][Batch 69], Speed: 106.158 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.885 [Epoch 54][Batch 79], Speed: 105.452 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.885 [Epoch 54][Batch 89], Speed: 106.083 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.233, HeatmapFocal=1.884 [Epoch 54][Batch 99], Speed: 105.688 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.884 [Epoch 54][Batch 109], Speed: 105.646 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.883 [Epoch 54][Batch 119], Speed: 103.463 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.883 [Epoch 54][Batch 129], Speed: 105.234 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.883 [Epoch 54][Batch 139], Speed: 105.056 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.882 [Epoch 54][Batch 149], Speed: 105.943 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.882 [Epoch 54][Batch 159], Speed: 106.115 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.881 [Epoch 54][Batch 169], Speed: 105.212 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.881 [Epoch 54][Batch 179], Speed: 104.485 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.881 [Epoch 54][Batch 189], Speed: 104.429 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.232, HeatmapFocal=1.880 [Epoch 54][Batch 199], Speed: 104.199 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.880 [Epoch 54][Batch 209], Speed: 105.950 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.879 [Epoch 54][Batch 219], Speed: 106.160 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.879 [Epoch 54][Batch 229], Speed: 106.501 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.879 [Epoch 54][Batch 239], Speed: 105.871 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.878 [Epoch 54][Batch 249], Speed: 105.350 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.878 [Epoch 54][Batch 259], Speed: 105.720 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.878 [Epoch 54][Batch 269], Speed: 105.091 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.877 [Epoch 54][Batch 279], Speed: 105.157 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.877 [Epoch 54][Batch 289], Speed: 106.502 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.876 [Epoch 54][Batch 299], Speed: 105.860 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.876 [Epoch 54][Batch 309], Speed: 105.452 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.876 [Epoch 54][Batch 319], Speed: 105.621 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.875 [Epoch 54][Batch 329], Speed: 105.162 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.875 [Epoch 54][Batch 339], Speed: 105.637 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.874 [Epoch 54][Batch 349], Speed: 105.222 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.874 [Epoch 54][Batch 359], Speed: 105.015 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.874 [Epoch 54][Batch 369], Speed: 105.912 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.873 [Epoch 54][Batch 379], Speed: 104.303 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.873 [Epoch 54][Batch 389], Speed: 106.129 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.873 [Epoch 54][Batch 399], Speed: 105.688 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.872 [Epoch 54][Batch 409], Speed: 105.919 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.872 [Epoch 54][Batch 419], Speed: 105.484 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.871 [Epoch 54][Batch 429], Speed: 105.155 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.871 [Epoch 54][Batch 439], Speed: 104.999 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.871 [Epoch 54][Batch 449], Speed: 104.945 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.870 [Epoch 54][Batch 459], Speed: 106.911 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.870 [Epoch 54][Batch 469], Speed: 106.760 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.870 [Epoch 54][Batch 479], Speed: 107.219 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.869 [Epoch 54][Batch 489], Speed: 106.513 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.869 [Epoch 54][Batch 499], Speed: 105.386 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.868 [Epoch 54][Batch 509], Speed: 107.225 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.868 [Epoch 54] Training cost: 160.488, WHL1=0.245, CenterRegL1=0.231, HeatmapFocal=1.868 [Epoch 55][Batch 9], Speed: 105.962 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.867 [Epoch 55][Batch 19], Speed: 105.548 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.867 [Epoch 55][Batch 29], Speed: 105.601 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.867 [Epoch 55][Batch 39], Speed: 106.052 samples/sec, LR=1.25e-05, WHL1=0.249, CenterRegL1=0.231, HeatmapFocal=1.866 [Epoch 55][Batch 49], Speed: 105.568 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.230, HeatmapFocal=1.866 [Epoch 55][Batch 59], Speed: 105.217 samples/sec, LR=1.25e-05, WHL1=0.245, CenterRegL1=0.230, HeatmapFocal=1.865 [Epoch 55][Batch 69], Speed: 104.511 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.865 [Epoch 55][Batch 79], Speed: 105.253 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.865 [Epoch 55][Batch 89], Speed: 102.318 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.864 [Epoch 55][Batch 99], Speed: 105.374 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.864 [Epoch 55][Batch 109], Speed: 105.716 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.863 [Epoch 55][Batch 119], Speed: 106.083 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.863 [Epoch 55][Batch 129], Speed: 105.645 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.863 [Epoch 55][Batch 139], Speed: 104.999 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.862 [Epoch 55][Batch 149], Speed: 104.986 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.862 [Epoch 55][Batch 159], Speed: 105.975 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.862 [Epoch 55][Batch 169], Speed: 106.265 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.861 [Epoch 55][Batch 179], Speed: 104.853 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.861 [Epoch 55][Batch 189], Speed: 104.889 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.860 [Epoch 55][Batch 199], Speed: 105.158 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.860 [Epoch 55][Batch 209], Speed: 104.104 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.860 [Epoch 55][Batch 219], Speed: 105.398 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.859 [Epoch 55][Batch 229], Speed: 105.533 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.859 [Epoch 55][Batch 239], Speed: 104.005 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.859 [Epoch 55][Batch 249], Speed: 105.426 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.858 [Epoch 55][Batch 259], Speed: 104.206 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.858 [Epoch 55][Batch 269], Speed: 104.828 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.857 [Epoch 55][Batch 279], Speed: 105.979 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.857 [Epoch 55][Batch 289], Speed: 106.459 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.857 [Epoch 55][Batch 299], Speed: 104.348 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.856 [Epoch 55][Batch 309], Speed: 104.063 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.856 [Epoch 55][Batch 319], Speed: 105.391 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.856 [Epoch 55][Batch 329], Speed: 104.192 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.855 [Epoch 55][Batch 339], Speed: 104.509 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.855 [Epoch 55][Batch 349], Speed: 105.899 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.854 [Epoch 55][Batch 359], Speed: 104.872 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.854 [Epoch 55][Batch 369], Speed: 104.780 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.854 [Epoch 55][Batch 379], Speed: 105.075 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.853 [Epoch 55][Batch 389], Speed: 105.454 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.853 [Epoch 55][Batch 399], Speed: 106.167 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.853 [Epoch 55][Batch 409], Speed: 105.372 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.852 [Epoch 55][Batch 419], Speed: 101.688 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.852 [Epoch 55][Batch 429], Speed: 104.656 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.851 [Epoch 55][Batch 439], Speed: 104.717 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.851 [Epoch 55][Batch 449], Speed: 105.157 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.851 [Epoch 55][Batch 459], Speed: 106.614 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.850 [Epoch 55][Batch 469], Speed: 106.983 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.850 [Epoch 55][Batch 479], Speed: 107.173 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.850 [Epoch 55][Batch 489], Speed: 107.224 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.849 [Epoch 55][Batch 499], Speed: 107.092 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.849 [Epoch 55][Batch 509], Speed: 107.222 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.848 [Epoch 55] Training cost: 160.397, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.848 [Epoch 55] Validation: aeroplane=0.7470860127314444 bicycle=0.7858303569783834 bird=0.7601281659758148 boat=0.6479061766775802 bottle=0.5877510533056127 bus=0.8435056505614422 car=0.8497989079663657 cat=0.8286523975162385 chair=0.6227666523969587 cow=0.8566224325357203 diningtable=0.6424206027797984 dog=0.8236890685323269 horse=0.8546495837123427 motorbike=0.803696152082512 person=0.7792463149575984 pottedplant=0.5107904745654216 sheep=0.820635266862323 sofa=0.697300482135776 train=0.7927816220126823 tvmonitor=0.7673970012963084 mAP=0.7511327187791326 [Epoch 56][Batch 9], Speed: 104.493 samples/sec, LR=1.25e-05, WHL1=0.234, CenterRegL1=0.227, HeatmapFocal=1.848 [Epoch 56][Batch 19], Speed: 105.386 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.847 [Epoch 56][Batch 29], Speed: 105.477 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.847 [Epoch 56][Batch 39], Speed: 104.655 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.847 [Epoch 56][Batch 49], Speed: 105.526 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.846 [Epoch 56][Batch 59], Speed: 105.170 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.846 [Epoch 56][Batch 69], Speed: 104.425 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.846 [Epoch 56][Batch 79], Speed: 104.571 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.845 [Epoch 56][Batch 89], Speed: 103.472 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.845 [Epoch 56][Batch 99], Speed: 104.858 samples/sec, LR=1.25e-05, WHL1=0.246, CenterRegL1=0.231, HeatmapFocal=1.844 [Epoch 56][Batch 109], Speed: 105.825 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.844 [Epoch 56][Batch 119], Speed: 104.952 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.844 [Epoch 56][Batch 129], Speed: 105.284 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.843 [Epoch 56][Batch 139], Speed: 104.442 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.843 [Epoch 56][Batch 149], Speed: 105.577 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.843 [Epoch 56][Batch 159], Speed: 105.541 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.842 [Epoch 56][Batch 169], Speed: 105.984 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.842 [Epoch 56][Batch 179], Speed: 106.034 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.841 [Epoch 56][Batch 189], Speed: 104.332 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.841 [Epoch 56][Batch 199], Speed: 105.877 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.841 [Epoch 56][Batch 209], Speed: 106.078 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.840 [Epoch 56][Batch 219], Speed: 106.104 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.840 [Epoch 56][Batch 229], Speed: 104.861 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.840 [Epoch 56][Batch 239], Speed: 105.829 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.839 [Epoch 56][Batch 249], Speed: 103.596 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.839 [Epoch 56][Batch 259], Speed: 104.343 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.839 [Epoch 56][Batch 269], Speed: 105.710 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.838 [Epoch 56][Batch 279], Speed: 106.254 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.838 [Epoch 56][Batch 289], Speed: 105.863 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.837 [Epoch 56][Batch 299], Speed: 104.398 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.837 [Epoch 56][Batch 309], Speed: 104.297 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.837 [Epoch 56][Batch 319], Speed: 104.717 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.836 [Epoch 56][Batch 329], Speed: 105.282 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.836 [Epoch 56][Batch 339], Speed: 104.702 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.836 [Epoch 56][Batch 349], Speed: 105.726 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.835 [Epoch 56][Batch 359], Speed: 105.627 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.835 [Epoch 56][Batch 369], Speed: 105.356 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.834 [Epoch 56][Batch 379], Speed: 105.846 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.834 [Epoch 56][Batch 389], Speed: 106.002 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.834 [Epoch 56][Batch 399], Speed: 105.222 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.833 [Epoch 56][Batch 409], Speed: 105.795 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.833 [Epoch 56][Batch 419], Speed: 101.816 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.833 [Epoch 56][Batch 429], Speed: 105.522 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.832 [Epoch 56][Batch 439], Speed: 104.568 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.832 [Epoch 56][Batch 449], Speed: 103.896 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.832 [Epoch 56][Batch 459], Speed: 107.865 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.831 [Epoch 56][Batch 469], Speed: 107.541 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.831 [Epoch 56][Batch 479], Speed: 107.182 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.830 [Epoch 56][Batch 489], Speed: 107.181 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.830 [Epoch 56][Batch 499], Speed: 107.399 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.830 [Epoch 56][Batch 509], Speed: 107.243 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.829 [Epoch 56] Training cost: 160.628, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.829 [Epoch 57][Batch 9], Speed: 104.030 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.239, HeatmapFocal=1.829 [Epoch 57][Batch 19], Speed: 105.652 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.236, HeatmapFocal=1.828 [Epoch 57][Batch 29], Speed: 101.127 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.234, HeatmapFocal=1.828 [Epoch 57][Batch 39], Speed: 104.692 samples/sec, LR=1.25e-05, WHL1=0.248, CenterRegL1=0.232, HeatmapFocal=1.828 [Epoch 57][Batch 49], Speed: 102.774 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.827 [Epoch 57][Batch 59], Speed: 105.332 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.232, HeatmapFocal=1.827 [Epoch 57][Batch 69], Speed: 105.562 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.232, HeatmapFocal=1.827 [Epoch 57][Batch 79], Speed: 104.994 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.826 [Epoch 57][Batch 89], Speed: 105.748 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.826 [Epoch 57][Batch 99], Speed: 105.382 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.826 [Epoch 57][Batch 109], Speed: 106.104 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.825 [Epoch 57][Batch 119], Speed: 105.751 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.825 [Epoch 57][Batch 129], Speed: 105.176 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.231, HeatmapFocal=1.824 [Epoch 57][Batch 139], Speed: 105.261 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.824 [Epoch 57][Batch 149], Speed: 106.217 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.824 [Epoch 57][Batch 159], Speed: 103.749 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.823 [Epoch 57][Batch 169], Speed: 105.282 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.823 [Epoch 57][Batch 179], Speed: 104.017 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.823 [Epoch 57][Batch 189], Speed: 104.909 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.822 [Epoch 57][Batch 199], Speed: 104.479 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.822 [Epoch 57][Batch 209], Speed: 105.465 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.231, HeatmapFocal=1.822 [Epoch 57][Batch 219], Speed: 105.714 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.821 [Epoch 57][Batch 229], Speed: 106.494 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.821 [Epoch 57][Batch 239], Speed: 106.396 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.821 [Epoch 57][Batch 249], Speed: 106.065 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.820 [Epoch 57][Batch 259], Speed: 104.815 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.820 [Epoch 57][Batch 269], Speed: 105.620 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.820 [Epoch 57][Batch 279], Speed: 106.023 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.232, HeatmapFocal=1.819 [Epoch 57][Batch 289], Speed: 103.534 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.819 [Epoch 57][Batch 299], Speed: 105.798 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.818 [Epoch 57][Batch 309], Speed: 104.843 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.818 [Epoch 57][Batch 319], Speed: 102.647 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.818 [Epoch 57][Batch 329], Speed: 106.014 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.817 [Epoch 57][Batch 339], Speed: 105.994 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.232, HeatmapFocal=1.817 [Epoch 57][Batch 349], Speed: 105.309 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.817 [Epoch 57][Batch 359], Speed: 104.780 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.816 [Epoch 57][Batch 369], Speed: 105.316 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.816 [Epoch 57][Batch 379], Speed: 105.461 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.816 [Epoch 57][Batch 389], Speed: 105.434 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.815 [Epoch 57][Batch 399], Speed: 103.701 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.815 [Epoch 57][Batch 409], Speed: 103.163 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.815 [Epoch 57][Batch 419], Speed: 104.809 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.814 [Epoch 57][Batch 429], Speed: 105.773 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.814 [Epoch 57][Batch 439], Speed: 103.118 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.814 [Epoch 57][Batch 449], Speed: 106.325 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.813 [Epoch 57][Batch 459], Speed: 107.267 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.813 [Epoch 57][Batch 469], Speed: 107.669 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.813 [Epoch 57][Batch 479], Speed: 107.381 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.812 [Epoch 57][Batch 489], Speed: 107.518 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.231, HeatmapFocal=1.812 [Epoch 57][Batch 499], Speed: 106.894 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.811 [Epoch 57][Batch 509], Speed: 107.245 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.811 [Epoch 57] Training cost: 160.348, WHL1=0.242, CenterRegL1=0.231, HeatmapFocal=1.811 [Epoch 58][Batch 9], Speed: 104.378 samples/sec, LR=1.25e-05, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 58][Batch 19], Speed: 105.438 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.810 [Epoch 58][Batch 29], Speed: 105.481 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.810 [Epoch 58][Batch 39], Speed: 104.772 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.809 [Epoch 58][Batch 49], Speed: 103.124 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.809 [Epoch 58][Batch 59], Speed: 106.180 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.809 [Epoch 58][Batch 69], Speed: 104.045 samples/sec, LR=1.25e-05, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.808 [Epoch 58][Batch 79], Speed: 104.729 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.808 [Epoch 58][Batch 89], Speed: 104.687 samples/sec, LR=1.25e-05, WHL1=0.243, CenterRegL1=0.230, HeatmapFocal=1.808 [Epoch 58][Batch 99], Speed: 105.032 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.230, HeatmapFocal=1.807 [Epoch 58][Batch 109], Speed: 105.291 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.807 [Epoch 58][Batch 119], Speed: 105.172 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.807 [Epoch 58][Batch 129], Speed: 103.539 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.806 [Epoch 58][Batch 139], Speed: 105.427 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.806 [Epoch 58][Batch 149], Speed: 105.827 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.806 [Epoch 58][Batch 159], Speed: 105.311 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.805 [Epoch 58][Batch 169], Speed: 104.443 samples/sec, LR=1.25e-05, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.805 [Epoch 58][Batch 179], Speed: 105.412 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.804 [Epoch 58][Batch 189], Speed: 105.668 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.804 [Epoch 58][Batch 199], Speed: 105.550 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.804 [Epoch 58][Batch 209], Speed: 103.438 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.803 [Epoch 58][Batch 219], Speed: 105.560 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.803 [Epoch 58][Batch 229], Speed: 105.831 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.803 [Epoch 58][Batch 239], Speed: 106.323 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.802 [Epoch 58][Batch 249], Speed: 105.034 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.802 [Epoch 58][Batch 259], Speed: 105.855 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.802 [Epoch 58][Batch 269], Speed: 106.479 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.801 [Epoch 58][Batch 279], Speed: 105.188 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.801 [Epoch 58][Batch 289], Speed: 105.573 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.801 [Epoch 58][Batch 299], Speed: 105.459 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.800 [Epoch 58][Batch 309], Speed: 104.331 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.800 [Epoch 58][Batch 319], Speed: 103.672 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.800 [Epoch 58][Batch 329], Speed: 105.927 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.799 [Epoch 58][Batch 339], Speed: 103.938 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.799 [Epoch 58][Batch 349], Speed: 102.262 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.799 [Epoch 58][Batch 359], Speed: 105.821 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.798 [Epoch 58][Batch 369], Speed: 103.883 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.798 [Epoch 58][Batch 379], Speed: 105.245 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.798 [Epoch 58][Batch 389], Speed: 105.509 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.797 [Epoch 58][Batch 399], Speed: 105.647 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.797 [Epoch 58][Batch 409], Speed: 105.206 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.797 [Epoch 58][Batch 419], Speed: 104.386 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.796 [Epoch 58][Batch 429], Speed: 104.270 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.796 [Epoch 58][Batch 439], Speed: 104.995 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.795 [Epoch 58][Batch 449], Speed: 105.430 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.795 [Epoch 58][Batch 459], Speed: 106.979 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.795 [Epoch 58][Batch 469], Speed: 106.855 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.794 [Epoch 58][Batch 479], Speed: 107.001 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.794 [Epoch 58][Batch 489], Speed: 106.030 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.794 [Epoch 58][Batch 499], Speed: 106.203 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.793 [Epoch 58][Batch 509], Speed: 106.598 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.793 [Epoch 58] Training cost: 160.420, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.793 [Epoch 59][Batch 9], Speed: 104.129 samples/sec, LR=1.25e-05, WHL1=0.218, CenterRegL1=0.222, HeatmapFocal=1.793 [Epoch 59][Batch 19], Speed: 105.211 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.225, HeatmapFocal=1.792 [Epoch 59][Batch 29], Speed: 104.949 samples/sec, LR=1.25e-05, WHL1=0.231, CenterRegL1=0.226, HeatmapFocal=1.792 [Epoch 59][Batch 39], Speed: 105.185 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 59][Batch 49], Speed: 105.707 samples/sec, LR=1.25e-05, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.791 [Epoch 59][Batch 59], Speed: 104.731 samples/sec, LR=1.25e-05, WHL1=0.233, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 59][Batch 69], Speed: 104.485 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 59][Batch 79], Speed: 105.446 samples/sec, LR=1.25e-05, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 59][Batch 89], Speed: 103.820 samples/sec, LR=1.25e-05, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.790 [Epoch 59][Batch 99], Speed: 105.446 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.790 [Epoch 59][Batch 109], Speed: 105.327 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.789 [Epoch 59][Batch 119], Speed: 105.008 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.789 [Epoch 59][Batch 129], Speed: 104.742 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.788 [Epoch 59][Batch 139], Speed: 105.603 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.788 [Epoch 59][Batch 149], Speed: 105.197 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.788 [Epoch 59][Batch 159], Speed: 104.405 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.787 [Epoch 59][Batch 169], Speed: 105.288 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.787 [Epoch 59][Batch 179], Speed: 103.675 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.787 [Epoch 59][Batch 189], Speed: 104.054 samples/sec, LR=1.25e-05, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.786 [Epoch 59][Batch 199], Speed: 103.695 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.786 [Epoch 59][Batch 209], Speed: 104.503 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.786 [Epoch 59][Batch 219], Speed: 105.452 samples/sec, LR=1.25e-05, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.785 [Epoch 59][Batch 229], Speed: 105.823 samples/sec, LR=1.25e-05, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.785 [Epoch 59][Batch 239], Speed: 102.695 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.785 [Epoch 59][Batch 249], Speed: 105.986 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.784 [Epoch 59][Batch 259], Speed: 104.718 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.784 [Epoch 59][Batch 269], Speed: 106.042 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.784 [Epoch 59][Batch 279], Speed: 103.333 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.783 [Epoch 59][Batch 289], Speed: 105.951 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.783 [Epoch 59][Batch 299], Speed: 104.758 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.783 [Epoch 59][Batch 309], Speed: 105.882 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.782 [Epoch 59][Batch 319], Speed: 105.345 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.782 [Epoch 59][Batch 329], Speed: 104.475 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.782 [Epoch 59][Batch 339], Speed: 104.603 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.781 [Epoch 59][Batch 349], Speed: 104.974 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.781 [Epoch 59][Batch 359], Speed: 105.069 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.781 [Epoch 59][Batch 369], Speed: 105.913 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.780 [Epoch 59][Batch 379], Speed: 104.795 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.780 [Epoch 59][Batch 389], Speed: 106.359 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.780 [Epoch 59][Batch 399], Speed: 105.814 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.779 [Epoch 59][Batch 409], Speed: 105.199 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.779 [Epoch 59][Batch 419], Speed: 105.537 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.779 [Epoch 59][Batch 429], Speed: 104.606 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.778 [Epoch 59][Batch 439], Speed: 105.340 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.778 [Epoch 59][Batch 449], Speed: 105.950 samples/sec, LR=1.25e-05, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.778 [Epoch 59][Batch 459], Speed: 107.049 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.777 [Epoch 59][Batch 469], Speed: 107.677 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.777 [Epoch 59][Batch 479], Speed: 106.545 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.777 [Epoch 59][Batch 489], Speed: 106.582 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.776 [Epoch 59][Batch 499], Speed: 106.955 samples/sec, LR=1.25e-05, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.776 [Epoch 59][Batch 509], Speed: 107.185 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.776 [Epoch 59] Training cost: 160.586, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.776 [Epoch 60][Batch 9], Speed: 103.808 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.236, HeatmapFocal=1.775 [Epoch 60][Batch 19], Speed: 104.814 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.775 [Epoch 60][Batch 29], Speed: 105.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.775 [Epoch 60][Batch 39], Speed: 105.185 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.774 [Epoch 60][Batch 49], Speed: 105.766 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.774 [Epoch 60][Batch 59], Speed: 104.848 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.230, HeatmapFocal=1.774 [Epoch 60][Batch 69], Speed: 105.584 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.773 [Epoch 60][Batch 79], Speed: 105.061 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.773 [Epoch 60][Batch 89], Speed: 105.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.773 [Epoch 60][Batch 99], Speed: 106.484 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.228, HeatmapFocal=1.772 [Epoch 60][Batch 109], Speed: 105.698 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.772 [Epoch 60][Batch 119], Speed: 104.972 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.772 [Epoch 60][Batch 129], Speed: 105.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.229, HeatmapFocal=1.771 [Epoch 60][Batch 139], Speed: 103.259 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.771 [Epoch 60][Batch 149], Speed: 105.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.228, HeatmapFocal=1.771 [Epoch 60][Batch 159], Speed: 105.368 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.770 [Epoch 60][Batch 169], Speed: 105.325 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.229, HeatmapFocal=1.770 [Epoch 60][Batch 179], Speed: 104.550 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.770 [Epoch 60][Batch 189], Speed: 106.218 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.769 [Epoch 60][Batch 199], Speed: 102.563 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.769 [Epoch 60][Batch 209], Speed: 105.541 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.769 [Epoch 60][Batch 219], Speed: 105.912 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.768 [Epoch 60][Batch 229], Speed: 102.652 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.768 [Epoch 60][Batch 239], Speed: 105.208 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.768 [Epoch 60][Batch 249], Speed: 105.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.767 [Epoch 60][Batch 259], Speed: 105.646 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.767 [Epoch 60][Batch 269], Speed: 105.672 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.767 [Epoch 60][Batch 279], Speed: 105.963 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.766 [Epoch 60][Batch 289], Speed: 103.761 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.766 [Epoch 60][Batch 299], Speed: 105.336 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.766 [Epoch 60][Batch 309], Speed: 105.599 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.765 [Epoch 60][Batch 319], Speed: 104.765 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.765 [Epoch 60][Batch 329], Speed: 104.998 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.765 [Epoch 60][Batch 339], Speed: 105.039 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.764 [Epoch 60][Batch 349], Speed: 105.818 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.764 [Epoch 60][Batch 359], Speed: 104.977 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.764 [Epoch 60][Batch 369], Speed: 103.787 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.763 [Epoch 60][Batch 379], Speed: 105.507 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.763 [Epoch 60][Batch 389], Speed: 105.700 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.763 [Epoch 60][Batch 399], Speed: 106.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.762 [Epoch 60][Batch 409], Speed: 105.001 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.762 [Epoch 60][Batch 419], Speed: 105.364 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.762 [Epoch 60][Batch 429], Speed: 105.065 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.761 [Epoch 60][Batch 439], Speed: 105.894 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.761 [Epoch 60][Batch 449], Speed: 104.926 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.761 [Epoch 60][Batch 459], Speed: 107.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.760 [Epoch 60][Batch 469], Speed: 107.055 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.760 [Epoch 60][Batch 479], Speed: 107.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.760 [Epoch 60][Batch 489], Speed: 106.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.759 [Epoch 60][Batch 499], Speed: 107.073 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.759 [Epoch 60][Batch 509], Speed: 106.693 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.759 [Epoch 60] Training cost: 160.431, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.759 [Epoch 60] Validation: aeroplane=0.726148818769039 bicycle=0.7814382516615468 bird=0.762004954488129 boat=0.6468331754017282 bottle=0.6086421621708833 bus=0.8521513630709023 car=0.8509671780211737 cat=0.8321342716300903 chair=0.6271787683919078 cow=0.8644130857725728 diningtable=0.6710835216707178 dog=0.8476861843881424 horse=0.8553293474845844 motorbike=0.7874504815593039 person=0.7794861135173605 pottedplant=0.508621423668569 sheep=0.8366159696587341 sofa=0.7327673834485624 train=0.7982237799271581 tvmonitor=0.7736548316120594 mAP=0.7571415533156582 [Epoch 61][Batch 9], Speed: 105.101 samples/sec, LR=1.2500000000000003e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.758 [Epoch 61][Batch 19], Speed: 105.302 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.758 [Epoch 61][Batch 29], Speed: 102.680 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.758 [Epoch 61][Batch 39], Speed: 105.111 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.757 [Epoch 61][Batch 49], Speed: 104.599 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.757 [Epoch 61][Batch 59], Speed: 104.778 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.757 [Epoch 61][Batch 69], Speed: 102.701 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.756 [Epoch 61][Batch 79], Speed: 105.072 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.756 [Epoch 61][Batch 89], Speed: 105.954 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.756 [Epoch 61][Batch 99], Speed: 105.795 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.755 [Epoch 61][Batch 109], Speed: 104.172 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.755 [Epoch 61][Batch 119], Speed: 105.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.755 [Epoch 61][Batch 129], Speed: 104.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.754 [Epoch 61][Batch 139], Speed: 104.905 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.754 [Epoch 61][Batch 149], Speed: 105.633 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.754 [Epoch 61][Batch 159], Speed: 105.088 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.753 [Epoch 61][Batch 169], Speed: 105.328 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.753 [Epoch 61][Batch 179], Speed: 104.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.753 [Epoch 61][Batch 189], Speed: 102.576 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.752 [Epoch 61][Batch 199], Speed: 105.067 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.752 [Epoch 61][Batch 209], Speed: 105.735 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.752 [Epoch 61][Batch 219], Speed: 106.084 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.752 [Epoch 61][Batch 229], Speed: 105.463 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.751 [Epoch 61][Batch 239], Speed: 104.730 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.751 [Epoch 61][Batch 249], Speed: 105.754 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.751 [Epoch 61][Batch 259], Speed: 102.273 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.750 [Epoch 61][Batch 269], Speed: 105.762 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.750 [Epoch 61][Batch 279], Speed: 106.235 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.750 [Epoch 61][Batch 289], Speed: 106.139 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.749 [Epoch 61][Batch 299], Speed: 105.885 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.749 [Epoch 61][Batch 309], Speed: 104.351 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.749 [Epoch 61][Batch 319], Speed: 105.877 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.748 [Epoch 61][Batch 329], Speed: 103.905 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.748 [Epoch 61][Batch 339], Speed: 104.208 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.748 [Epoch 61][Batch 349], Speed: 102.224 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.747 [Epoch 61][Batch 359], Speed: 104.888 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.747 [Epoch 61][Batch 369], Speed: 105.069 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.747 [Epoch 61][Batch 379], Speed: 104.379 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.746 [Epoch 61][Batch 389], Speed: 72.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.229, HeatmapFocal=1.746 [Epoch 61][Batch 399], Speed: 65.140 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.746 [Epoch 61][Batch 409], Speed: 99.797 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.746 [Epoch 61][Batch 419], Speed: 101.188 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.745 [Epoch 61][Batch 429], Speed: 100.674 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.229, HeatmapFocal=1.745 [Epoch 61][Batch 439], Speed: 102.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.745 [Epoch 61][Batch 449], Speed: 100.225 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.744 [Epoch 61][Batch 459], Speed: 102.454 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.744 [Epoch 61][Batch 469], Speed: 101.199 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.744 [Epoch 61][Batch 479], Speed: 104.937 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.743 [Epoch 61][Batch 489], Speed: 101.517 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.743 [Epoch 61][Batch 499], Speed: 105.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.743 [Epoch 61][Batch 509], Speed: 106.191 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.742 [Epoch 61] Training cost: 166.576, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.742 [Epoch 62][Batch 9], Speed: 99.545 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.234, HeatmapFocal=1.742 [Epoch 62][Batch 19], Speed: 101.479 samples/sec, LR=1.2500000000000003e-06, WHL1=0.216, CenterRegL1=0.231, HeatmapFocal=1.741 [Epoch 62][Batch 29], Speed: 101.907 samples/sec, LR=1.2500000000000003e-06, WHL1=0.222, CenterRegL1=0.233, HeatmapFocal=1.741 [Epoch 62][Batch 39], Speed: 100.854 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.231, HeatmapFocal=1.741 [Epoch 62][Batch 49], Speed: 101.660 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.741 [Epoch 62][Batch 59], Speed: 101.589 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.740 [Epoch 62][Batch 69], Speed: 99.946 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.740 [Epoch 62][Batch 79], Speed: 97.193 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.231, HeatmapFocal=1.740 [Epoch 62][Batch 89], Speed: 100.599 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.739 [Epoch 62][Batch 99], Speed: 96.337 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.739 [Epoch 62][Batch 109], Speed: 97.884 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.231, HeatmapFocal=1.739 [Epoch 62][Batch 119], Speed: 101.661 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.230, HeatmapFocal=1.738 [Epoch 62][Batch 129], Speed: 105.049 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.230, HeatmapFocal=1.738 [Epoch 62][Batch 139], Speed: 105.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.738 [Epoch 62][Batch 149], Speed: 104.649 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.737 [Epoch 62][Batch 159], Speed: 106.177 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.737 [Epoch 62][Batch 169], Speed: 105.259 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.737 [Epoch 62][Batch 179], Speed: 105.072 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.736 [Epoch 62][Batch 189], Speed: 105.643 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.736 [Epoch 62][Batch 199], Speed: 72.331 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.736 [Epoch 62][Batch 209], Speed: 82.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.736 [Epoch 62][Batch 219], Speed: 99.451 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.735 [Epoch 62][Batch 229], Speed: 101.486 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.735 [Epoch 62][Batch 239], Speed: 105.637 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.230, HeatmapFocal=1.735 [Epoch 62][Batch 249], Speed: 104.166 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.734 [Epoch 62][Batch 259], Speed: 105.728 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.734 [Epoch 62][Batch 269], Speed: 104.034 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.734 [Epoch 62][Batch 279], Speed: 45.880 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.733 [Epoch 62][Batch 289], Speed: 90.625 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.733 [Epoch 62][Batch 299], Speed: 99.136 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.733 [Epoch 62][Batch 309], Speed: 99.002 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.732 [Epoch 62][Batch 319], Speed: 101.246 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.732 [Epoch 62][Batch 329], Speed: 96.064 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.732 [Epoch 62][Batch 339], Speed: 97.760 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.731 [Epoch 62][Batch 349], Speed: 99.448 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.731 [Epoch 62][Batch 359], Speed: 101.104 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.731 [Epoch 62][Batch 369], Speed: 100.592 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.730 [Epoch 62][Batch 379], Speed: 99.291 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.730 [Epoch 62][Batch 389], Speed: 96.668 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.730 [Epoch 62][Batch 399], Speed: 99.228 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.730 [Epoch 62][Batch 409], Speed: 101.005 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.729 [Epoch 62][Batch 419], Speed: 98.001 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.729 [Epoch 62][Batch 429], Speed: 99.980 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.729 [Epoch 62][Batch 439], Speed: 99.450 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.728 [Epoch 62][Batch 449], Speed: 99.215 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.728 [Epoch 62][Batch 459], Speed: 103.194 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.728 [Epoch 62][Batch 469], Speed: 101.613 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.727 [Epoch 62][Batch 479], Speed: 103.572 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.727 [Epoch 62][Batch 489], Speed: 103.707 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.727 [Epoch 62][Batch 499], Speed: 104.321 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.726 [Epoch 62][Batch 509], Speed: 102.186 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.726 [Epoch 62] Training cost: 175.542, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.726 [Epoch 63][Batch 9], Speed: 101.228 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.726 [Epoch 63][Batch 19], Speed: 105.964 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.228, HeatmapFocal=1.725 [Epoch 63][Batch 29], Speed: 106.725 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.228, HeatmapFocal=1.725 [Epoch 63][Batch 39], Speed: 105.896 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.725 [Epoch 63][Batch 49], Speed: 105.974 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.228, HeatmapFocal=1.724 [Epoch 63][Batch 59], Speed: 105.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.228, HeatmapFocal=1.724 [Epoch 63][Batch 69], Speed: 103.829 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.724 [Epoch 63][Batch 79], Speed: 55.128 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.724 [Epoch 63][Batch 89], Speed: 45.694 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.723 [Epoch 63][Batch 99], Speed: 75.600 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.723 [Epoch 63][Batch 109], Speed: 96.492 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.723 [Epoch 63][Batch 119], Speed: 98.934 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.722 [Epoch 63][Batch 129], Speed: 99.834 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.722 [Epoch 63][Batch 139], Speed: 96.933 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.722 [Epoch 63][Batch 149], Speed: 98.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.721 [Epoch 63][Batch 159], Speed: 98.836 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.721 [Epoch 63][Batch 169], Speed: 101.556 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.721 [Epoch 63][Batch 179], Speed: 97.293 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.720 [Epoch 63][Batch 189], Speed: 98.782 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.720 [Epoch 63][Batch 199], Speed: 102.768 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.720 [Epoch 63][Batch 209], Speed: 102.009 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.720 [Epoch 63][Batch 219], Speed: 101.346 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.719 [Epoch 63][Batch 229], Speed: 99.904 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.719 [Epoch 63][Batch 239], Speed: 99.056 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.719 [Epoch 63][Batch 249], Speed: 99.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.718 [Epoch 63][Batch 259], Speed: 99.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.718 [Epoch 63][Batch 269], Speed: 100.969 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.718 [Epoch 63][Batch 279], Speed: 102.233 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.717 [Epoch 63][Batch 289], Speed: 98.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.717 [Epoch 63][Batch 299], Speed: 101.834 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.717 [Epoch 63][Batch 309], Speed: 102.432 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.716 [Epoch 63][Batch 319], Speed: 99.622 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.716 [Epoch 63][Batch 329], Speed: 101.839 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.716 [Epoch 63][Batch 339], Speed: 104.851 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.716 [Epoch 63][Batch 349], Speed: 104.125 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.715 [Epoch 63][Batch 359], Speed: 102.613 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.715 [Epoch 63][Batch 369], Speed: 103.690 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.715 [Epoch 63][Batch 379], Speed: 104.475 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.714 [Epoch 63][Batch 389], Speed: 105.166 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.714 [Epoch 63][Batch 399], Speed: 105.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.714 [Epoch 63][Batch 409], Speed: 52.410 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.713 [Epoch 63][Batch 419], Speed: 54.679 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.713 [Epoch 63][Batch 429], Speed: 100.366 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.713 [Epoch 63][Batch 439], Speed: 97.997 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.713 [Epoch 63][Batch 449], Speed: 99.743 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.712 [Epoch 63][Batch 459], Speed: 100.511 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.712 [Epoch 63][Batch 469], Speed: 104.403 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.712 [Epoch 63][Batch 479], Speed: 102.594 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.711 [Epoch 63][Batch 489], Speed: 101.412 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.711 [Epoch 63][Batch 499], Speed: 103.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.711 [Epoch 63][Batch 509], Speed: 101.874 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.710 [Epoch 63] Training cost: 178.193, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.710 [Epoch 64][Batch 9], Speed: 97.262 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.223, HeatmapFocal=1.710 [Epoch 64][Batch 19], Speed: 100.019 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.225, HeatmapFocal=1.710 [Epoch 64][Batch 29], Speed: 102.023 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.228, HeatmapFocal=1.709 [Epoch 64][Batch 39], Speed: 103.744 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.228, HeatmapFocal=1.709 [Epoch 64][Batch 49], Speed: 103.235 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.709 [Epoch 64][Batch 59], Speed: 99.468 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.708 [Epoch 64][Batch 69], Speed: 102.137 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.708 [Epoch 64][Batch 79], Speed: 99.516 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.708 [Epoch 64][Batch 89], Speed: 100.715 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.708 [Epoch 64][Batch 99], Speed: 99.745 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.707 [Epoch 64][Batch 109], Speed: 98.489 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.707 [Epoch 64][Batch 119], Speed: 99.453 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.707 [Epoch 64][Batch 129], Speed: 99.078 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.231, HeatmapFocal=1.706 [Epoch 64][Batch 139], Speed: 103.283 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.706 [Epoch 64][Batch 149], Speed: 104.357 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.706 [Epoch 64][Batch 159], Speed: 104.375 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.706 [Epoch 64][Batch 169], Speed: 105.218 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.705 [Epoch 64][Batch 179], Speed: 103.759 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.705 [Epoch 64][Batch 189], Speed: 104.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.705 [Epoch 64][Batch 199], Speed: 103.835 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.704 [Epoch 64][Batch 209], Speed: 103.593 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.704 [Epoch 64][Batch 219], Speed: 45.633 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.704 [Epoch 64][Batch 229], Speed: 89.833 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.703 [Epoch 64][Batch 239], Speed: 98.263 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.703 [Epoch 64][Batch 249], Speed: 99.432 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.703 [Epoch 64][Batch 259], Speed: 100.100 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.703 [Epoch 64][Batch 269], Speed: 95.352 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.702 [Epoch 64][Batch 279], Speed: 99.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.702 [Epoch 64][Batch 289], Speed: 98.894 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.702 [Epoch 64][Batch 299], Speed: 99.690 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.701 [Epoch 64][Batch 309], Speed: 97.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.701 [Epoch 64][Batch 319], Speed: 99.846 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.231, HeatmapFocal=1.701 [Epoch 64][Batch 329], Speed: 100.872 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.701 [Epoch 64][Batch 339], Speed: 101.502 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.700 [Epoch 64][Batch 349], Speed: 99.534 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.700 [Epoch 64][Batch 359], Speed: 100.931 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.700 [Epoch 64][Batch 369], Speed: 100.857 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.699 [Epoch 64][Batch 379], Speed: 99.240 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.699 [Epoch 64][Batch 389], Speed: 100.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.699 [Epoch 64][Batch 399], Speed: 99.099 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.699 [Epoch 64][Batch 409], Speed: 101.707 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.698 [Epoch 64][Batch 419], Speed: 102.221 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.698 [Epoch 64][Batch 429], Speed: 99.331 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.698 [Epoch 64][Batch 439], Speed: 101.682 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.697 [Epoch 64][Batch 449], Speed: 100.660 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.697 [Epoch 64][Batch 459], Speed: 103.204 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.697 [Epoch 64][Batch 469], Speed: 105.353 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.696 [Epoch 64][Batch 479], Speed: 105.505 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.696 [Epoch 64][Batch 489], Speed: 106.551 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.696 [Epoch 64][Batch 499], Speed: 103.043 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.696 [Epoch 64][Batch 509], Speed: 102.221 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.695 [Epoch 64] Training cost: 173.939, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.695 [Epoch 65][Batch 9], Speed: 102.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.245, CenterRegL1=0.232, HeatmapFocal=1.695 [Epoch 65][Batch 19], Speed: 52.585 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.231, HeatmapFocal=1.695 [Epoch 65][Batch 29], Speed: 53.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.694 [Epoch 65][Batch 39], Speed: 90.306 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.232, HeatmapFocal=1.694 [Epoch 65][Batch 49], Speed: 100.776 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.694 [Epoch 65][Batch 59], Speed: 101.656 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.693 [Epoch 65][Batch 69], Speed: 100.486 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.693 [Epoch 65][Batch 79], Speed: 98.237 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.693 [Epoch 65][Batch 89], Speed: 99.709 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.692 [Epoch 65][Batch 99], Speed: 99.843 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.692 [Epoch 65][Batch 109], Speed: 94.006 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.692 [Epoch 65][Batch 119], Speed: 99.209 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.692 [Epoch 65][Batch 129], Speed: 99.100 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.691 [Epoch 65][Batch 139], Speed: 98.600 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.691 [Epoch 65][Batch 149], Speed: 100.993 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.691 [Epoch 65][Batch 159], Speed: 99.226 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.690 [Epoch 65][Batch 169], Speed: 100.713 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.690 [Epoch 65][Batch 179], Speed: 100.532 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.690 [Epoch 65][Batch 189], Speed: 99.059 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.690 [Epoch 65][Batch 199], Speed: 101.752 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.689 [Epoch 65][Batch 209], Speed: 100.986 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.689 [Epoch 65][Batch 219], Speed: 99.275 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.689 [Epoch 65][Batch 229], Speed: 99.358 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.689 [Epoch 65][Batch 239], Speed: 99.705 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.688 [Epoch 65][Batch 249], Speed: 96.402 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.688 [Epoch 65][Batch 259], Speed: 97.722 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.688 [Epoch 65][Batch 269], Speed: 100.260 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.687 [Epoch 65][Batch 279], Speed: 104.301 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.687 [Epoch 65][Batch 289], Speed: 105.803 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.687 [Epoch 65][Batch 299], Speed: 103.898 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.687 [Epoch 65][Batch 309], Speed: 103.041 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.686 [Epoch 65][Batch 319], Speed: 102.984 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.686 [Epoch 65][Batch 329], Speed: 101.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.686 [Epoch 65][Batch 339], Speed: 104.434 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.685 [Epoch 65][Batch 349], Speed: 52.395 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.685 [Epoch 65][Batch 359], Speed: 100.307 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.685 [Epoch 65][Batch 369], Speed: 104.431 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.230, HeatmapFocal=1.685 [Epoch 65][Batch 379], Speed: 103.363 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.684 [Epoch 65][Batch 389], Speed: 104.213 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.684 [Epoch 65][Batch 399], Speed: 104.803 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.684 [Epoch 65][Batch 409], Speed: 69.685 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.683 [Epoch 65][Batch 419], Speed: 51.267 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.683 [Epoch 65][Batch 429], Speed: 92.395 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.683 [Epoch 65][Batch 439], Speed: 96.147 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.683 [Epoch 65][Batch 449], Speed: 98.320 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.682 [Epoch 65][Batch 459], Speed: 101.497 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.682 [Epoch 65][Batch 469], Speed: 103.959 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.682 [Epoch 65][Batch 479], Speed: 100.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.231, HeatmapFocal=1.681 [Epoch 65][Batch 489], Speed: 100.890 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.681 [Epoch 65][Batch 499], Speed: 104.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.681 [Epoch 65][Batch 509], Speed: 100.187 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.681 [Epoch 65] Training cost: 180.974, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.680 [Epoch 65] Validation: aeroplane=0.7419597624013858 bicycle=0.7904934775073389 bird=0.765493361745768 boat=0.6543744107848068 bottle=0.5979341019697859 bus=0.8521214241083203 car=0.8564169631468551 cat=0.8388286511867231 chair=0.6228965170022628 cow=0.8766392783464158 diningtable=0.6623963980504143 dog=0.8367631109748558 horse=0.8584996558593537 motorbike=0.8051614971571822 person=0.7806868930684789 pottedplant=0.5169815777779297 sheep=0.8404188156237902 sofa=0.7331214149891656 train=0.8076767825733823 tvmonitor=0.776464568904389 mAP=0.7607664331589302 [Epoch 66][Batch 9], Speed: 100.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.230, HeatmapFocal=1.680 [Epoch 66][Batch 19], Speed: 101.032 samples/sec, LR=1.2500000000000003e-06, WHL1=0.240, CenterRegL1=0.228, HeatmapFocal=1.680 [Epoch 66][Batch 29], Speed: 101.549 samples/sec, LR=1.2500000000000003e-06, WHL1=0.244, CenterRegL1=0.230, HeatmapFocal=1.680 [Epoch 66][Batch 39], Speed: 101.899 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.230, HeatmapFocal=1.679 [Epoch 66][Batch 49], Speed: 105.067 samples/sec, LR=1.2500000000000003e-06, WHL1=0.241, CenterRegL1=0.230, HeatmapFocal=1.679 [Epoch 66][Batch 59], Speed: 102.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.238, CenterRegL1=0.230, HeatmapFocal=1.679 [Epoch 66][Batch 69], Speed: 102.687 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.230, HeatmapFocal=1.678 [Epoch 66][Batch 79], Speed: 104.221 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.678 [Epoch 66][Batch 89], Speed: 104.305 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.678 [Epoch 66][Batch 99], Speed: 103.398 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.678 [Epoch 66][Batch 109], Speed: 55.978 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.677 [Epoch 66][Batch 119], Speed: 46.201 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.230, HeatmapFocal=1.677 [Epoch 66][Batch 129], Speed: 89.554 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.677 [Epoch 66][Batch 139], Speed: 95.740 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.677 [Epoch 66][Batch 149], Speed: 98.144 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.676 [Epoch 66][Batch 159], Speed: 99.428 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.676 [Epoch 66][Batch 169], Speed: 100.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.676 [Epoch 66][Batch 179], Speed: 102.255 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.675 [Epoch 66][Batch 189], Speed: 96.418 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.675 [Epoch 66][Batch 199], Speed: 99.013 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.675 [Epoch 66][Batch 209], Speed: 97.623 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.675 [Epoch 66][Batch 219], Speed: 99.263 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.674 [Epoch 66][Batch 229], Speed: 96.242 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.674 [Epoch 66][Batch 239], Speed: 100.033 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.674 [Epoch 66][Batch 249], Speed: 98.745 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.673 [Epoch 66][Batch 259], Speed: 100.433 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.673 [Epoch 66][Batch 269], Speed: 101.595 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.673 [Epoch 66][Batch 279], Speed: 100.499 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.673 [Epoch 66][Batch 289], Speed: 98.815 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.672 [Epoch 66][Batch 299], Speed: 99.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.672 [Epoch 66][Batch 309], Speed: 97.273 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.672 [Epoch 66][Batch 319], Speed: 97.603 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.671 [Epoch 66][Batch 329], Speed: 97.226 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.671 [Epoch 66][Batch 339], Speed: 98.082 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.671 [Epoch 66][Batch 349], Speed: 100.863 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.671 [Epoch 66][Batch 359], Speed: 101.989 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.670 [Epoch 66][Batch 369], Speed: 103.955 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.670 [Epoch 66][Batch 379], Speed: 100.373 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.230, HeatmapFocal=1.670 [Epoch 66][Batch 389], Speed: 104.200 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.670 [Epoch 66][Batch 399], Speed: 103.309 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.669 [Epoch 66][Batch 409], Speed: 103.512 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.669 [Epoch 66][Batch 419], Speed: 102.767 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.669 [Epoch 66][Batch 429], Speed: 104.440 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.668 [Epoch 66][Batch 439], Speed: 52.112 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.668 [Epoch 66][Batch 449], Speed: 83.429 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.668 [Epoch 66][Batch 459], Speed: 101.831 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.668 [Epoch 66][Batch 469], Speed: 102.753 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.667 [Epoch 66][Batch 479], Speed: 103.133 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.667 [Epoch 66][Batch 489], Speed: 102.215 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.667 [Epoch 66][Batch 499], Speed: 102.397 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.667 [Epoch 66][Batch 509], Speed: 103.759 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.666 [Epoch 66] Training cost: 178.933, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.666 [Epoch 67][Batch 9], Speed: 96.771 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.236, HeatmapFocal=1.666 [Epoch 67][Batch 19], Speed: 102.015 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.233, HeatmapFocal=1.666 [Epoch 67][Batch 29], Speed: 98.609 samples/sec, LR=1.2500000000000003e-06, WHL1=0.223, CenterRegL1=0.234, HeatmapFocal=1.665 [Epoch 67][Batch 39], Speed: 100.234 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.232, HeatmapFocal=1.665 [Epoch 67][Batch 49], Speed: 100.342 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.232, HeatmapFocal=1.665 [Epoch 67][Batch 59], Speed: 97.663 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.232, HeatmapFocal=1.664 [Epoch 67][Batch 69], Speed: 98.905 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.232, HeatmapFocal=1.664 [Epoch 67][Batch 79], Speed: 95.590 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.664 [Epoch 67][Batch 89], Speed: 98.632 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.664 [Epoch 67][Batch 99], Speed: 99.248 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.663 [Epoch 67][Batch 109], Speed: 100.085 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.663 [Epoch 67][Batch 119], Speed: 97.454 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.663 [Epoch 67][Batch 129], Speed: 99.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.233, HeatmapFocal=1.663 [Epoch 67][Batch 139], Speed: 100.169 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.662 [Epoch 67][Batch 149], Speed: 99.197 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.662 [Epoch 67][Batch 159], Speed: 99.722 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.662 [Epoch 67][Batch 169], Speed: 103.377 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.661 [Epoch 67][Batch 179], Speed: 100.125 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.661 [Epoch 67][Batch 189], Speed: 103.147 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.661 [Epoch 67][Batch 199], Speed: 104.124 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.661 [Epoch 67][Batch 209], Speed: 103.587 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.232, HeatmapFocal=1.660 [Epoch 67][Batch 219], Speed: 103.620 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.660 [Epoch 67][Batch 229], Speed: 104.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.660 [Epoch 67][Batch 239], Speed: 75.254 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.660 [Epoch 67][Batch 249], Speed: 46.288 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.659 [Epoch 67][Batch 259], Speed: 94.886 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.659 [Epoch 67][Batch 269], Speed: 97.519 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.659 [Epoch 67][Batch 279], Speed: 99.338 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.658 [Epoch 67][Batch 289], Speed: 99.566 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.232, HeatmapFocal=1.658 [Epoch 67][Batch 299], Speed: 98.332 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.658 [Epoch 67][Batch 309], Speed: 97.628 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.658 [Epoch 67][Batch 319], Speed: 100.724 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.231, HeatmapFocal=1.657 [Epoch 67][Batch 329], Speed: 100.981 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.232, HeatmapFocal=1.657 [Epoch 67][Batch 339], Speed: 98.026 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.657 [Epoch 67][Batch 349], Speed: 95.356 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.657 [Epoch 67][Batch 359], Speed: 96.457 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.656 [Epoch 67][Batch 369], Speed: 99.590 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.232, HeatmapFocal=1.656 [Epoch 67][Batch 379], Speed: 102.271 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.656 [Epoch 67][Batch 389], Speed: 99.721 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.656 [Epoch 67][Batch 399], Speed: 97.116 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.655 [Epoch 67][Batch 409], Speed: 100.646 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.655 [Epoch 67][Batch 419], Speed: 99.030 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.655 [Epoch 67][Batch 429], Speed: 100.264 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.231, HeatmapFocal=1.654 [Epoch 67][Batch 439], Speed: 98.741 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.654 [Epoch 67][Batch 449], Speed: 95.758 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.654 [Epoch 67][Batch 459], Speed: 101.181 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.654 [Epoch 67][Batch 469], Speed: 103.932 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.653 [Epoch 67][Batch 479], Speed: 102.252 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.653 [Epoch 67][Batch 489], Speed: 103.683 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.653 [Epoch 67][Batch 499], Speed: 104.151 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.653 [Epoch 67][Batch 509], Speed: 107.314 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.652 [Epoch 67] Training cost: 174.568, WHL1=0.235, CenterRegL1=0.231, HeatmapFocal=1.652 [Epoch 68][Batch 9], Speed: 104.253 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.225, HeatmapFocal=1.652 [Epoch 68][Batch 19], Speed: 105.146 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.230, HeatmapFocal=1.652 [Epoch 68][Batch 29], Speed: 102.959 samples/sec, LR=1.2500000000000003e-06, WHL1=0.221, CenterRegL1=0.228, HeatmapFocal=1.651 [Epoch 68][Batch 39], Speed: 104.551 samples/sec, LR=1.2500000000000003e-06, WHL1=0.224, CenterRegL1=0.228, HeatmapFocal=1.651 [Epoch 68][Batch 49], Speed: 58.448 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.228, HeatmapFocal=1.651 [Epoch 68][Batch 59], Speed: 51.664 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.227, HeatmapFocal=1.651 [Epoch 68][Batch 69], Speed: 85.354 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.228, HeatmapFocal=1.650 [Epoch 68][Batch 79], Speed: 97.699 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.227, HeatmapFocal=1.650 [Epoch 68][Batch 89], Speed: 99.908 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.228, HeatmapFocal=1.650 [Epoch 68][Batch 99], Speed: 95.800 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.649 [Epoch 68][Batch 109], Speed: 101.376 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.649 [Epoch 68][Batch 119], Speed: 100.680 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.649 [Epoch 68][Batch 129], Speed: 100.731 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.649 [Epoch 68][Batch 139], Speed: 98.664 samples/sec, LR=1.2500000000000003e-06, WHL1=0.225, CenterRegL1=0.229, HeatmapFocal=1.648 [Epoch 68][Batch 149], Speed: 96.264 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.648 [Epoch 68][Batch 159], Speed: 100.104 samples/sec, LR=1.2500000000000003e-06, WHL1=0.226, CenterRegL1=0.230, HeatmapFocal=1.648 [Epoch 68][Batch 169], Speed: 102.000 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.648 [Epoch 68][Batch 179], Speed: 101.708 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.647 [Epoch 68][Batch 189], Speed: 98.666 samples/sec, LR=1.2500000000000003e-06, WHL1=0.227, CenterRegL1=0.229, HeatmapFocal=1.647 [Epoch 68][Batch 199], Speed: 98.538 samples/sec, LR=1.2500000000000003e-06, WHL1=0.228, CenterRegL1=0.229, HeatmapFocal=1.647 [Epoch 68][Batch 209], Speed: 100.748 samples/sec, LR=1.2500000000000003e-06, WHL1=0.229, CenterRegL1=0.229, HeatmapFocal=1.647 [Epoch 68][Batch 219], Speed: 97.615 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.646 [Epoch 68][Batch 229], Speed: 101.076 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.646 [Epoch 68][Batch 239], Speed: 99.770 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.229, HeatmapFocal=1.646 [Epoch 68][Batch 249], Speed: 100.026 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.645 [Epoch 68][Batch 259], Speed: 100.835 samples/sec, LR=1.2500000000000003e-06, WHL1=0.230, CenterRegL1=0.228, HeatmapFocal=1.645 [Epoch 68][Batch 269], Speed: 99.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.645 [Epoch 68][Batch 279], Speed: 99.012 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.645 [Epoch 68][Batch 289], Speed: 99.365 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.644 [Epoch 68][Batch 299], Speed: 100.850 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.644 [Epoch 68][Batch 309], Speed: 103.207 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.644 [Epoch 68][Batch 319], Speed: 104.732 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.644 [Epoch 68][Batch 329], Speed: 103.516 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.643 [Epoch 68][Batch 339], Speed: 103.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.643 [Epoch 68][Batch 349], Speed: 103.828 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.643 [Epoch 68][Batch 359], Speed: 104.599 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.643 [Epoch 68][Batch 369], Speed: 102.528 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.642 [Epoch 68][Batch 379], Speed: 43.127 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.642 [Epoch 68][Batch 389], Speed: 98.287 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.642 [Epoch 68][Batch 399], Speed: 102.624 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.229, HeatmapFocal=1.642 [Epoch 68][Batch 409], Speed: 104.123 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.641 [Epoch 68][Batch 419], Speed: 103.012 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.641 [Epoch 68][Batch 429], Speed: 102.248 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.641 [Epoch 68][Batch 439], Speed: 53.400 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.641 [Epoch 68][Batch 449], Speed: 50.193 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.640 [Epoch 68][Batch 459], Speed: 91.062 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.640 [Epoch 68][Batch 469], Speed: 102.820 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.640 [Epoch 68][Batch 479], Speed: 102.092 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.640 [Epoch 68][Batch 489], Speed: 102.655 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.639 [Epoch 68][Batch 499], Speed: 101.315 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.639 [Epoch 68][Batch 509], Speed: 102.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.639 [Epoch 68] Training cost: 181.326, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.639 [Epoch 69][Batch 9], Speed: 99.429 samples/sec, LR=1.2500000000000003e-06, WHL1=0.239, CenterRegL1=0.231, HeatmapFocal=1.638 [Epoch 69][Batch 19], Speed: 99.442 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.231, HeatmapFocal=1.638 [Epoch 69][Batch 29], Speed: 98.764 samples/sec, LR=1.2500000000000003e-06, WHL1=0.237, CenterRegL1=0.228, HeatmapFocal=1.638 [Epoch 69][Batch 39], Speed: 101.649 samples/sec, LR=1.2500000000000003e-06, WHL1=0.236, CenterRegL1=0.228, HeatmapFocal=1.638 [Epoch 69][Batch 49], Speed: 101.119 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.226, HeatmapFocal=1.637 [Epoch 69][Batch 59], Speed: 99.626 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.227, HeatmapFocal=1.637 [Epoch 69][Batch 69], Speed: 95.943 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.227, HeatmapFocal=1.637 [Epoch 69][Batch 79], Speed: 96.815 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.227, HeatmapFocal=1.636 [Epoch 69][Batch 89], Speed: 98.927 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.227, HeatmapFocal=1.636 [Epoch 69][Batch 99], Speed: 99.050 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.227, HeatmapFocal=1.636 [Epoch 69][Batch 109], Speed: 100.413 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.227, HeatmapFocal=1.636 [Epoch 69][Batch 119], Speed: 99.087 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.228, HeatmapFocal=1.635 [Epoch 69][Batch 129], Speed: 98.075 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.227, HeatmapFocal=1.635 [Epoch 69][Batch 139], Speed: 101.044 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.228, HeatmapFocal=1.635 [Epoch 69][Batch 149], Speed: 99.670 samples/sec, LR=1.2500000000000003e-06, WHL1=0.231, CenterRegL1=0.228, HeatmapFocal=1.635 [Epoch 69][Batch 159], Speed: 99.137 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.634 [Epoch 69][Batch 169], Speed: 94.970 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.634 [Epoch 69][Batch 179], Speed: 101.611 samples/sec, LR=1.2500000000000003e-06, WHL1=0.232, CenterRegL1=0.229, HeatmapFocal=1.634 [Epoch 69][Batch 189], Speed: 103.421 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.634 [Epoch 69][Batch 199], Speed: 104.755 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.633 [Epoch 69][Batch 209], Speed: 104.214 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.633 [Epoch 69][Batch 219], Speed: 104.416 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.633 [Epoch 69][Batch 229], Speed: 103.250 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.633 [Epoch 69][Batch 239], Speed: 103.675 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.632 [Epoch 69][Batch 249], Speed: 54.600 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.230, HeatmapFocal=1.632 [Epoch 69][Batch 259], Speed: 57.494 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.632 [Epoch 69][Batch 269], Speed: 99.412 samples/sec, LR=1.2500000000000003e-06, WHL1=0.233, CenterRegL1=0.229, HeatmapFocal=1.632 [Epoch 69][Batch 279], Speed: 95.098 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.631 [Epoch 69][Batch 289], Speed: 99.440 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.631 [Epoch 69][Batch 299], Speed: 97.454 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.229, HeatmapFocal=1.631 [Epoch 69][Batch 309], Speed: 101.652 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.631 [Epoch 69][Batch 319], Speed: 98.988 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.630 [Epoch 69][Batch 329], Speed: 101.658 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.630 [Epoch 69][Batch 339], Speed: 99.198 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.229, HeatmapFocal=1.630 [Epoch 69][Batch 349], Speed: 96.628 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.630 [Epoch 69][Batch 359], Speed: 100.222 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.629 [Epoch 69][Batch 369], Speed: 97.069 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.629 [Epoch 69][Batch 379], Speed: 95.670 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.629 [Epoch 69][Batch 389], Speed: 97.849 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.629 [Epoch 69][Batch 399], Speed: 99.658 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.628 [Epoch 69][Batch 409], Speed: 98.117 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.628 [Epoch 69][Batch 419], Speed: 96.464 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.628 [Epoch 69][Batch 429], Speed: 96.196 samples/sec, LR=1.2500000000000003e-06, WHL1=0.235, CenterRegL1=0.230, HeatmapFocal=1.628 [Epoch 69][Batch 439], Speed: 100.746 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.627 [Epoch 69][Batch 449], Speed: 98.641 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.627 [Epoch 69][Batch 459], Speed: 101.727 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.627 [Epoch 69][Batch 469], Speed: 102.066 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.627 [Epoch 69][Batch 479], Speed: 102.505 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.626 [Epoch 69][Batch 489], Speed: 101.965 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.626 [Epoch 69][Batch 499], Speed: 104.988 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.626 [Epoch 69][Batch 509], Speed: 104.512 samples/sec, LR=1.2500000000000003e-06, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.626 [Epoch 69] Training cost: 174.840, WHL1=0.234, CenterRegL1=0.230, HeatmapFocal=1.625 [Epoch 69] Validation: aeroplane=0.7404967208135201 bicycle=0.78525179259326 bird=0.7737338551213845 boat=0.6569139881618626 bottle=0.6039880676775792 bus=0.8544273542328243 car=0.853649416597862 cat=0.8415544836457535 chair=0.6238401950964716 cow=0.8744128387678529 diningtable=0.664219366218809 dog=0.8417065030581434 horse=0.8542127834923725 motorbike=0.8088606918988527 person=0.7803909993196613 pottedplant=0.5213377779570355 sheep=0.8461747534261748 sofa=0.7281498079491573 train=0.803356949441963 tvmonitor=0.7783382370052997 mAP=0.7617508291237919