Namespace(batch_size=128, center_reg_weight=1.0, data_shape=512, dataset='coco', dataset_root='~/.mxnet/datasets/', epochs=140, flip_validation=False, gpus='0,1,2,3', log_interval=10, lr=0.0005, lr_decay=0.1, lr_decay_epoch='90,120', lr_mode='step', momentum=0.9, network='resnet18_v1b', num_samples=117266, num_workers=60, resume='', save_interval=10, save_prefix='center_net_resnet18_v1b_coco', seed=233, start_epoch=0, val_interval=10, warmup_epochs=0, warmup_lr=0.0, wd=1e-05, wh_weight=0.1) Start training from [Epoch 0] [Epoch 0][Batch 9], Speed: 186.355 samples/sec, LR=0.0005, WHL1=2.184, CenterRegL1=0.456, HeatmapFocal=243.478 [Epoch 0][Batch 19], Speed: 233.832 samples/sec, LR=0.0005, WHL1=2.186, CenterRegL1=0.370, HeatmapFocal=198.904 [Epoch 0][Batch 29], Speed: 248.058 samples/sec, LR=0.0005, WHL1=2.140, CenterRegL1=0.337, HeatmapFocal=167.547 [Epoch 0][Batch 39], Speed: 281.936 samples/sec, LR=0.0005, WHL1=2.096, CenterRegL1=0.316, HeatmapFocal=142.168 [Epoch 0][Batch 49], Speed: 279.509 samples/sec, LR=0.0005, WHL1=2.051, CenterRegL1=0.303, HeatmapFocal=120.467 [Epoch 0][Batch 59], Speed: 274.220 samples/sec, LR=0.0005, WHL1=2.003, CenterRegL1=0.294, HeatmapFocal=103.008 [Epoch 0][Batch 69], Speed: 275.139 samples/sec, LR=0.0005, WHL1=1.961, CenterRegL1=0.287, HeatmapFocal=89.549 [Epoch 0][Batch 79], Speed: 268.967 samples/sec, LR=0.0005, WHL1=1.920, CenterRegL1=0.283, HeatmapFocal=79.142 [Epoch 0][Batch 89], Speed: 251.846 samples/sec, LR=0.0005, WHL1=1.901, CenterRegL1=0.279, HeatmapFocal=70.986 [Epoch 0][Batch 99], Speed: 258.576 samples/sec, LR=0.0005, WHL1=1.884, CenterRegL1=0.276, HeatmapFocal=64.423 [Epoch 0][Batch 109], Speed: 282.530 samples/sec, LR=0.0005, WHL1=1.874, CenterRegL1=0.273, HeatmapFocal=59.039 [Epoch 0][Batch 119], Speed: 257.908 samples/sec, LR=0.0005, WHL1=1.861, CenterRegL1=0.272, HeatmapFocal=54.533 [Epoch 0][Batch 129], Speed: 243.096 samples/sec, LR=0.0005, WHL1=1.841, CenterRegL1=0.270, HeatmapFocal=50.711 [Epoch 0][Batch 139], Speed: 274.931 samples/sec, LR=0.0005, WHL1=1.826, CenterRegL1=0.269, HeatmapFocal=47.428 [Epoch 0][Batch 149], Speed: 270.066 samples/sec, LR=0.0005, WHL1=1.811, CenterRegL1=0.268, HeatmapFocal=44.574 [Epoch 0][Batch 159], Speed: 251.260 samples/sec, LR=0.0005, WHL1=1.799, CenterRegL1=0.267, HeatmapFocal=42.073 [Epoch 0][Batch 169], Speed: 284.852 samples/sec, LR=0.0005, WHL1=1.785, CenterRegL1=0.267, HeatmapFocal=39.861 [Epoch 0][Batch 179], Speed: 249.040 samples/sec, LR=0.0005, WHL1=1.776, CenterRegL1=0.266, HeatmapFocal=37.892 [Epoch 0][Batch 189], Speed: 272.426 samples/sec, LR=0.0005, WHL1=1.765, CenterRegL1=0.266, HeatmapFocal=36.128 [Epoch 0][Batch 199], Speed: 264.299 samples/sec, LR=0.0005, WHL1=1.753, CenterRegL1=0.266, HeatmapFocal=34.536 [Epoch 0][Batch 209], Speed: 269.872 samples/sec, LR=0.0005, WHL1=1.743, CenterRegL1=0.265, HeatmapFocal=33.097 [Epoch 0][Batch 219], Speed: 245.353 samples/sec, LR=0.0005, WHL1=1.735, CenterRegL1=0.265, HeatmapFocal=31.786 [Epoch 0][Batch 229], Speed: 270.797 samples/sec, LR=0.0005, WHL1=1.727, CenterRegL1=0.265, HeatmapFocal=30.586 [Epoch 0][Batch 239], Speed: 249.108 samples/sec, LR=0.0005, WHL1=1.719, CenterRegL1=0.264, HeatmapFocal=29.486 [Epoch 0][Batch 249], Speed: 262.174 samples/sec, LR=0.0005, WHL1=1.711, CenterRegL1=0.264, HeatmapFocal=28.472 [Epoch 0][Batch 259], Speed: 272.700 samples/sec, LR=0.0005, WHL1=1.703, CenterRegL1=0.263, HeatmapFocal=27.537 [Epoch 0][Batch 269], Speed: 277.514 samples/sec, LR=0.0005, WHL1=1.696, CenterRegL1=0.263, HeatmapFocal=26.669 [Epoch 0][Batch 279], Speed: 252.377 samples/sec, LR=0.0005, WHL1=1.687, CenterRegL1=0.262, HeatmapFocal=25.861 [Epoch 0][Batch 289], Speed: 274.521 samples/sec, LR=0.0005, WHL1=1.680, CenterRegL1=0.262, HeatmapFocal=25.110 [Epoch 0][Batch 299], Speed: 252.972 samples/sec, LR=0.0005, WHL1=1.672, CenterRegL1=0.261, HeatmapFocal=24.407 [Epoch 0][Batch 309], Speed: 264.107 samples/sec, LR=0.0005, WHL1=1.665, CenterRegL1=0.261, HeatmapFocal=23.752 [Epoch 0][Batch 319], Speed: 266.744 samples/sec, LR=0.0005, WHL1=1.659, CenterRegL1=0.261, HeatmapFocal=23.136 [Epoch 0][Batch 329], Speed: 256.352 samples/sec, LR=0.0005, WHL1=1.651, CenterRegL1=0.260, HeatmapFocal=22.556 [Epoch 0][Batch 339], Speed: 276.966 samples/sec, LR=0.0005, WHL1=1.645, CenterRegL1=0.260, HeatmapFocal=22.010 [Epoch 0][Batch 349], Speed: 252.979 samples/sec, LR=0.0005, WHL1=1.637, CenterRegL1=0.260, HeatmapFocal=21.495 [Epoch 0][Batch 359], Speed: 239.216 samples/sec, LR=0.0005, WHL1=1.629, CenterRegL1=0.259, HeatmapFocal=21.009 [Epoch 0][Batch 369], Speed: 252.631 samples/sec, LR=0.0005, WHL1=1.619, CenterRegL1=0.259, HeatmapFocal=20.548 [Epoch 0][Batch 379], Speed: 237.866 samples/sec, LR=0.0005, WHL1=1.610, CenterRegL1=0.259, HeatmapFocal=20.110 [Epoch 0][Batch 389], Speed: 269.018 samples/sec, LR=0.0005, WHL1=1.601, CenterRegL1=0.259, HeatmapFocal=19.697 [Epoch 0][Batch 399], Speed: 232.470 samples/sec, LR=0.0005, WHL1=1.593, CenterRegL1=0.258, HeatmapFocal=19.302 [Epoch 0][Batch 409], Speed: 229.976 samples/sec, LR=0.0005, WHL1=1.583, CenterRegL1=0.258, HeatmapFocal=18.926 [Epoch 0][Batch 419], Speed: 250.931 samples/sec, LR=0.0005, WHL1=1.574, CenterRegL1=0.258, HeatmapFocal=18.568 [Epoch 0][Batch 429], Speed: 239.247 samples/sec, LR=0.0005, WHL1=1.564, CenterRegL1=0.258, HeatmapFocal=18.226 [Epoch 0][Batch 439], Speed: 249.609 samples/sec, LR=0.0005, WHL1=1.555, CenterRegL1=0.257, HeatmapFocal=17.898 [Epoch 0][Batch 449], Speed: 269.170 samples/sec, LR=0.0005, WHL1=1.546, CenterRegL1=0.257, HeatmapFocal=17.586 [Epoch 0][Batch 459], Speed: 244.161 samples/sec, LR=0.0005, WHL1=1.538, CenterRegL1=0.257, HeatmapFocal=17.288 [Epoch 0][Batch 469], Speed: 272.069 samples/sec, LR=0.0005, WHL1=1.529, CenterRegL1=0.257, HeatmapFocal=17.001 [Epoch 0][Batch 479], Speed: 264.309 samples/sec, LR=0.0005, WHL1=1.520, CenterRegL1=0.257, HeatmapFocal=16.726 [Epoch 0][Batch 489], Speed: 259.348 samples/sec, LR=0.0005, WHL1=1.511, CenterRegL1=0.257, HeatmapFocal=16.460 [Epoch 0][Batch 499], Speed: 244.154 samples/sec, LR=0.0005, WHL1=1.502, CenterRegL1=0.256, HeatmapFocal=16.206 [Epoch 0][Batch 509], Speed: 276.571 samples/sec, LR=0.0005, WHL1=1.494, CenterRegL1=0.256, HeatmapFocal=15.961 [Epoch 0][Batch 519], Speed: 233.694 samples/sec, LR=0.0005, WHL1=1.485, CenterRegL1=0.256, HeatmapFocal=15.725 [Epoch 0][Batch 529], Speed: 256.660 samples/sec, LR=0.0005, WHL1=1.477, CenterRegL1=0.256, HeatmapFocal=15.498 [Epoch 0][Batch 539], Speed: 266.589 samples/sec, LR=0.0005, WHL1=1.469, CenterRegL1=0.256, HeatmapFocal=15.280 [Epoch 0][Batch 549], Speed: 287.034 samples/sec, LR=0.0005, WHL1=1.460, CenterRegL1=0.256, HeatmapFocal=15.068 [Epoch 0][Batch 559], Speed: 253.784 samples/sec, LR=0.0005, WHL1=1.452, CenterRegL1=0.256, HeatmapFocal=14.865 [Epoch 0][Batch 569], Speed: 246.915 samples/sec, LR=0.0005, WHL1=1.444, CenterRegL1=0.256, HeatmapFocal=14.668 [Epoch 0][Batch 579], Speed: 255.351 samples/sec, LR=0.0005, WHL1=1.437, CenterRegL1=0.256, HeatmapFocal=14.478 [Epoch 0][Batch 589], Speed: 261.638 samples/sec, LR=0.0005, WHL1=1.429, CenterRegL1=0.255, HeatmapFocal=14.294 [Epoch 0][Batch 599], Speed: 262.261 samples/sec, LR=0.0005, WHL1=1.421, CenterRegL1=0.255, HeatmapFocal=14.115 [Epoch 0][Batch 609], Speed: 276.070 samples/sec, LR=0.0005, WHL1=1.414, CenterRegL1=0.255, HeatmapFocal=13.944 [Epoch 0][Batch 619], Speed: 263.448 samples/sec, LR=0.0005, WHL1=1.408, CenterRegL1=0.255, HeatmapFocal=13.777 [Epoch 0][Batch 629], Speed: 247.433 samples/sec, LR=0.0005, WHL1=1.401, CenterRegL1=0.255, HeatmapFocal=13.616 [Epoch 0][Batch 639], Speed: 270.336 samples/sec, LR=0.0005, WHL1=1.394, CenterRegL1=0.255, HeatmapFocal=13.458 [Epoch 0][Batch 649], Speed: 268.119 samples/sec, LR=0.0005, WHL1=1.388, CenterRegL1=0.255, HeatmapFocal=13.306 [Epoch 0][Batch 659], Speed: 253.611 samples/sec, LR=0.0005, WHL1=1.382, CenterRegL1=0.255, HeatmapFocal=13.159 [Epoch 0][Batch 669], Speed: 261.429 samples/sec, LR=0.0005, WHL1=1.375, CenterRegL1=0.255, HeatmapFocal=13.015 [Epoch 0][Batch 679], Speed: 250.335 samples/sec, LR=0.0005, WHL1=1.369, CenterRegL1=0.255, HeatmapFocal=12.876 [Epoch 0][Batch 689], Speed: 232.719 samples/sec, LR=0.0005, WHL1=1.363, CenterRegL1=0.255, HeatmapFocal=12.740 [Epoch 0][Batch 699], Speed: 264.908 samples/sec, LR=0.0005, WHL1=1.357, CenterRegL1=0.255, HeatmapFocal=12.608 [Epoch 0][Batch 709], Speed: 251.217 samples/sec, LR=0.0005, WHL1=1.352, CenterRegL1=0.255, HeatmapFocal=12.480 [Epoch 0][Batch 719], Speed: 255.916 samples/sec, LR=0.0005, WHL1=1.346, CenterRegL1=0.254, HeatmapFocal=12.355 [Epoch 0][Batch 729], Speed: 267.732 samples/sec, LR=0.0005, WHL1=1.341, CenterRegL1=0.254, HeatmapFocal=12.234 [Epoch 0][Batch 739], Speed: 234.138 samples/sec, LR=0.0005, WHL1=1.337, CenterRegL1=0.254, HeatmapFocal=12.116 [Epoch 0][Batch 749], Speed: 232.707 samples/sec, LR=0.0005, WHL1=1.332, CenterRegL1=0.254, HeatmapFocal=12.001 [Epoch 0][Batch 759], Speed: 258.581 samples/sec, LR=0.0005, WHL1=1.327, CenterRegL1=0.254, HeatmapFocal=11.889 [Epoch 0][Batch 769], Speed: 262.997 samples/sec, LR=0.0005, WHL1=1.322, CenterRegL1=0.254, HeatmapFocal=11.779 [Epoch 0][Batch 779], Speed: 269.495 samples/sec, LR=0.0005, WHL1=1.317, CenterRegL1=0.254, HeatmapFocal=11.672 [Epoch 0][Batch 789], Speed: 257.148 samples/sec, LR=0.0005, WHL1=1.312, CenterRegL1=0.254, HeatmapFocal=11.568 [Epoch 0][Batch 799], Speed: 257.417 samples/sec, LR=0.0005, WHL1=1.308, CenterRegL1=0.254, HeatmapFocal=11.466 [Epoch 0][Batch 809], Speed: 271.030 samples/sec, LR=0.0005, WHL1=1.303, CenterRegL1=0.254, HeatmapFocal=11.367 [Epoch 0][Batch 819], Speed: 261.029 samples/sec, LR=0.0005, WHL1=1.299, CenterRegL1=0.254, HeatmapFocal=11.271 [Epoch 0][Batch 829], Speed: 285.062 samples/sec, LR=0.0005, WHL1=1.295, CenterRegL1=0.254, HeatmapFocal=11.176 [Epoch 0][Batch 839], Speed: 279.751 samples/sec, LR=0.0005, WHL1=1.291, CenterRegL1=0.254, HeatmapFocal=11.084 [Epoch 0][Batch 849], Speed: 244.814 samples/sec, LR=0.0005, WHL1=1.287, CenterRegL1=0.254, HeatmapFocal=10.994 [Epoch 0][Batch 859], Speed: 287.418 samples/sec, LR=0.0005, WHL1=1.283, CenterRegL1=0.254, HeatmapFocal=10.907 [Epoch 0][Batch 869], Speed: 277.601 samples/sec, LR=0.0005, WHL1=1.279, CenterRegL1=0.254, HeatmapFocal=10.821 [Epoch 0][Batch 879], Speed: 246.476 samples/sec, LR=0.0005, WHL1=1.275, CenterRegL1=0.254, HeatmapFocal=10.736 [Epoch 0][Batch 889], Speed: 242.166 samples/sec, LR=0.0005, WHL1=1.271, CenterRegL1=0.254, HeatmapFocal=10.653 [Epoch 0][Batch 899], Speed: 297.809 samples/sec, LR=0.0005, WHL1=1.267, CenterRegL1=0.254, HeatmapFocal=10.572 [Epoch 0][Batch 909], Speed: 290.779 samples/sec, LR=0.0005, WHL1=1.264, CenterRegL1=0.254, HeatmapFocal=10.494 [Epoch 0] Training cost: 484.013, WHL1=1.262, CenterRegL1=0.253, HeatmapFocal=10.447 [Epoch 0] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.001 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.002 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.001 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.001 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.001 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.002 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.003 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.004 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.002 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.005 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.006 person=4.0 bicycle=0.0 car=0.1 motorcycle=0.0 airplane=0.0 bus=0.0 train=0.0 truck=0.0 boat=0.0 traffic light=0.0 fire hydrant=0.0 stop sign=0.0 parking meter=0.0 bench=0.0 bird=0.0 cat=0.0 dog=0.1 horse=0.0 sheep=0.8 cow=0.3 elephant=0.0 bear=0.0 zebra=0.2 giraffe=0.0 backpack=0.0 umbrella=0.0 handbag=0.0 tie=0.0 suitcase=0.0 frisbee=0.0 skis=0.0 snowboard=0.0 sports ball=0.0 kite=0.0 baseball bat=0.0 baseball glove=0.0 skateboard=0.0 surfboard=0.0 tennis racket=0.0 bottle=0.0 wine glass=0.0 cup=0.0 fork=0.0 knife=0.0 spoon=0.0 bowl=0.0 banana=0.0 apple=0.0 sandwich=0.0 orange=0.0 broccoli=0.0 carrot=0.0 hot dog=0.0 pizza=0.0 donut=0.0 cake=0.0 chair=0.0 couch=0.0 potted plant=0.0 bed=0.0 dining table=0.0 toilet=0.0 tv=0.0 laptop=0.0 mouse=0.0 remote=0.0 keyboard=0.0 cell phone=0.0 microwave=0.0 oven=0.0 toaster=0.0 sink=0.0 refrigerator=0.0 book=0.0 clock=0.0 vase=0.0 scissors=0.0 teddy bear=0.0 hair drier=0.0 toothbrush=0.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =0.1 [Epoch 1][Batch 9], Speed: 146.865 samples/sec, LR=0.0005, WHL1=0.889, CenterRegL1=0.250, HeatmapFocal=10.370 [Epoch 1][Batch 19], Speed: 228.691 samples/sec, LR=0.0005, WHL1=0.902, CenterRegL1=0.250, HeatmapFocal=10.295 [Epoch 1][Batch 29], Speed: 242.235 samples/sec, LR=0.0005, WHL1=0.899, CenterRegL1=0.249, HeatmapFocal=10.221 [Epoch 1][Batch 39], Speed: 255.342 samples/sec, LR=0.0005, WHL1=0.898, CenterRegL1=0.249, HeatmapFocal=10.149 [Epoch 1][Batch 49], Speed: 259.433 samples/sec, LR=0.0005, WHL1=0.895, CenterRegL1=0.249, HeatmapFocal=10.078 [Epoch 1][Batch 59], Speed: 272.070 samples/sec, LR=0.0005, WHL1=0.899, CenterRegL1=0.249, HeatmapFocal=10.009 [Epoch 1][Batch 69], Speed: 256.891 samples/sec, LR=0.0005, WHL1=0.898, CenterRegL1=0.249, HeatmapFocal=9.941 [Epoch 1][Batch 79], Speed: 260.863 samples/sec, LR=0.0005, WHL1=0.897, CenterRegL1=0.249, HeatmapFocal=9.875 [Epoch 1][Batch 89], Speed: 251.403 samples/sec, LR=0.0005, WHL1=0.898, CenterRegL1=0.249, HeatmapFocal=9.810 [Epoch 1][Batch 99], Speed: 254.256 samples/sec, LR=0.0005, WHL1=0.898, CenterRegL1=0.249, HeatmapFocal=9.746 [Epoch 1][Batch 109], Speed: 243.895 samples/sec, LR=0.0005, WHL1=0.899, CenterRegL1=0.249, HeatmapFocal=9.683 [Epoch 1][Batch 119], Speed: 244.402 samples/sec, LR=0.0005, WHL1=0.899, CenterRegL1=0.249, HeatmapFocal=9.622 [Epoch 1][Batch 129], Speed: 269.992 samples/sec, LR=0.0005, WHL1=0.897, CenterRegL1=0.249, HeatmapFocal=9.562 [Epoch 1][Batch 139], Speed: 274.861 samples/sec, LR=0.0005, WHL1=0.896, CenterRegL1=0.249, HeatmapFocal=9.502 [Epoch 1][Batch 149], Speed: 261.852 samples/sec, LR=0.0005, WHL1=0.895, CenterRegL1=0.249, HeatmapFocal=9.444 [Epoch 1][Batch 159], Speed: 274.456 samples/sec, LR=0.0005, WHL1=0.896, CenterRegL1=0.249, HeatmapFocal=9.386 [Epoch 1][Batch 169], Speed: 227.527 samples/sec, LR=0.0005, WHL1=0.896, CenterRegL1=0.249, HeatmapFocal=9.331 [Epoch 1][Batch 179], Speed: 268.375 samples/sec, LR=0.0005, WHL1=0.895, CenterRegL1=0.249, HeatmapFocal=9.276 [Epoch 1][Batch 189], Speed: 265.157 samples/sec, LR=0.0005, WHL1=0.894, CenterRegL1=0.249, HeatmapFocal=9.221 [Epoch 1][Batch 199], Speed: 272.136 samples/sec, LR=0.0005, WHL1=0.892, CenterRegL1=0.249, HeatmapFocal=9.168 [Epoch 1][Batch 209], Speed: 260.331 samples/sec, LR=0.0005, WHL1=0.891, CenterRegL1=0.249, HeatmapFocal=9.116 [Epoch 1][Batch 219], Speed: 254.780 samples/sec, LR=0.0005, WHL1=0.891, CenterRegL1=0.249, HeatmapFocal=9.064 [Epoch 1][Batch 229], Speed: 217.483 samples/sec, LR=0.0005, WHL1=0.890, CenterRegL1=0.249, HeatmapFocal=9.014 [Epoch 1][Batch 239], Speed: 261.327 samples/sec, LR=0.0005, WHL1=0.889, CenterRegL1=0.249, HeatmapFocal=8.964 [Epoch 1][Batch 249], Speed: 222.560 samples/sec, LR=0.0005, WHL1=0.887, CenterRegL1=0.249, HeatmapFocal=8.915 [Epoch 1][Batch 259], Speed: 244.051 samples/sec, LR=0.0005, WHL1=0.887, CenterRegL1=0.249, HeatmapFocal=8.867 [Epoch 1][Batch 269], Speed: 240.519 samples/sec, LR=0.0005, WHL1=0.887, CenterRegL1=0.249, HeatmapFocal=8.820 [Epoch 1][Batch 279], Speed: 259.022 samples/sec, LR=0.0005, WHL1=0.886, CenterRegL1=0.249, HeatmapFocal=8.773 [Epoch 1][Batch 289], Speed: 230.509 samples/sec, LR=0.0005, WHL1=0.886, CenterRegL1=0.249, HeatmapFocal=8.727 [Epoch 1][Batch 299], Speed: 275.620 samples/sec, LR=0.0005, WHL1=0.884, CenterRegL1=0.249, HeatmapFocal=8.682 [Epoch 1][Batch 309], Speed: 260.515 samples/sec, LR=0.0005, WHL1=0.884, CenterRegL1=0.249, HeatmapFocal=8.638 [Epoch 1][Batch 319], Speed: 234.306 samples/sec, LR=0.0005, WHL1=0.884, CenterRegL1=0.249, HeatmapFocal=8.595 [Epoch 1][Batch 329], Speed: 264.587 samples/sec, LR=0.0005, WHL1=0.883, CenterRegL1=0.249, HeatmapFocal=8.552 [Epoch 1][Batch 339], Speed: 253.998 samples/sec, LR=0.0005, WHL1=0.882, CenterRegL1=0.249, HeatmapFocal=8.510 [Epoch 1][Batch 349], Speed: 231.383 samples/sec, LR=0.0005, WHL1=0.881, CenterRegL1=0.249, HeatmapFocal=8.469 [Epoch 1][Batch 359], Speed: 274.326 samples/sec, LR=0.0005, WHL1=0.881, CenterRegL1=0.249, HeatmapFocal=8.428 [Epoch 1][Batch 369], Speed: 244.757 samples/sec, LR=0.0005, WHL1=0.879, CenterRegL1=0.249, HeatmapFocal=8.388 [Epoch 1][Batch 379], Speed: 253.026 samples/sec, LR=0.0005, WHL1=0.877, CenterRegL1=0.249, HeatmapFocal=8.348 [Epoch 1][Batch 389], Speed: 257.061 samples/sec, LR=0.0005, WHL1=0.875, CenterRegL1=0.249, HeatmapFocal=8.308 [Epoch 1][Batch 399], Speed: 278.062 samples/sec, LR=0.0005, WHL1=0.874, CenterRegL1=0.249, HeatmapFocal=8.270 [Epoch 1][Batch 409], Speed: 239.330 samples/sec, LR=0.0005, WHL1=0.873, CenterRegL1=0.249, HeatmapFocal=8.233 [Epoch 1][Batch 419], Speed: 256.330 samples/sec, LR=0.0005, WHL1=0.871, CenterRegL1=0.249, HeatmapFocal=8.195 [Epoch 1][Batch 429], Speed: 236.270 samples/sec, LR=0.0005, WHL1=0.869, CenterRegL1=0.249, HeatmapFocal=8.158 [Epoch 1][Batch 439], Speed: 240.849 samples/sec, LR=0.0005, WHL1=0.868, CenterRegL1=0.249, HeatmapFocal=8.122 [Epoch 1][Batch 449], Speed: 280.808 samples/sec, LR=0.0005, WHL1=0.867, CenterRegL1=0.249, HeatmapFocal=8.086 [Epoch 1][Batch 459], Speed: 244.995 samples/sec, LR=0.0005, WHL1=0.866, CenterRegL1=0.249, HeatmapFocal=8.051 [Epoch 1][Batch 469], Speed: 232.890 samples/sec, LR=0.0005, WHL1=0.864, CenterRegL1=0.249, HeatmapFocal=8.015 [Epoch 1][Batch 479], Speed: 227.761 samples/sec, LR=0.0005, WHL1=0.862, CenterRegL1=0.249, HeatmapFocal=7.981 [Epoch 1][Batch 489], Speed: 258.687 samples/sec, LR=0.0005, WHL1=0.862, CenterRegL1=0.249, HeatmapFocal=7.947 [Epoch 1][Batch 499], Speed: 248.848 samples/sec, LR=0.0005, WHL1=0.860, CenterRegL1=0.249, HeatmapFocal=7.914 [Epoch 1][Batch 509], Speed: 267.397 samples/sec, LR=0.0005, WHL1=0.859, CenterRegL1=0.249, HeatmapFocal=7.881 [Epoch 1][Batch 519], Speed: 257.680 samples/sec, LR=0.0005, WHL1=0.858, CenterRegL1=0.249, HeatmapFocal=7.848 [Epoch 1][Batch 529], Speed: 253.312 samples/sec, LR=0.0005, WHL1=0.856, CenterRegL1=0.249, HeatmapFocal=7.816 [Epoch 1][Batch 539], Speed: 258.753 samples/sec, LR=0.0005, WHL1=0.855, CenterRegL1=0.249, HeatmapFocal=7.785 [Epoch 1][Batch 549], Speed: 257.455 samples/sec, LR=0.0005, WHL1=0.855, CenterRegL1=0.249, HeatmapFocal=7.754 [Epoch 1][Batch 559], Speed: 259.821 samples/sec, LR=0.0005, WHL1=0.854, CenterRegL1=0.248, HeatmapFocal=7.723 [Epoch 1][Batch 569], Speed: 271.593 samples/sec, LR=0.0005, WHL1=0.853, CenterRegL1=0.248, HeatmapFocal=7.693 [Epoch 1][Batch 579], Speed: 262.200 samples/sec, LR=0.0005, WHL1=0.852, CenterRegL1=0.248, HeatmapFocal=7.663 [Epoch 1][Batch 589], Speed: 218.982 samples/sec, LR=0.0005, WHL1=0.851, CenterRegL1=0.248, HeatmapFocal=7.634 [Epoch 1][Batch 599], Speed: 269.907 samples/sec, LR=0.0005, WHL1=0.850, CenterRegL1=0.248, HeatmapFocal=7.605 [Epoch 1][Batch 609], Speed: 263.423 samples/sec, LR=0.0005, WHL1=0.849, CenterRegL1=0.248, HeatmapFocal=7.576 [Epoch 1][Batch 619], Speed: 227.349 samples/sec, LR=0.0005, WHL1=0.848, CenterRegL1=0.248, HeatmapFocal=7.547 [Epoch 1][Batch 629], Speed: 261.438 samples/sec, LR=0.0005, WHL1=0.846, CenterRegL1=0.248, HeatmapFocal=7.519 [Epoch 1][Batch 639], Speed: 251.219 samples/sec, LR=0.0005, WHL1=0.845, CenterRegL1=0.248, HeatmapFocal=7.491 [Epoch 1][Batch 649], Speed: 230.017 samples/sec, LR=0.0005, WHL1=0.844, CenterRegL1=0.248, HeatmapFocal=7.464 [Epoch 1][Batch 659], Speed: 271.722 samples/sec, LR=0.0005, WHL1=0.842, CenterRegL1=0.248, HeatmapFocal=7.437 [Epoch 1][Batch 669], Speed: 272.939 samples/sec, LR=0.0005, WHL1=0.841, CenterRegL1=0.248, HeatmapFocal=7.410 [Epoch 1][Batch 679], Speed: 242.856 samples/sec, LR=0.0005, WHL1=0.839, CenterRegL1=0.248, HeatmapFocal=7.384 [Epoch 1][Batch 689], Speed: 284.338 samples/sec, LR=0.0005, WHL1=0.838, CenterRegL1=0.248, HeatmapFocal=7.357 [Epoch 1][Batch 699], Speed: 276.824 samples/sec, LR=0.0005, WHL1=0.837, CenterRegL1=0.248, HeatmapFocal=7.331 [Epoch 1][Batch 709], Speed: 218.540 samples/sec, LR=0.0005, WHL1=0.835, CenterRegL1=0.248, HeatmapFocal=7.305 [Epoch 1][Batch 719], Speed: 271.526 samples/sec, LR=0.0005, WHL1=0.834, CenterRegL1=0.248, HeatmapFocal=7.280 [Epoch 1][Batch 729], Speed: 256.037 samples/sec, LR=0.0005, WHL1=0.833, CenterRegL1=0.248, HeatmapFocal=7.255 [Epoch 1][Batch 739], Speed: 242.736 samples/sec, LR=0.0005, WHL1=0.832, CenterRegL1=0.248, HeatmapFocal=7.231 [Epoch 1][Batch 749], Speed: 278.553 samples/sec, LR=0.0005, WHL1=0.831, CenterRegL1=0.248, HeatmapFocal=7.207 [Epoch 1][Batch 759], Speed: 255.797 samples/sec, LR=0.0005, WHL1=0.829, CenterRegL1=0.248, HeatmapFocal=7.183 [Epoch 1][Batch 769], Speed: 231.448 samples/sec, LR=0.0005, WHL1=0.828, CenterRegL1=0.248, HeatmapFocal=7.159 [Epoch 1][Batch 779], Speed: 272.796 samples/sec, LR=0.0005, WHL1=0.827, CenterRegL1=0.248, HeatmapFocal=7.136 [Epoch 1][Batch 789], Speed: 261.598 samples/sec, LR=0.0005, WHL1=0.826, CenterRegL1=0.248, HeatmapFocal=7.113 [Epoch 1][Batch 799], Speed: 255.547 samples/sec, LR=0.0005, WHL1=0.825, CenterRegL1=0.248, HeatmapFocal=7.089 [Epoch 1][Batch 809], Speed: 265.862 samples/sec, LR=0.0005, WHL1=0.824, CenterRegL1=0.248, HeatmapFocal=7.067 [Epoch 1][Batch 819], Speed: 296.151 samples/sec, LR=0.0005, WHL1=0.822, CenterRegL1=0.248, HeatmapFocal=7.044 [Epoch 1][Batch 829], Speed: 254.669 samples/sec, LR=0.0005, WHL1=0.821, CenterRegL1=0.248, HeatmapFocal=7.022 [Epoch 1][Batch 839], Speed: 289.412 samples/sec, LR=0.0005, WHL1=0.820, CenterRegL1=0.248, HeatmapFocal=7.000 [Epoch 1][Batch 849], Speed: 266.301 samples/sec, LR=0.0005, WHL1=0.819, CenterRegL1=0.248, HeatmapFocal=6.979 [Epoch 1][Batch 859], Speed: 277.336 samples/sec, LR=0.0005, WHL1=0.818, CenterRegL1=0.248, HeatmapFocal=6.957 [Epoch 1][Batch 869], Speed: 284.079 samples/sec, LR=0.0005, WHL1=0.817, CenterRegL1=0.248, HeatmapFocal=6.936 [Epoch 1][Batch 879], Speed: 301.849 samples/sec, LR=0.0005, WHL1=0.816, CenterRegL1=0.248, HeatmapFocal=6.915 [Epoch 1][Batch 889], Speed: 255.247 samples/sec, LR=0.0005, WHL1=0.815, CenterRegL1=0.248, HeatmapFocal=6.894 [Epoch 1][Batch 899], Speed: 256.214 samples/sec, LR=0.0005, WHL1=0.814, CenterRegL1=0.248, HeatmapFocal=6.874 [Epoch 1][Batch 909], Speed: 264.593 samples/sec, LR=0.0005, WHL1=0.812, CenterRegL1=0.248, HeatmapFocal=6.853 [Epoch 1] Training cost: 479.469, WHL1=0.812, CenterRegL1=0.248, HeatmapFocal=6.841 [Epoch 2][Batch 9], Speed: 152.501 samples/sec, LR=0.0005, WHL1=0.685, CenterRegL1=0.247, HeatmapFocal=6.821 [Epoch 2][Batch 19], Speed: 195.652 samples/sec, LR=0.0005, WHL1=0.683, CenterRegL1=0.248, HeatmapFocal=6.801 [Epoch 2][Batch 29], Speed: 248.765 samples/sec, LR=0.0005, WHL1=0.685, CenterRegL1=0.248, HeatmapFocal=6.781 [Epoch 2][Batch 39], Speed: 252.111 samples/sec, LR=0.0005, WHL1=0.686, CenterRegL1=0.248, HeatmapFocal=6.762 [Epoch 2][Batch 49], Speed: 263.349 samples/sec, LR=0.0005, WHL1=0.684, CenterRegL1=0.247, HeatmapFocal=6.742 [Epoch 2][Batch 59], Speed: 215.930 samples/sec, LR=0.0005, WHL1=0.683, CenterRegL1=0.247, HeatmapFocal=6.723 [Epoch 2][Batch 69], Speed: 252.831 samples/sec, LR=0.0005, WHL1=0.684, CenterRegL1=0.247, HeatmapFocal=6.705 [Epoch 2][Batch 79], Speed: 258.787 samples/sec, LR=0.0005, WHL1=0.683, CenterRegL1=0.247, HeatmapFocal=6.686 [Epoch 2][Batch 89], Speed: 265.141 samples/sec, LR=0.0005, WHL1=0.681, CenterRegL1=0.247, HeatmapFocal=6.667 [Epoch 2][Batch 99], Speed: 254.473 samples/sec, LR=0.0005, WHL1=0.681, CenterRegL1=0.247, HeatmapFocal=6.649 [Epoch 2][Batch 109], Speed: 239.986 samples/sec, LR=0.0005, WHL1=0.681, CenterRegL1=0.247, HeatmapFocal=6.631 [Epoch 2][Batch 119], Speed: 251.516 samples/sec, LR=0.0005, WHL1=0.677, CenterRegL1=0.247, HeatmapFocal=6.613 [Epoch 2][Batch 129], Speed: 271.720 samples/sec, LR=0.0005, WHL1=0.680, CenterRegL1=0.247, HeatmapFocal=6.595 [Epoch 2][Batch 139], Speed: 249.430 samples/sec, LR=0.0005, WHL1=0.682, CenterRegL1=0.247, HeatmapFocal=6.578 [Epoch 2][Batch 149], Speed: 217.344 samples/sec, LR=0.0005, WHL1=0.682, CenterRegL1=0.247, HeatmapFocal=6.560 [Epoch 2][Batch 159], Speed: 276.131 samples/sec, LR=0.0005, WHL1=0.681, CenterRegL1=0.247, HeatmapFocal=6.543 [Epoch 2][Batch 169], Speed: 235.581 samples/sec, LR=0.0005, WHL1=0.680, CenterRegL1=0.247, HeatmapFocal=6.525 [Epoch 2][Batch 179], Speed: 275.440 samples/sec, LR=0.0005, WHL1=0.679, CenterRegL1=0.247, HeatmapFocal=6.508 [Epoch 2][Batch 189], Speed: 263.272 samples/sec, LR=0.0005, WHL1=0.679, CenterRegL1=0.247, HeatmapFocal=6.491 [Epoch 2][Batch 199], Speed: 252.679 samples/sec, LR=0.0005, WHL1=0.678, CenterRegL1=0.247, HeatmapFocal=6.475 [Epoch 2][Batch 209], Speed: 241.234 samples/sec, LR=0.0005, WHL1=0.678, CenterRegL1=0.247, HeatmapFocal=6.458 [Epoch 2][Batch 219], Speed: 263.959 samples/sec, LR=0.0005, WHL1=0.677, CenterRegL1=0.247, HeatmapFocal=6.442 [Epoch 2][Batch 229], Speed: 238.468 samples/sec, LR=0.0005, WHL1=0.677, CenterRegL1=0.247, HeatmapFocal=6.426 [Epoch 2][Batch 239], Speed: 274.799 samples/sec, LR=0.0005, WHL1=0.676, CenterRegL1=0.247, HeatmapFocal=6.410 [Epoch 2][Batch 249], Speed: 269.531 samples/sec, LR=0.0005, WHL1=0.676, CenterRegL1=0.247, HeatmapFocal=6.394 [Epoch 2][Batch 259], Speed: 237.879 samples/sec, LR=0.0005, WHL1=0.676, CenterRegL1=0.247, HeatmapFocal=6.378 [Epoch 2][Batch 269], Speed: 247.071 samples/sec, LR=0.0005, WHL1=0.675, CenterRegL1=0.247, HeatmapFocal=6.362 [Epoch 2][Batch 279], Speed: 250.320 samples/sec, LR=0.0005, WHL1=0.674, CenterRegL1=0.247, HeatmapFocal=6.347 [Epoch 2][Batch 289], Speed: 233.821 samples/sec, LR=0.0005, WHL1=0.673, CenterRegL1=0.247, HeatmapFocal=6.331 [Epoch 2][Batch 299], Speed: 259.416 samples/sec, LR=0.0005, WHL1=0.672, CenterRegL1=0.247, HeatmapFocal=6.316 [Epoch 2][Batch 309], Speed: 279.765 samples/sec, LR=0.0005, WHL1=0.671, CenterRegL1=0.247, HeatmapFocal=6.301 [Epoch 2][Batch 319], Speed: 266.691 samples/sec, LR=0.0005, WHL1=0.670, CenterRegL1=0.247, HeatmapFocal=6.286 [Epoch 2][Batch 329], Speed: 262.642 samples/sec, LR=0.0005, WHL1=0.670, CenterRegL1=0.247, HeatmapFocal=6.272 [Epoch 2][Batch 339], Speed: 263.693 samples/sec, LR=0.0005, WHL1=0.669, CenterRegL1=0.247, HeatmapFocal=6.257 [Epoch 2][Batch 349], Speed: 247.414 samples/sec, LR=0.0005, WHL1=0.669, CenterRegL1=0.247, HeatmapFocal=6.242 [Epoch 2][Batch 359], Speed: 255.105 samples/sec, LR=0.0005, WHL1=0.668, CenterRegL1=0.247, HeatmapFocal=6.228 [Epoch 2][Batch 369], Speed: 271.549 samples/sec, LR=0.0005, WHL1=0.667, CenterRegL1=0.247, HeatmapFocal=6.214 [Epoch 2][Batch 379], Speed: 255.141 samples/sec, LR=0.0005, WHL1=0.666, CenterRegL1=0.247, HeatmapFocal=6.200 [Epoch 2][Batch 389], Speed: 257.286 samples/sec, LR=0.0005, WHL1=0.665, CenterRegL1=0.247, HeatmapFocal=6.186 [Epoch 2][Batch 399], Speed: 261.902 samples/sec, LR=0.0005, WHL1=0.665, CenterRegL1=0.247, HeatmapFocal=6.172 [Epoch 2][Batch 409], Speed: 208.522 samples/sec, LR=0.0005, WHL1=0.663, CenterRegL1=0.247, HeatmapFocal=6.158 [Epoch 2][Batch 419], Speed: 278.337 samples/sec, LR=0.0005, WHL1=0.663, CenterRegL1=0.247, HeatmapFocal=6.144 [Epoch 2][Batch 429], Speed: 246.460 samples/sec, LR=0.0005, WHL1=0.662, CenterRegL1=0.246, HeatmapFocal=6.130 [Epoch 2][Batch 439], Speed: 255.017 samples/sec, LR=0.0005, WHL1=0.661, CenterRegL1=0.246, HeatmapFocal=6.117 [Epoch 2][Batch 449], Speed: 256.389 samples/sec, LR=0.0005, WHL1=0.660, CenterRegL1=0.246, HeatmapFocal=6.103 [Epoch 2][Batch 459], Speed: 260.628 samples/sec, LR=0.0005, WHL1=0.659, CenterRegL1=0.247, HeatmapFocal=6.090 [Epoch 2][Batch 469], Speed: 220.666 samples/sec, LR=0.0005, WHL1=0.658, CenterRegL1=0.246, HeatmapFocal=6.077 [Epoch 2][Batch 479], Speed: 263.423 samples/sec, LR=0.0005, WHL1=0.657, CenterRegL1=0.246, HeatmapFocal=6.064 [Epoch 2][Batch 489], Speed: 248.714 samples/sec, LR=0.0005, WHL1=0.656, CenterRegL1=0.247, HeatmapFocal=6.051 [Epoch 2][Batch 499], Speed: 235.690 samples/sec, LR=0.0005, WHL1=0.656, CenterRegL1=0.247, HeatmapFocal=6.038 [Epoch 2][Batch 509], Speed: 244.497 samples/sec, LR=0.0005, WHL1=0.655, CenterRegL1=0.247, HeatmapFocal=6.025 [Epoch 2][Batch 519], Speed: 246.192 samples/sec, LR=0.0005, WHL1=0.654, CenterRegL1=0.247, HeatmapFocal=6.012 [Epoch 2][Batch 529], Speed: 239.873 samples/sec, LR=0.0005, WHL1=0.654, CenterRegL1=0.246, HeatmapFocal=6.000 [Epoch 2][Batch 539], Speed: 246.108 samples/sec, LR=0.0005, WHL1=0.653, CenterRegL1=0.246, HeatmapFocal=5.987 [Epoch 2][Batch 549], Speed: 245.519 samples/sec, LR=0.0005, WHL1=0.652, CenterRegL1=0.246, HeatmapFocal=5.975 [Epoch 2][Batch 559], Speed: 240.617 samples/sec, LR=0.0005, WHL1=0.651, CenterRegL1=0.246, HeatmapFocal=5.962 [Epoch 2][Batch 569], Speed: 248.443 samples/sec, LR=0.0005, WHL1=0.650, CenterRegL1=0.246, HeatmapFocal=5.950 [Epoch 2][Batch 579], Speed: 253.630 samples/sec, LR=0.0005, WHL1=0.650, CenterRegL1=0.246, HeatmapFocal=5.938 [Epoch 2][Batch 589], Speed: 229.878 samples/sec, LR=0.0005, WHL1=0.649, CenterRegL1=0.246, HeatmapFocal=5.926 [Epoch 2][Batch 599], Speed: 253.894 samples/sec, LR=0.0005, WHL1=0.648, CenterRegL1=0.246, HeatmapFocal=5.914 [Epoch 2][Batch 609], Speed: 234.869 samples/sec, LR=0.0005, WHL1=0.647, CenterRegL1=0.246, HeatmapFocal=5.902 [Epoch 2][Batch 619], Speed: 258.255 samples/sec, LR=0.0005, WHL1=0.646, CenterRegL1=0.246, HeatmapFocal=5.890 [Epoch 2][Batch 629], Speed: 252.204 samples/sec, LR=0.0005, WHL1=0.645, CenterRegL1=0.246, HeatmapFocal=5.879 [Epoch 2][Batch 639], Speed: 265.931 samples/sec, LR=0.0005, WHL1=0.644, CenterRegL1=0.246, HeatmapFocal=5.867 [Epoch 2][Batch 649], Speed: 230.278 samples/sec, LR=0.0005, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=5.855 [Epoch 2][Batch 659], Speed: 236.874 samples/sec, LR=0.0005, WHL1=0.643, CenterRegL1=0.246, HeatmapFocal=5.844 [Epoch 2][Batch 669], Speed: 229.413 samples/sec, LR=0.0005, WHL1=0.642, CenterRegL1=0.246, HeatmapFocal=5.832 [Epoch 2][Batch 679], Speed: 266.421 samples/sec, LR=0.0005, WHL1=0.641, CenterRegL1=0.246, HeatmapFocal=5.821 [Epoch 2][Batch 689], Speed: 236.042 samples/sec, LR=0.0005, WHL1=0.640, CenterRegL1=0.246, HeatmapFocal=5.810 [Epoch 2][Batch 699], Speed: 250.758 samples/sec, LR=0.0005, WHL1=0.640, CenterRegL1=0.246, HeatmapFocal=5.799 [Epoch 2][Batch 709], Speed: 245.120 samples/sec, LR=0.0005, WHL1=0.639, CenterRegL1=0.246, HeatmapFocal=5.788 [Epoch 2][Batch 719], Speed: 245.472 samples/sec, LR=0.0005, WHL1=0.639, CenterRegL1=0.246, HeatmapFocal=5.777 [Epoch 2][Batch 729], Speed: 261.930 samples/sec, LR=0.0005, WHL1=0.638, CenterRegL1=0.246, HeatmapFocal=5.766 [Epoch 2][Batch 739], Speed: 231.860 samples/sec, LR=0.0005, WHL1=0.637, CenterRegL1=0.246, HeatmapFocal=5.755 [Epoch 2][Batch 749], Speed: 220.137 samples/sec, LR=0.0005, WHL1=0.637, CenterRegL1=0.246, HeatmapFocal=5.744 [Epoch 2][Batch 759], Speed: 267.998 samples/sec, LR=0.0005, WHL1=0.636, CenterRegL1=0.246, HeatmapFocal=5.734 [Epoch 2][Batch 769], Speed: 230.256 samples/sec, LR=0.0005, WHL1=0.636, CenterRegL1=0.246, HeatmapFocal=5.723 [Epoch 2][Batch 779], Speed: 251.952 samples/sec, LR=0.0005, WHL1=0.635, CenterRegL1=0.246, HeatmapFocal=5.713 [Epoch 2][Batch 789], Speed: 260.171 samples/sec, LR=0.0005, WHL1=0.634, CenterRegL1=0.246, HeatmapFocal=5.702 [Epoch 2][Batch 799], Speed: 251.160 samples/sec, LR=0.0005, WHL1=0.634, CenterRegL1=0.246, HeatmapFocal=5.691 [Epoch 2][Batch 809], Speed: 273.712 samples/sec, LR=0.0005, WHL1=0.633, CenterRegL1=0.246, HeatmapFocal=5.681 [Epoch 2][Batch 819], Speed: 260.936 samples/sec, LR=0.0005, WHL1=0.632, CenterRegL1=0.246, HeatmapFocal=5.671 [Epoch 2][Batch 829], Speed: 244.846 samples/sec, LR=0.0005, WHL1=0.632, CenterRegL1=0.246, HeatmapFocal=5.660 [Epoch 2][Batch 839], Speed: 253.289 samples/sec, LR=0.0005, WHL1=0.631, CenterRegL1=0.246, HeatmapFocal=5.650 [Epoch 2][Batch 849], Speed: 255.159 samples/sec, LR=0.0005, WHL1=0.630, CenterRegL1=0.246, HeatmapFocal=5.640 [Epoch 2][Batch 859], Speed: 248.878 samples/sec, LR=0.0005, WHL1=0.630, CenterRegL1=0.246, HeatmapFocal=5.630 [Epoch 2][Batch 869], Speed: 268.502 samples/sec, LR=0.0005, WHL1=0.629, CenterRegL1=0.246, HeatmapFocal=5.620 [Epoch 2][Batch 879], Speed: 293.518 samples/sec, LR=0.0005, WHL1=0.629, CenterRegL1=0.246, HeatmapFocal=5.610 [Epoch 2][Batch 889], Speed: 244.899 samples/sec, LR=0.0005, WHL1=0.629, CenterRegL1=0.246, HeatmapFocal=5.601 [Epoch 2][Batch 899], Speed: 249.628 samples/sec, LR=0.0005, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=5.591 [Epoch 2][Batch 909], Speed: 272.296 samples/sec, LR=0.0005, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=5.582 [Epoch 2] Training cost: 484.729, WHL1=0.628, CenterRegL1=0.246, HeatmapFocal=5.576 [Epoch 3][Batch 9], Speed: 159.006 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.244, HeatmapFocal=5.566 [Epoch 3][Batch 19], Speed: 196.349 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=5.557 [Epoch 3][Batch 29], Speed: 240.641 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.246, HeatmapFocal=5.547 [Epoch 3][Batch 39], Speed: 244.280 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.246, HeatmapFocal=5.538 [Epoch 3][Batch 49], Speed: 273.179 samples/sec, LR=0.0005, WHL1=0.576, CenterRegL1=0.246, HeatmapFocal=5.528 [Epoch 3][Batch 59], Speed: 239.380 samples/sec, LR=0.0005, WHL1=0.577, CenterRegL1=0.246, HeatmapFocal=5.519 [Epoch 3][Batch 69], Speed: 279.982 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.510 [Epoch 3][Batch 79], Speed: 247.947 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.246, HeatmapFocal=5.501 [Epoch 3][Batch 89], Speed: 261.437 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.246, HeatmapFocal=5.491 [Epoch 3][Batch 99], Speed: 266.848 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.482 [Epoch 3][Batch 109], Speed: 229.494 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.473 [Epoch 3][Batch 119], Speed: 253.567 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=5.464 [Epoch 3][Batch 129], Speed: 284.829 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.455 [Epoch 3][Batch 139], Speed: 269.560 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.246, HeatmapFocal=5.446 [Epoch 3][Batch 149], Speed: 259.837 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.437 [Epoch 3][Batch 159], Speed: 237.810 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.429 [Epoch 3][Batch 169], Speed: 229.032 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.246, HeatmapFocal=5.420 [Epoch 3][Batch 179], Speed: 265.118 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=5.411 [Epoch 3][Batch 189], Speed: 263.226 samples/sec, LR=0.0005, WHL1=0.575, CenterRegL1=0.245, HeatmapFocal=5.403 [Epoch 3][Batch 199], Speed: 264.328 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=5.394 [Epoch 3][Batch 209], Speed: 262.526 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.246, HeatmapFocal=5.386 [Epoch 3][Batch 219], Speed: 270.336 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.246, HeatmapFocal=5.377 [Epoch 3][Batch 229], Speed: 224.486 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.369 [Epoch 3][Batch 239], Speed: 277.578 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.360 [Epoch 3][Batch 249], Speed: 272.884 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.352 [Epoch 3][Batch 259], Speed: 246.003 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.344 [Epoch 3][Batch 269], Speed: 270.800 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.336 [Epoch 3][Batch 279], Speed: 270.926 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.328 [Epoch 3][Batch 289], Speed: 231.217 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.319 [Epoch 3][Batch 299], Speed: 272.501 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.312 [Epoch 3][Batch 309], Speed: 278.004 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.304 [Epoch 3][Batch 319], Speed: 237.209 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.296 [Epoch 3][Batch 329], Speed: 285.728 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.288 [Epoch 3][Batch 339], Speed: 270.727 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.280 [Epoch 3][Batch 349], Speed: 249.317 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.272 [Epoch 3][Batch 359], Speed: 279.607 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.264 [Epoch 3][Batch 369], Speed: 281.495 samples/sec, LR=0.0005, WHL1=0.574, CenterRegL1=0.245, HeatmapFocal=5.256 [Epoch 3][Batch 379], Speed: 230.774 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.249 [Epoch 3][Batch 389], Speed: 281.427 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.241 [Epoch 3][Batch 399], Speed: 266.688 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.233 [Epoch 3][Batch 409], Speed: 246.257 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.226 [Epoch 3][Batch 419], Speed: 261.470 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.218 [Epoch 3][Batch 429], Speed: 253.615 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.210 [Epoch 3][Batch 439], Speed: 241.281 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.203 [Epoch 3][Batch 449], Speed: 249.067 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.195 [Epoch 3][Batch 459], Speed: 268.072 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.188 [Epoch 3][Batch 469], Speed: 244.805 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.181 [Epoch 3][Batch 479], Speed: 253.692 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.173 [Epoch 3][Batch 489], Speed: 269.512 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.166 [Epoch 3][Batch 499], Speed: 259.989 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.159 [Epoch 3][Batch 509], Speed: 251.153 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.151 [Epoch 3][Batch 519], Speed: 276.436 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.144 [Epoch 3][Batch 529], Speed: 253.114 samples/sec, LR=0.0005, WHL1=0.573, CenterRegL1=0.245, HeatmapFocal=5.137 [Epoch 3][Batch 539], Speed: 232.096 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.130 [Epoch 3][Batch 549], Speed: 275.175 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.123 [Epoch 3][Batch 559], Speed: 257.909 samples/sec, LR=0.0005, WHL1=0.572, CenterRegL1=0.245, HeatmapFocal=5.116 [Epoch 3][Batch 569], Speed: 253.696 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.109 [Epoch 3][Batch 579], Speed: 271.777 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.102 [Epoch 3][Batch 589], Speed: 249.900 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.095 [Epoch 3][Batch 599], Speed: 248.455 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.088 [Epoch 3][Batch 609], Speed: 272.162 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.081 [Epoch 3][Batch 619], Speed: 242.777 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.074 [Epoch 3][Batch 629], Speed: 243.913 samples/sec, LR=0.0005, WHL1=0.571, CenterRegL1=0.245, HeatmapFocal=5.068 [Epoch 3][Batch 639], Speed: 252.103 samples/sec, LR=0.0005, WHL1=0.570, CenterRegL1=0.245, HeatmapFocal=5.061 [Epoch 3][Batch 649], Speed: 249.068 samples/sec, LR=0.0005, WHL1=0.570, CenterRegL1=0.245, HeatmapFocal=5.054 [Epoch 3][Batch 659], Speed: 274.177 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.047 [Epoch 3][Batch 669], Speed: 264.887 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.040 [Epoch 3][Batch 679], Speed: 238.704 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.034 [Epoch 3][Batch 689], Speed: 261.016 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.027 [Epoch 3][Batch 699], Speed: 239.364 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.020 [Epoch 3][Batch 709], Speed: 258.176 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.014 [Epoch 3][Batch 719], Speed: 255.650 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.007 [Epoch 3][Batch 729], Speed: 280.634 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=5.001 [Epoch 3][Batch 739], Speed: 232.298 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.994 [Epoch 3][Batch 749], Speed: 256.302 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.988 [Epoch 3][Batch 759], Speed: 272.161 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.981 [Epoch 3][Batch 769], Speed: 248.235 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.975 [Epoch 3][Batch 779], Speed: 268.777 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.969 [Epoch 3][Batch 789], Speed: 258.592 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.962 [Epoch 3][Batch 799], Speed: 273.919 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.956 [Epoch 3][Batch 809], Speed: 256.468 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.950 [Epoch 3][Batch 819], Speed: 269.341 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.943 [Epoch 3][Batch 829], Speed: 262.135 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.937 [Epoch 3][Batch 839], Speed: 251.187 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.931 [Epoch 3][Batch 849], Speed: 255.515 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.925 [Epoch 3][Batch 859], Speed: 262.408 samples/sec, LR=0.0005, WHL1=0.569, CenterRegL1=0.245, HeatmapFocal=4.919 [Epoch 3][Batch 869], Speed: 261.271 samples/sec, LR=0.0005, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.913 [Epoch 3][Batch 879], Speed: 261.247 samples/sec, LR=0.0005, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.906 [Epoch 3][Batch 889], Speed: 279.302 samples/sec, LR=0.0005, WHL1=0.568, CenterRegL1=0.245, HeatmapFocal=4.900 [Epoch 3][Batch 899], Speed: 243.097 samples/sec, LR=0.0005, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.894 [Epoch 3][Batch 909], Speed: 282.115 samples/sec, LR=0.0005, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.888 [Epoch 3] Training cost: 483.715, WHL1=0.567, CenterRegL1=0.245, HeatmapFocal=4.885 [Epoch 4][Batch 9], Speed: 143.470 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.243, HeatmapFocal=4.879 [Epoch 4][Batch 19], Speed: 195.731 samples/sec, LR=0.0005, WHL1=0.554, CenterRegL1=0.244, HeatmapFocal=4.873 [Epoch 4][Batch 29], Speed: 239.685 samples/sec, LR=0.0005, WHL1=0.548, CenterRegL1=0.245, HeatmapFocal=4.867 [Epoch 4][Batch 39], Speed: 247.140 samples/sec, LR=0.0005, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=4.861 [Epoch 4][Batch 49], Speed: 276.743 samples/sec, LR=0.0005, WHL1=0.552, CenterRegL1=0.245, HeatmapFocal=4.855 [Epoch 4][Batch 59], Speed: 236.058 samples/sec, LR=0.0005, WHL1=0.553, CenterRegL1=0.245, HeatmapFocal=4.849 [Epoch 4][Batch 69], Speed: 245.073 samples/sec, LR=0.0005, WHL1=0.555, CenterRegL1=0.245, HeatmapFocal=4.844 [Epoch 4][Batch 79], Speed: 272.830 samples/sec, LR=0.0005, WHL1=0.553, CenterRegL1=0.245, HeatmapFocal=4.838 [Epoch 4][Batch 89], Speed: 242.151 samples/sec, LR=0.0005, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=4.832 [Epoch 4][Batch 99], Speed: 262.225 samples/sec, LR=0.0005, WHL1=0.552, CenterRegL1=0.244, HeatmapFocal=4.826 [Epoch 4][Batch 109], Speed: 240.594 samples/sec, LR=0.0005, WHL1=0.551, CenterRegL1=0.244, HeatmapFocal=4.821 [Epoch 4][Batch 119], Speed: 239.846 samples/sec, LR=0.0005, WHL1=0.551, CenterRegL1=0.245, HeatmapFocal=4.815 [Epoch 4][Batch 129], Speed: 240.829 samples/sec, LR=0.0005, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=4.809 [Epoch 4][Batch 139], Speed: 279.992 samples/sec, LR=0.0005, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=4.804 [Epoch 4][Batch 149], Speed: 246.689 samples/sec, LR=0.0005, WHL1=0.550, CenterRegL1=0.245, HeatmapFocal=4.798 [Epoch 4][Batch 159], Speed: 251.499 samples/sec, LR=0.0005, WHL1=0.549, CenterRegL1=0.245, HeatmapFocal=4.792 [Epoch 4][Batch 169], Speed: 239.792 samples/sec, LR=0.0005, WHL1=0.549, CenterRegL1=0.244, HeatmapFocal=4.787 [Epoch 4][Batch 179], Speed: 258.709 samples/sec, LR=0.0005, WHL1=0.548, CenterRegL1=0.244, HeatmapFocal=4.781 [Epoch 4][Batch 189], Speed: 233.375 samples/sec, LR=0.0005, WHL1=0.549, CenterRegL1=0.244, HeatmapFocal=4.776 [Epoch 4][Batch 199], Speed: 268.441 samples/sec, LR=0.0005, WHL1=0.548, CenterRegL1=0.244, HeatmapFocal=4.770 [Epoch 4][Batch 209], Speed: 259.932 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.765 [Epoch 4][Batch 219], Speed: 254.477 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.759 [Epoch 4][Batch 229], Speed: 214.372 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.754 [Epoch 4][Batch 239], Speed: 269.077 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.748 [Epoch 4][Batch 249], Speed: 254.319 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.743 [Epoch 4][Batch 259], Speed: 270.180 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.737 [Epoch 4][Batch 269], Speed: 263.222 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.732 [Epoch 4][Batch 279], Speed: 261.760 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.727 [Epoch 4][Batch 289], Speed: 231.039 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.722 [Epoch 4][Batch 299], Speed: 267.499 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.716 [Epoch 4][Batch 309], Speed: 259.424 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.711 [Epoch 4][Batch 319], Speed: 269.268 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.706 [Epoch 4][Batch 329], Speed: 251.900 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.700 [Epoch 4][Batch 339], Speed: 247.326 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.695 [Epoch 4][Batch 349], Speed: 231.375 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.690 [Epoch 4][Batch 359], Speed: 236.805 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.685 [Epoch 4][Batch 369], Speed: 260.803 samples/sec, LR=0.0005, WHL1=0.547, CenterRegL1=0.244, HeatmapFocal=4.680 [Epoch 4][Batch 379], Speed: 256.942 samples/sec, LR=0.0005, WHL1=0.546, CenterRegL1=0.244, HeatmapFocal=4.675 [Epoch 4][Batch 389], Speed: 229.681 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.670 [Epoch 4][Batch 399], Speed: 259.804 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.665 [Epoch 4][Batch 409], Speed: 235.985 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.660 [Epoch 4][Batch 419], Speed: 261.429 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.655 [Epoch 4][Batch 429], Speed: 264.028 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.244, HeatmapFocal=4.650 [Epoch 4][Batch 439], Speed: 256.834 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.244, HeatmapFocal=4.645 [Epoch 4][Batch 449], Speed: 262.317 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.244, HeatmapFocal=4.640 [Epoch 4][Batch 459], Speed: 273.625 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.244, HeatmapFocal=4.635 [Epoch 4][Batch 469], Speed: 243.121 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.630 [Epoch 4][Batch 479], Speed: 267.136 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=4.625 [Epoch 4][Batch 489], Speed: 264.239 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=4.620 [Epoch 4][Batch 499], Speed: 250.881 samples/sec, LR=0.0005, WHL1=0.545, CenterRegL1=0.245, HeatmapFocal=4.615 [Epoch 4][Batch 509], Speed: 242.521 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.610 [Epoch 4][Batch 519], Speed: 266.798 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.606 [Epoch 4][Batch 529], Speed: 249.864 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.601 [Epoch 4][Batch 539], Speed: 265.222 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.596 [Epoch 4][Batch 549], Speed: 284.987 samples/sec, LR=0.0005, WHL1=0.544, CenterRegL1=0.245, HeatmapFocal=4.591 [Epoch 4][Batch 559], Speed: 260.739 samples/sec, LR=0.0005, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.586 [Epoch 4][Batch 569], Speed: 245.782 samples/sec, LR=0.0005, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.582 [Epoch 4][Batch 579], Speed: 259.810 samples/sec, LR=0.0005, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.577 [Epoch 4][Batch 589], Speed: 245.152 samples/sec, LR=0.0005, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.572 [Epoch 4][Batch 599], Speed: 254.184 samples/sec, LR=0.0005, WHL1=0.543, CenterRegL1=0.245, HeatmapFocal=4.568 [Epoch 4][Batch 609], Speed: 237.019 samples/sec, LR=0.0005, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.563 [Epoch 4][Batch 619], Speed: 258.189 samples/sec, LR=0.0005, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.558 [Epoch 4][Batch 629], Speed: 251.406 samples/sec, LR=0.0005, WHL1=0.542, CenterRegL1=0.245, HeatmapFocal=4.554 [Epoch 4][Batch 639], Speed: 261.658 samples/sec, LR=0.0005, WHL1=0.542, CenterRegL1=0.244, HeatmapFocal=4.549 [Epoch 4][Batch 649], Speed: 245.819 samples/sec, LR=0.0005, WHL1=0.541, CenterRegL1=0.244, HeatmapFocal=4.544 [Epoch 4][Batch 659], Speed: 247.370 samples/sec, LR=0.0005, WHL1=0.541, CenterRegL1=0.244, HeatmapFocal=4.540 [Epoch 4][Batch 669], Speed: 252.145 samples/sec, LR=0.0005, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=4.535 [Epoch 4][Batch 679], Speed: 252.078 samples/sec, LR=0.0005, WHL1=0.541, CenterRegL1=0.245, HeatmapFocal=4.531 [Epoch 4][Batch 689], Speed: 247.923 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=4.526 [Epoch 4][Batch 699], Speed: 251.846 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.245, HeatmapFocal=4.522 [Epoch 4][Batch 709], Speed: 251.119 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.517 [Epoch 4][Batch 719], Speed: 248.117 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.513 [Epoch 4][Batch 729], Speed: 249.490 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.508 [Epoch 4][Batch 739], Speed: 249.129 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.504 [Epoch 4][Batch 749], Speed: 234.938 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.500 [Epoch 4][Batch 759], Speed: 256.253 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.495 [Epoch 4][Batch 769], Speed: 234.343 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.491 [Epoch 4][Batch 779], Speed: 234.811 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.487 [Epoch 4][Batch 789], Speed: 273.417 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.482 [Epoch 4][Batch 799], Speed: 263.342 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.478 [Epoch 4][Batch 809], Speed: 261.659 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.474 [Epoch 4][Batch 819], Speed: 248.582 samples/sec, LR=0.0005, WHL1=0.540, CenterRegL1=0.244, HeatmapFocal=4.469 [Epoch 4][Batch 829], Speed: 268.590 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.465 [Epoch 4][Batch 839], Speed: 249.249 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.461 [Epoch 4][Batch 849], Speed: 263.107 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.456 [Epoch 4][Batch 859], Speed: 276.279 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.452 [Epoch 4][Batch 869], Speed: 259.627 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.448 [Epoch 4][Batch 879], Speed: 274.875 samples/sec, LR=0.0005, WHL1=0.539, CenterRegL1=0.244, HeatmapFocal=4.444 [Epoch 4][Batch 889], Speed: 255.761 samples/sec, LR=0.0005, WHL1=0.538, CenterRegL1=0.244, HeatmapFocal=4.440 [Epoch 4][Batch 899], Speed: 252.755 samples/sec, LR=0.0005, WHL1=0.538, CenterRegL1=0.244, HeatmapFocal=4.435 [Epoch 4][Batch 909], Speed: 272.670 samples/sec, LR=0.0005, WHL1=0.538, CenterRegL1=0.244, HeatmapFocal=4.431 [Epoch 4] Training cost: 480.039, WHL1=0.538, CenterRegL1=0.244, HeatmapFocal=4.429 [Epoch 5][Batch 9], Speed: 160.945 samples/sec, LR=0.0005, WHL1=0.509, CenterRegL1=0.243, HeatmapFocal=4.424 [Epoch 5][Batch 19], Speed: 226.684 samples/sec, LR=0.0005, WHL1=0.523, CenterRegL1=0.245, HeatmapFocal=4.420 [Epoch 5][Batch 29], Speed: 223.417 samples/sec, LR=0.0005, WHL1=0.521, CenterRegL1=0.245, HeatmapFocal=4.416 [Epoch 5][Batch 39], Speed: 249.807 samples/sec, LR=0.0005, WHL1=0.523, CenterRegL1=0.245, HeatmapFocal=4.412 [Epoch 5][Batch 49], Speed: 248.553 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.245, HeatmapFocal=4.408 [Epoch 5][Batch 59], Speed: 273.701 samples/sec, LR=0.0005, WHL1=0.521, CenterRegL1=0.244, HeatmapFocal=4.404 [Epoch 5][Batch 69], Speed: 240.773 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.245, HeatmapFocal=4.400 [Epoch 5][Batch 79], Speed: 255.094 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.245, HeatmapFocal=4.395 [Epoch 5][Batch 89], Speed: 261.577 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.391 [Epoch 5][Batch 99], Speed: 256.069 samples/sec, LR=0.0005, WHL1=0.515, CenterRegL1=0.244, HeatmapFocal=4.387 [Epoch 5][Batch 109], Speed: 226.509 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.383 [Epoch 5][Batch 119], Speed: 227.300 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.379 [Epoch 5][Batch 129], Speed: 258.876 samples/sec, LR=0.0005, WHL1=0.521, CenterRegL1=0.244, HeatmapFocal=4.375 [Epoch 5][Batch 139], Speed: 259.103 samples/sec, LR=0.0005, WHL1=0.521, CenterRegL1=0.244, HeatmapFocal=4.371 [Epoch 5][Batch 149], Speed: 274.241 samples/sec, LR=0.0005, WHL1=0.521, CenterRegL1=0.244, HeatmapFocal=4.368 [Epoch 5][Batch 159], Speed: 241.679 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.364 [Epoch 5][Batch 169], Speed: 257.947 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.360 [Epoch 5][Batch 179], Speed: 241.415 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.356 [Epoch 5][Batch 189], Speed: 247.067 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.352 [Epoch 5][Batch 199], Speed: 250.650 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.348 [Epoch 5][Batch 209], Speed: 259.940 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.344 [Epoch 5][Batch 219], Speed: 237.848 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.340 [Epoch 5][Batch 229], Speed: 254.142 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.336 [Epoch 5][Batch 239], Speed: 226.183 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.332 [Epoch 5][Batch 249], Speed: 236.832 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.329 [Epoch 5][Batch 259], Speed: 244.811 samples/sec, LR=0.0005, WHL1=0.520, CenterRegL1=0.244, HeatmapFocal=4.325 [Epoch 5][Batch 269], Speed: 281.464 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.321 [Epoch 5][Batch 279], Speed: 261.375 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.317 [Epoch 5][Batch 289], Speed: 264.534 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.314 [Epoch 5][Batch 299], Speed: 252.987 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.310 [Epoch 5][Batch 309], Speed: 245.417 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.306 [Epoch 5][Batch 319], Speed: 261.753 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.302 [Epoch 5][Batch 329], Speed: 268.280 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.299 [Epoch 5][Batch 339], Speed: 248.290 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.295 [Epoch 5][Batch 349], Speed: 264.219 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.291 [Epoch 5][Batch 359], Speed: 237.527 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.287 [Epoch 5][Batch 369], Speed: 252.588 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.284 [Epoch 5][Batch 379], Speed: 262.229 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.280 [Epoch 5][Batch 389], Speed: 279.853 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.277 [Epoch 5][Batch 399], Speed: 248.682 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.273 [Epoch 5][Batch 409], Speed: 265.363 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.269 [Epoch 5][Batch 419], Speed: 247.876 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.266 [Epoch 5][Batch 429], Speed: 246.148 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.262 [Epoch 5][Batch 439], Speed: 255.166 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.259 [Epoch 5][Batch 449], Speed: 279.957 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.255 [Epoch 5][Batch 459], Speed: 224.542 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.252 [Epoch 5][Batch 469], Speed: 253.001 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.248 [Epoch 5][Batch 479], Speed: 220.938 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.244 [Epoch 5][Batch 489], Speed: 258.848 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.241 [Epoch 5][Batch 499], Speed: 251.401 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.238 [Epoch 5][Batch 509], Speed: 262.245 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.234 [Epoch 5][Batch 519], Speed: 251.452 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.231 [Epoch 5][Batch 529], Speed: 260.891 samples/sec, LR=0.0005, WHL1=0.519, CenterRegL1=0.244, HeatmapFocal=4.227 [Epoch 5][Batch 539], Speed: 227.679 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.224 [Epoch 5][Batch 549], Speed: 259.595 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.220 [Epoch 5][Batch 559], Speed: 232.531 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.217 [Epoch 5][Batch 569], Speed: 284.698 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.213 [Epoch 5][Batch 579], Speed: 227.791 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.210 [Epoch 5][Batch 589], Speed: 246.710 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.207 [Epoch 5][Batch 599], Speed: 227.692 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.203 [Epoch 5][Batch 609], Speed: 258.456 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.200 [Epoch 5][Batch 619], Speed: 245.823 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.197 [Epoch 5][Batch 629], Speed: 270.065 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.193 [Epoch 5][Batch 639], Speed: 250.024 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.190 [Epoch 5][Batch 649], Speed: 247.509 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.186 [Epoch 5][Batch 659], Speed: 230.754 samples/sec, LR=0.0005, WHL1=0.518, CenterRegL1=0.244, HeatmapFocal=4.183 [Epoch 5][Batch 669], Speed: 230.558 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.180 [Epoch 5][Batch 679], Speed: 266.605 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.176 [Epoch 5][Batch 689], Speed: 290.207 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.173 [Epoch 5][Batch 699], Speed: 244.372 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.170 [Epoch 5][Batch 709], Speed: 233.769 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.167 [Epoch 5][Batch 719], Speed: 248.059 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.164 [Epoch 5][Batch 729], Speed: 248.798 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.160 [Epoch 5][Batch 739], Speed: 235.952 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.157 [Epoch 5][Batch 749], Speed: 260.936 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.154 [Epoch 5][Batch 759], Speed: 244.308 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.151 [Epoch 5][Batch 769], Speed: 261.888 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.148 [Epoch 5][Batch 779], Speed: 247.333 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.144 [Epoch 5][Batch 789], Speed: 248.497 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.141 [Epoch 5][Batch 799], Speed: 259.631 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.138 [Epoch 5][Batch 809], Speed: 288.742 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.135 [Epoch 5][Batch 819], Speed: 248.717 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.132 [Epoch 5][Batch 829], Speed: 290.041 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.129 [Epoch 5][Batch 839], Speed: 266.323 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.126 [Epoch 5][Batch 849], Speed: 250.790 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.123 [Epoch 5][Batch 859], Speed: 244.582 samples/sec, LR=0.0005, WHL1=0.517, CenterRegL1=0.244, HeatmapFocal=4.119 [Epoch 5][Batch 869], Speed: 296.359 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.116 [Epoch 5][Batch 879], Speed: 234.713 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.113 [Epoch 5][Batch 889], Speed: 280.803 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.110 [Epoch 5][Batch 899], Speed: 273.002 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.107 [Epoch 5][Batch 909], Speed: 246.709 samples/sec, LR=0.0005, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.104 [Epoch 5] Training cost: 487.920, WHL1=0.516, CenterRegL1=0.244, HeatmapFocal=4.102 [Epoch 6][Batch 9], Speed: 161.632 samples/sec, LR=0.0005, WHL1=0.468, CenterRegL1=0.243, HeatmapFocal=4.099 [Epoch 6][Batch 19], Speed: 194.450 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.243, HeatmapFocal=4.096 [Epoch 6][Batch 29], Speed: 228.033 samples/sec, LR=0.0005, WHL1=0.486, CenterRegL1=0.244, HeatmapFocal=4.093 [Epoch 6][Batch 39], Speed: 249.358 samples/sec, LR=0.0005, WHL1=0.486, CenterRegL1=0.245, HeatmapFocal=4.090 [Epoch 6][Batch 49], Speed: 276.023 samples/sec, LR=0.0005, WHL1=0.496, CenterRegL1=0.244, HeatmapFocal=4.087 [Epoch 6][Batch 59], Speed: 267.413 samples/sec, LR=0.0005, WHL1=0.497, CenterRegL1=0.244, HeatmapFocal=4.084 [Epoch 6][Batch 69], Speed: 259.965 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=4.081 [Epoch 6][Batch 79], Speed: 265.227 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.244, HeatmapFocal=4.077 [Epoch 6][Batch 89], Speed: 252.235 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.244, HeatmapFocal=4.074 [Epoch 6][Batch 99], Speed: 260.886 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.244, HeatmapFocal=4.072 [Epoch 6][Batch 109], Speed: 240.794 samples/sec, LR=0.0005, WHL1=0.502, CenterRegL1=0.244, HeatmapFocal=4.069 [Epoch 6][Batch 119], Speed: 234.829 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.066 [Epoch 6][Batch 129], Speed: 251.042 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.063 [Epoch 6][Batch 139], Speed: 284.723 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.060 [Epoch 6][Batch 149], Speed: 249.223 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.057 [Epoch 6][Batch 159], Speed: 243.189 samples/sec, LR=0.0005, WHL1=0.504, CenterRegL1=0.244, HeatmapFocal=4.054 [Epoch 6][Batch 169], Speed: 255.848 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.051 [Epoch 6][Batch 179], Speed: 247.898 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.048 [Epoch 6][Batch 189], Speed: 231.223 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.045 [Epoch 6][Batch 199], Speed: 252.032 samples/sec, LR=0.0005, WHL1=0.504, CenterRegL1=0.244, HeatmapFocal=4.042 [Epoch 6][Batch 209], Speed: 249.814 samples/sec, LR=0.0005, WHL1=0.504, CenterRegL1=0.244, HeatmapFocal=4.040 [Epoch 6][Batch 219], Speed: 252.636 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.037 [Epoch 6][Batch 229], Speed: 228.038 samples/sec, LR=0.0005, WHL1=0.503, CenterRegL1=0.244, HeatmapFocal=4.034 [Epoch 6][Batch 239], Speed: 253.083 samples/sec, LR=0.0005, WHL1=0.502, CenterRegL1=0.243, HeatmapFocal=4.031 [Epoch 6][Batch 249], Speed: 253.478 samples/sec, LR=0.0005, WHL1=0.502, CenterRegL1=0.243, HeatmapFocal=4.028 [Epoch 6][Batch 259], Speed: 261.203 samples/sec, LR=0.0005, WHL1=0.502, CenterRegL1=0.243, HeatmapFocal=4.025 [Epoch 6][Batch 269], Speed: 254.189 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.022 [Epoch 6][Batch 279], Speed: 267.200 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.020 [Epoch 6][Batch 289], Speed: 241.098 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.017 [Epoch 6][Batch 299], Speed: 252.572 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.014 [Epoch 6][Batch 309], Speed: 262.835 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.011 [Epoch 6][Batch 319], Speed: 235.154 samples/sec, LR=0.0005, WHL1=0.501, CenterRegL1=0.243, HeatmapFocal=4.008 [Epoch 6][Batch 329], Speed: 262.626 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=4.006 [Epoch 6][Batch 339], Speed: 248.228 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=4.003 [Epoch 6][Batch 349], Speed: 222.517 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=4.000 [Epoch 6][Batch 359], Speed: 242.874 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.997 [Epoch 6][Batch 369], Speed: 244.240 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.995 [Epoch 6][Batch 379], Speed: 236.436 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.992 [Epoch 6][Batch 389], Speed: 253.913 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.989 [Epoch 6][Batch 399], Speed: 249.550 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.986 [Epoch 6][Batch 409], Speed: 235.427 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.984 [Epoch 6][Batch 419], Speed: 240.891 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.981 [Epoch 6][Batch 429], Speed: 249.733 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.978 [Epoch 6][Batch 439], Speed: 249.061 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.976 [Epoch 6][Batch 449], Speed: 261.498 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.973 [Epoch 6][Batch 459], Speed: 255.311 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.970 [Epoch 6][Batch 469], Speed: 237.530 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.968 [Epoch 6][Batch 479], Speed: 247.985 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.965 [Epoch 6][Batch 489], Speed: 234.682 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.962 [Epoch 6][Batch 499], Speed: 238.970 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.960 [Epoch 6][Batch 509], Speed: 269.993 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.957 [Epoch 6][Batch 519], Speed: 258.109 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.955 [Epoch 6][Batch 529], Speed: 232.138 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.952 [Epoch 6][Batch 539], Speed: 226.018 samples/sec, LR=0.0005, WHL1=0.500, CenterRegL1=0.243, HeatmapFocal=3.949 [Epoch 6][Batch 549], Speed: 246.033 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.947 [Epoch 6][Batch 559], Speed: 259.865 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.944 [Epoch 6][Batch 569], Speed: 259.575 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.942 [Epoch 6][Batch 579], Speed: 250.647 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.939 [Epoch 6][Batch 589], Speed: 231.132 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.936 [Epoch 6][Batch 599], Speed: 227.296 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.934 [Epoch 6][Batch 609], Speed: 234.484 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.931 [Epoch 6][Batch 619], Speed: 274.144 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.929 [Epoch 6][Batch 629], Speed: 246.916 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.926 [Epoch 6][Batch 639], Speed: 244.233 samples/sec, LR=0.0005, WHL1=0.499, CenterRegL1=0.243, HeatmapFocal=3.924 [Epoch 6][Batch 649], Speed: 224.551 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.921 [Epoch 6][Batch 659], Speed: 253.135 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.919 [Epoch 6][Batch 669], Speed: 247.761 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.916 [Epoch 6][Batch 679], Speed: 262.638 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.914 [Epoch 6][Batch 689], Speed: 258.223 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.911 [Epoch 6][Batch 699], Speed: 270.401 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.909 [Epoch 6][Batch 709], Speed: 248.846 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.906 [Epoch 6][Batch 719], Speed: 249.750 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.904 [Epoch 6][Batch 729], Speed: 244.468 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.901 [Epoch 6][Batch 739], Speed: 252.861 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.899 [Epoch 6][Batch 749], Speed: 262.130 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.896 [Epoch 6][Batch 759], Speed: 244.363 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.894 [Epoch 6][Batch 769], Speed: 235.761 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.891 [Epoch 6][Batch 779], Speed: 238.185 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.889 [Epoch 6][Batch 789], Speed: 254.636 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.886 [Epoch 6][Batch 799], Speed: 250.715 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.884 [Epoch 6][Batch 809], Speed: 253.135 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.882 [Epoch 6][Batch 819], Speed: 261.122 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.879 [Epoch 6][Batch 829], Speed: 254.436 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.877 [Epoch 6][Batch 839], Speed: 278.576 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.874 [Epoch 6][Batch 849], Speed: 243.702 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.872 [Epoch 6][Batch 859], Speed: 252.188 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.870 [Epoch 6][Batch 869], Speed: 263.073 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.867 [Epoch 6][Batch 879], Speed: 252.204 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.865 [Epoch 6][Batch 889], Speed: 276.968 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.863 [Epoch 6][Batch 899], Speed: 270.080 samples/sec, LR=0.0005, WHL1=0.498, CenterRegL1=0.243, HeatmapFocal=3.860 [Epoch 6][Batch 909], Speed: 253.414 samples/sec, LR=0.0005, WHL1=0.497, CenterRegL1=0.243, HeatmapFocal=3.858 [Epoch 6] Training cost: 485.056, WHL1=0.497, CenterRegL1=0.243, HeatmapFocal=3.856 [Epoch 7][Batch 9], Speed: 177.202 samples/sec, LR=0.0005, WHL1=0.467, CenterRegL1=0.243, HeatmapFocal=3.854 [Epoch 7][Batch 19], Speed: 204.079 samples/sec, LR=0.0005, WHL1=0.485, CenterRegL1=0.242, HeatmapFocal=3.852 [Epoch 7][Batch 29], Speed: 250.261 samples/sec, LR=0.0005, WHL1=0.489, CenterRegL1=0.242, HeatmapFocal=3.849 [Epoch 7][Batch 39], Speed: 266.412 samples/sec, LR=0.0005, WHL1=0.490, CenterRegL1=0.242, HeatmapFocal=3.847 [Epoch 7][Batch 49], Speed: 252.769 samples/sec, LR=0.0005, WHL1=0.487, CenterRegL1=0.242, HeatmapFocal=3.845 [Epoch 7][Batch 59], Speed: 233.521 samples/sec, LR=0.0005, WHL1=0.483, CenterRegL1=0.242, HeatmapFocal=3.842 [Epoch 7][Batch 69], Speed: 254.893 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.840 [Epoch 7][Batch 79], Speed: 266.192 samples/sec, LR=0.0005, WHL1=0.483, CenterRegL1=0.242, HeatmapFocal=3.837 [Epoch 7][Batch 89], Speed: 284.500 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.835 [Epoch 7][Batch 99], Speed: 263.162 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.833 [Epoch 7][Batch 109], Speed: 222.499 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.830 [Epoch 7][Batch 119], Speed: 242.539 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.828 [Epoch 7][Batch 129], Speed: 278.708 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.826 [Epoch 7][Batch 139], Speed: 252.253 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.824 [Epoch 7][Batch 149], Speed: 260.982 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.821 [Epoch 7][Batch 159], Speed: 266.575 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.819 [Epoch 7][Batch 169], Speed: 211.816 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.817 [Epoch 7][Batch 179], Speed: 232.204 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.814 [Epoch 7][Batch 189], Speed: 248.889 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.812 [Epoch 7][Batch 199], Speed: 262.771 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.810 [Epoch 7][Batch 209], Speed: 255.055 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.808 [Epoch 7][Batch 219], Speed: 249.133 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.805 [Epoch 7][Batch 229], Speed: 242.420 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.803 [Epoch 7][Batch 239], Speed: 242.687 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.801 [Epoch 7][Batch 249], Speed: 226.289 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.799 [Epoch 7][Batch 259], Speed: 267.696 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.796 [Epoch 7][Batch 269], Speed: 237.062 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.794 [Epoch 7][Batch 279], Speed: 245.700 samples/sec, LR=0.0005, WHL1=0.482, CenterRegL1=0.242, HeatmapFocal=3.792 [Epoch 7][Batch 289], Speed: 229.933 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.790 [Epoch 7][Batch 299], Speed: 249.214 samples/sec, LR=0.0005, WHL1=0.481, CenterRegL1=0.242, HeatmapFocal=3.788 [Epoch 7][Batch 309], Speed: 274.816 samples/sec, LR=0.0005, WHL1=0.480, CenterRegL1=0.242, HeatmapFocal=3.785 [Epoch 7][Batch 319], Speed: 249.305 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.783 [Epoch 7][Batch 329], Speed: 243.694 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.781 [Epoch 7][Batch 339], Speed: 252.287 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.779 [Epoch 7][Batch 349], Speed: 237.907 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.776 [Epoch 7][Batch 359], Speed: 271.922 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.774 [Epoch 7][Batch 369], Speed: 240.917 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.772 [Epoch 7][Batch 379], Speed: 268.407 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.770 [Epoch 7][Batch 389], Speed: 252.731 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.768 [Epoch 7][Batch 399], Speed: 237.969 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.766 [Epoch 7][Batch 409], Speed: 220.890 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.763 [Epoch 7][Batch 419], Speed: 246.995 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.761 [Epoch 7][Batch 429], Speed: 261.210 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.759 [Epoch 7][Batch 439], Speed: 242.458 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.757 [Epoch 7][Batch 449], Speed: 265.347 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.755 [Epoch 7][Batch 459], Speed: 254.701 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.753 [Epoch 7][Batch 469], Speed: 225.324 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.751 [Epoch 7][Batch 479], Speed: 268.570 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.749 [Epoch 7][Batch 489], Speed: 264.711 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.747 [Epoch 7][Batch 499], Speed: 232.576 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.745 [Epoch 7][Batch 509], Speed: 259.008 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.742 [Epoch 7][Batch 519], Speed: 261.364 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.740 [Epoch 7][Batch 529], Speed: 217.014 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.738 [Epoch 7][Batch 539], Speed: 244.816 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.736 [Epoch 7][Batch 549], Speed: 247.092 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.734 [Epoch 7][Batch 559], Speed: 247.226 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.732 [Epoch 7][Batch 569], Speed: 242.193 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.730 [Epoch 7][Batch 579], Speed: 250.396 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.728 [Epoch 7][Batch 589], Speed: 232.519 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.726 [Epoch 7][Batch 599], Speed: 245.716 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.724 [Epoch 7][Batch 609], Speed: 251.588 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.722 [Epoch 7][Batch 619], Speed: 259.319 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.720 [Epoch 7][Batch 629], Speed: 245.379 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.242, HeatmapFocal=3.718 [Epoch 7][Batch 639], Speed: 257.296 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.716 [Epoch 7][Batch 649], Speed: 225.655 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.714 [Epoch 7][Batch 659], Speed: 242.439 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.712 [Epoch 7][Batch 669], Speed: 260.876 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.710 [Epoch 7][Batch 679], Speed: 245.225 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.708 [Epoch 7][Batch 689], Speed: 216.095 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.706 [Epoch 7][Batch 699], Speed: 261.882 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.704 [Epoch 7][Batch 709], Speed: 246.341 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.702 [Epoch 7][Batch 719], Speed: 260.837 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.700 [Epoch 7][Batch 729], Speed: 243.034 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.698 [Epoch 7][Batch 739], Speed: 253.935 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.696 [Epoch 7][Batch 749], Speed: 261.230 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.694 [Epoch 7][Batch 759], Speed: 247.075 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.692 [Epoch 7][Batch 769], Speed: 214.675 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.690 [Epoch 7][Batch 779], Speed: 239.613 samples/sec, LR=0.0005, WHL1=0.477, CenterRegL1=0.242, HeatmapFocal=3.688 [Epoch 7][Batch 789], Speed: 240.756 samples/sec, LR=0.0005, WHL1=0.477, CenterRegL1=0.242, HeatmapFocal=3.686 [Epoch 7][Batch 799], Speed: 245.242 samples/sec, LR=0.0005, WHL1=0.477, CenterRegL1=0.242, HeatmapFocal=3.684 [Epoch 7][Batch 809], Speed: 252.071 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.682 [Epoch 7][Batch 819], Speed: 277.605 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.680 [Epoch 7][Batch 829], Speed: 243.197 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.678 [Epoch 7][Batch 839], Speed: 266.699 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.677 [Epoch 7][Batch 849], Speed: 279.415 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.675 [Epoch 7][Batch 859], Speed: 285.988 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.673 [Epoch 7][Batch 869], Speed: 239.697 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.671 [Epoch 7][Batch 879], Speed: 267.657 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.669 [Epoch 7][Batch 889], Speed: 260.124 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.667 [Epoch 7][Batch 899], Speed: 242.516 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.665 [Epoch 7][Batch 909], Speed: 274.284 samples/sec, LR=0.0005, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.663 [Epoch 7] Training cost: 486.770, WHL1=0.478, CenterRegL1=0.242, HeatmapFocal=3.662 [Epoch 8][Batch 9], Speed: 161.582 samples/sec, LR=0.0005, WHL1=0.479, CenterRegL1=0.244, HeatmapFocal=3.660 [Epoch 8][Batch 19], Speed: 206.475 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.658 [Epoch 8][Batch 29], Speed: 252.439 samples/sec, LR=0.0005, WHL1=0.460, CenterRegL1=0.242, HeatmapFocal=3.656 [Epoch 8][Batch 39], Speed: 227.318 samples/sec, LR=0.0005, WHL1=0.462, CenterRegL1=0.242, HeatmapFocal=3.654 [Epoch 8][Batch 49], Speed: 229.037 samples/sec, LR=0.0005, WHL1=0.462, CenterRegL1=0.243, HeatmapFocal=3.653 [Epoch 8][Batch 59], Speed: 275.161 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.651 [Epoch 8][Batch 69], Speed: 254.802 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.243, HeatmapFocal=3.649 [Epoch 8][Batch 79], Speed: 257.000 samples/sec, LR=0.0005, WHL1=0.463, CenterRegL1=0.242, HeatmapFocal=3.647 [Epoch 8][Batch 89], Speed: 280.654 samples/sec, LR=0.0005, WHL1=0.463, CenterRegL1=0.242, HeatmapFocal=3.645 [Epoch 8][Batch 99], Speed: 231.791 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.643 [Epoch 8][Batch 109], Speed: 234.571 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.641 [Epoch 8][Batch 119], Speed: 241.698 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.639 [Epoch 8][Batch 129], Speed: 264.368 samples/sec, LR=0.0005, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.637 [Epoch 8][Batch 139], Speed: 250.954 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.636 [Epoch 8][Batch 149], Speed: 265.905 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.634 [Epoch 8][Batch 159], Speed: 245.098 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.632 [Epoch 8][Batch 169], Speed: 245.793 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.630 [Epoch 8][Batch 179], Speed: 250.163 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.628 [Epoch 8][Batch 189], Speed: 251.501 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.626 [Epoch 8][Batch 199], Speed: 237.596 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.625 [Epoch 8][Batch 209], Speed: 257.083 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.623 [Epoch 8][Batch 219], Speed: 250.099 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.621 [Epoch 8][Batch 229], Speed: 233.957 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.619 [Epoch 8][Batch 239], Speed: 241.043 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.617 [Epoch 8][Batch 249], Speed: 234.652 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.616 [Epoch 8][Batch 259], Speed: 272.058 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.614 [Epoch 8][Batch 269], Speed: 265.428 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.612 [Epoch 8][Batch 279], Speed: 255.878 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.610 [Epoch 8][Batch 289], Speed: 224.194 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.608 [Epoch 8][Batch 299], Speed: 232.925 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.607 [Epoch 8][Batch 309], Speed: 260.421 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.605 [Epoch 8][Batch 319], Speed: 251.456 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.603 [Epoch 8][Batch 329], Speed: 249.259 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.601 [Epoch 8][Batch 339], Speed: 265.948 samples/sec, LR=0.0005, WHL1=0.464, CenterRegL1=0.242, HeatmapFocal=3.600 [Epoch 8][Batch 349], Speed: 223.888 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.598 [Epoch 8][Batch 359], Speed: 226.088 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.596 [Epoch 8][Batch 369], Speed: 247.210 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.594 [Epoch 8][Batch 379], Speed: 256.143 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.593 [Epoch 8][Batch 389], Speed: 242.277 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.591 [Epoch 8][Batch 399], Speed: 264.155 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.589 [Epoch 8][Batch 409], Speed: 232.166 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.587 [Epoch 8][Batch 419], Speed: 231.316 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.586 [Epoch 8][Batch 429], Speed: 231.634 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.584 [Epoch 8][Batch 439], Speed: 270.250 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.582 [Epoch 8][Batch 449], Speed: 267.851 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.580 [Epoch 8][Batch 459], Speed: 242.638 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.579 [Epoch 8][Batch 469], Speed: 225.601 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.577 [Epoch 8][Batch 479], Speed: 233.177 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.575 [Epoch 8][Batch 489], Speed: 258.286 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.574 [Epoch 8][Batch 499], Speed: 244.784 samples/sec, LR=0.0005, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.572 [Epoch 8][Batch 509], Speed: 261.019 samples/sec, LR=0.0005, WHL1=0.467, CenterRegL1=0.242, HeatmapFocal=3.570 [Epoch 8][Batch 519], Speed: 252.590 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.569 [Epoch 8][Batch 529], Speed: 223.878 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.567 [Epoch 8][Batch 539], Speed: 216.916 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.565 [Epoch 8][Batch 549], Speed: 248.019 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.563 [Epoch 8][Batch 559], Speed: 268.168 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.562 [Epoch 8][Batch 569], Speed: 243.272 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.560 [Epoch 8][Batch 579], Speed: 243.768 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.558 [Epoch 8][Batch 589], Speed: 230.439 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.557 [Epoch 8][Batch 599], Speed: 236.831 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.555 [Epoch 8][Batch 609], Speed: 237.302 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.554 [Epoch 8][Batch 619], Speed: 245.788 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.552 [Epoch 8][Batch 629], Speed: 258.387 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.550 [Epoch 8][Batch 639], Speed: 255.426 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.549 [Epoch 8][Batch 649], Speed: 235.164 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.547 [Epoch 8][Batch 659], Speed: 245.955 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.545 [Epoch 8][Batch 669], Speed: 245.788 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.544 [Epoch 8][Batch 679], Speed: 256.391 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.542 [Epoch 8][Batch 689], Speed: 257.390 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.540 [Epoch 8][Batch 699], Speed: 252.804 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.539 [Epoch 8][Batch 709], Speed: 220.658 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.537 [Epoch 8][Batch 719], Speed: 249.503 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.535 [Epoch 8][Batch 729], Speed: 252.701 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.534 [Epoch 8][Batch 739], Speed: 243.458 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.532 [Epoch 8][Batch 749], Speed: 241.153 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.531 [Epoch 8][Batch 759], Speed: 244.098 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.529 [Epoch 8][Batch 769], Speed: 222.008 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.528 [Epoch 8][Batch 779], Speed: 242.391 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.526 [Epoch 8][Batch 789], Speed: 256.064 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.524 [Epoch 8][Batch 799], Speed: 245.868 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.523 [Epoch 8][Batch 809], Speed: 248.594 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.521 [Epoch 8][Batch 819], Speed: 233.676 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.520 [Epoch 8][Batch 829], Speed: 255.570 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.518 [Epoch 8][Batch 839], Speed: 247.917 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.516 [Epoch 8][Batch 849], Speed: 264.901 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.515 [Epoch 8][Batch 859], Speed: 260.368 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.513 [Epoch 8][Batch 869], Speed: 248.887 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.512 [Epoch 8][Batch 879], Speed: 257.239 samples/sec, LR=0.0005, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.510 [Epoch 8][Batch 889], Speed: 253.388 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.509 [Epoch 8][Batch 899], Speed: 239.704 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.507 [Epoch 8][Batch 909], Speed: 252.904 samples/sec, LR=0.0005, WHL1=0.466, CenterRegL1=0.242, HeatmapFocal=3.505 [Epoch 8] Training cost: 489.157, WHL1=0.465, CenterRegL1=0.242, HeatmapFocal=3.505 [Epoch 9][Batch 9], Speed: 121.921 samples/sec, LR=0.0005, WHL1=0.460, CenterRegL1=0.241, HeatmapFocal=3.503 [Epoch 9][Batch 19], Speed: 237.324 samples/sec, LR=0.0005, WHL1=0.458, CenterRegL1=0.241, HeatmapFocal=3.501 [Epoch 9][Batch 29], Speed: 243.114 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.500 [Epoch 9][Batch 39], Speed: 243.785 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.498 [Epoch 9][Batch 49], Speed: 263.091 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.497 [Epoch 9][Batch 59], Speed: 268.183 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.495 [Epoch 9][Batch 69], Speed: 258.187 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.494 [Epoch 9][Batch 79], Speed: 261.039 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.492 [Epoch 9][Batch 89], Speed: 229.305 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.491 [Epoch 9][Batch 99], Speed: 261.965 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.489 [Epoch 9][Batch 109], Speed: 240.320 samples/sec, LR=0.0005, WHL1=0.451, CenterRegL1=0.241, HeatmapFocal=3.487 [Epoch 9][Batch 119], Speed: 237.997 samples/sec, LR=0.0005, WHL1=0.450, CenterRegL1=0.241, HeatmapFocal=3.486 [Epoch 9][Batch 129], Speed: 268.520 samples/sec, LR=0.0005, WHL1=0.450, CenterRegL1=0.241, HeatmapFocal=3.484 [Epoch 9][Batch 139], Speed: 236.749 samples/sec, LR=0.0005, WHL1=0.450, CenterRegL1=0.241, HeatmapFocal=3.483 [Epoch 9][Batch 149], Speed: 260.334 samples/sec, LR=0.0005, WHL1=0.450, CenterRegL1=0.241, HeatmapFocal=3.481 [Epoch 9][Batch 159], Speed: 255.697 samples/sec, LR=0.0005, WHL1=0.451, CenterRegL1=0.241, HeatmapFocal=3.480 [Epoch 9][Batch 169], Speed: 232.483 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.478 [Epoch 9][Batch 179], Speed: 261.818 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.477 [Epoch 9][Batch 189], Speed: 256.907 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.475 [Epoch 9][Batch 199], Speed: 222.688 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.474 [Epoch 9][Batch 209], Speed: 276.813 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.472 [Epoch 9][Batch 219], Speed: 261.722 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.471 [Epoch 9][Batch 229], Speed: 231.705 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.469 [Epoch 9][Batch 239], Speed: 233.616 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.468 [Epoch 9][Batch 249], Speed: 242.310 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.466 [Epoch 9][Batch 259], Speed: 244.737 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.465 [Epoch 9][Batch 269], Speed: 265.302 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.463 [Epoch 9][Batch 279], Speed: 229.401 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.462 [Epoch 9][Batch 289], Speed: 245.210 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.460 [Epoch 9][Batch 299], Speed: 273.132 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.459 [Epoch 9][Batch 309], Speed: 243.538 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.457 [Epoch 9][Batch 319], Speed: 229.885 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.456 [Epoch 9][Batch 329], Speed: 263.933 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.455 [Epoch 9][Batch 339], Speed: 262.550 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.453 [Epoch 9][Batch 349], Speed: 240.508 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.452 [Epoch 9][Batch 359], Speed: 260.278 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.450 [Epoch 9][Batch 369], Speed: 260.458 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.449 [Epoch 9][Batch 379], Speed: 238.597 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.447 [Epoch 9][Batch 389], Speed: 256.244 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.446 [Epoch 9][Batch 399], Speed: 270.631 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.444 [Epoch 9][Batch 409], Speed: 250.930 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.443 [Epoch 9][Batch 419], Speed: 274.439 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.442 [Epoch 9][Batch 429], Speed: 242.522 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.440 [Epoch 9][Batch 439], Speed: 252.097 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.439 [Epoch 9][Batch 449], Speed: 267.476 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.437 [Epoch 9][Batch 459], Speed: 265.706 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.436 [Epoch 9][Batch 469], Speed: 246.417 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.434 [Epoch 9][Batch 479], Speed: 273.885 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.433 [Epoch 9][Batch 489], Speed: 233.159 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.432 [Epoch 9][Batch 499], Speed: 228.951 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.430 [Epoch 9][Batch 509], Speed: 249.879 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.429 [Epoch 9][Batch 519], Speed: 264.624 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.427 [Epoch 9][Batch 529], Speed: 249.534 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.426 [Epoch 9][Batch 539], Speed: 262.085 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.425 [Epoch 9][Batch 549], Speed: 257.614 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.423 [Epoch 9][Batch 559], Speed: 242.573 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.422 [Epoch 9][Batch 569], Speed: 271.449 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.420 [Epoch 9][Batch 579], Speed: 268.244 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.419 [Epoch 9][Batch 589], Speed: 215.072 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.418 [Epoch 9][Batch 599], Speed: 236.942 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.416 [Epoch 9][Batch 609], Speed: 265.839 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.415 [Epoch 9][Batch 619], Speed: 259.822 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.414 [Epoch 9][Batch 629], Speed: 262.516 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.412 [Epoch 9][Batch 639], Speed: 251.111 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.411 [Epoch 9][Batch 649], Speed: 212.612 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.410 [Epoch 9][Batch 659], Speed: 261.688 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.408 [Epoch 9][Batch 669], Speed: 225.976 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.407 [Epoch 9][Batch 679], Speed: 236.460 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.405 [Epoch 9][Batch 689], Speed: 224.933 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.404 [Epoch 9][Batch 699], Speed: 268.328 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.403 [Epoch 9][Batch 709], Speed: 214.590 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.401 [Epoch 9][Batch 719], Speed: 239.818 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.400 [Epoch 9][Batch 729], Speed: 243.037 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.399 [Epoch 9][Batch 739], Speed: 246.232 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.398 [Epoch 9][Batch 749], Speed: 268.512 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.396 [Epoch 9][Batch 759], Speed: 236.041 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.242, HeatmapFocal=3.395 [Epoch 9][Batch 769], Speed: 233.160 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.394 [Epoch 9][Batch 779], Speed: 229.296 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.392 [Epoch 9][Batch 789], Speed: 242.400 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.242, HeatmapFocal=3.391 [Epoch 9][Batch 799], Speed: 245.228 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.390 [Epoch 9][Batch 809], Speed: 267.765 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.388 [Epoch 9][Batch 819], Speed: 259.453 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.387 [Epoch 9][Batch 829], Speed: 269.167 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.386 [Epoch 9][Batch 839], Speed: 264.978 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.384 [Epoch 9][Batch 849], Speed: 269.998 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.383 [Epoch 9][Batch 859], Speed: 273.294 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.382 [Epoch 9][Batch 869], Speed: 275.639 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.380 [Epoch 9][Batch 879], Speed: 263.660 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.379 [Epoch 9][Batch 889], Speed: 258.834 samples/sec, LR=0.0005, WHL1=0.454, CenterRegL1=0.241, HeatmapFocal=3.378 [Epoch 9][Batch 899], Speed: 265.754 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.376 [Epoch 9][Batch 909], Speed: 247.434 samples/sec, LR=0.0005, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.375 [Epoch 9] Training cost: 491.944, WHL1=0.453, CenterRegL1=0.241, HeatmapFocal=3.374 [Epoch 10][Batch 9], Speed: 135.848 samples/sec, LR=0.0005, WHL1=0.455, CenterRegL1=0.241, HeatmapFocal=3.373 [Epoch 10][Batch 19], Speed: 202.644 samples/sec, LR=0.0005, WHL1=0.448, CenterRegL1=0.241, HeatmapFocal=3.372 [Epoch 10][Batch 29], Speed: 225.594 samples/sec, LR=0.0005, WHL1=0.448, CenterRegL1=0.241, HeatmapFocal=3.370 [Epoch 10][Batch 39], Speed: 239.905 samples/sec, LR=0.0005, WHL1=0.451, CenterRegL1=0.241, HeatmapFocal=3.369 [Epoch 10][Batch 49], Speed: 249.586 samples/sec, LR=0.0005, WHL1=0.452, CenterRegL1=0.241, HeatmapFocal=3.368 [Epoch 10][Batch 59], Speed: 260.322 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.240, HeatmapFocal=3.366 [Epoch 10][Batch 69], Speed: 248.413 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.365 [Epoch 10][Batch 79], Speed: 255.377 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.364 [Epoch 10][Batch 89], Speed: 245.239 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.363 [Epoch 10][Batch 99], Speed: 233.034 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.361 [Epoch 10][Batch 109], Speed: 247.848 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.360 [Epoch 10][Batch 119], Speed: 228.668 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.359 [Epoch 10][Batch 129], Speed: 249.883 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.357 [Epoch 10][Batch 139], Speed: 249.814 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.356 [Epoch 10][Batch 149], Speed: 245.923 samples/sec, LR=0.0005, WHL1=0.447, CenterRegL1=0.241, HeatmapFocal=3.355 [Epoch 10][Batch 159], Speed: 222.893 samples/sec, LR=0.0005, WHL1=0.448, CenterRegL1=0.241, HeatmapFocal=3.354 [Epoch 10][Batch 169], Speed: 219.905 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.352 [Epoch 10][Batch 179], Speed: 261.647 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.351 [Epoch 10][Batch 189], Speed: 243.745 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.350 [Epoch 10][Batch 199], Speed: 262.587 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.348 [Epoch 10][Batch 209], Speed: 242.748 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.347 [Epoch 10][Batch 219], Speed: 240.779 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.346 [Epoch 10][Batch 229], Speed: 234.683 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.345 [Epoch 10][Batch 239], Speed: 238.059 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.343 [Epoch 10][Batch 249], Speed: 249.402 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.342 [Epoch 10][Batch 259], Speed: 268.959 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.341 [Epoch 10][Batch 269], Speed: 269.273 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.340 [Epoch 10][Batch 279], Speed: 241.036 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.338 [Epoch 10][Batch 289], Speed: 230.453 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.337 [Epoch 10][Batch 299], Speed: 228.183 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.336 [Epoch 10][Batch 309], Speed: 249.208 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.335 [Epoch 10][Batch 319], Speed: 240.527 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.333 [Epoch 10][Batch 329], Speed: 257.688 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.332 [Epoch 10][Batch 339], Speed: 247.778 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.331 [Epoch 10][Batch 349], Speed: 224.226 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.330 [Epoch 10][Batch 359], Speed: 229.303 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.329 [Epoch 10][Batch 369], Speed: 255.697 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.327 [Epoch 10][Batch 379], Speed: 254.254 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.326 [Epoch 10][Batch 389], Speed: 275.612 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.325 [Epoch 10][Batch 399], Speed: 247.060 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.324 [Epoch 10][Batch 409], Speed: 223.465 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.323 [Epoch 10][Batch 419], Speed: 264.822 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.321 [Epoch 10][Batch 429], Speed: 256.660 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.320 [Epoch 10][Batch 439], Speed: 235.378 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.319 [Epoch 10][Batch 449], Speed: 273.641 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.318 [Epoch 10][Batch 459], Speed: 252.144 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.316 [Epoch 10][Batch 469], Speed: 233.289 samples/sec, LR=0.0005, WHL1=0.446, CenterRegL1=0.241, HeatmapFocal=3.315 [Epoch 10][Batch 479], Speed: 267.746 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.314 [Epoch 10][Batch 489], Speed: 259.409 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.313 [Epoch 10][Batch 499], Speed: 240.683 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.312 [Epoch 10][Batch 509], Speed: 265.340 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.310 [Epoch 10][Batch 519], Speed: 251.913 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.309 [Epoch 10][Batch 529], Speed: 231.545 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.308 [Epoch 10][Batch 539], Speed: 255.036 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.307 [Epoch 10][Batch 549], Speed: 258.627 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.306 [Epoch 10][Batch 559], Speed: 254.206 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.305 [Epoch 10][Batch 569], Speed: 252.965 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.303 [Epoch 10][Batch 579], Speed: 246.458 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.302 [Epoch 10][Batch 589], Speed: 221.178 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.301 [Epoch 10][Batch 599], Speed: 261.059 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.300 [Epoch 10][Batch 609], Speed: 267.596 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.299 [Epoch 10][Batch 619], Speed: 254.737 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.298 [Epoch 10][Batch 629], Speed: 254.362 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.296 [Epoch 10][Batch 639], Speed: 236.641 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.295 [Epoch 10][Batch 649], Speed: 225.621 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.294 [Epoch 10][Batch 659], Speed: 263.056 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.293 [Epoch 10][Batch 669], Speed: 256.126 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.292 [Epoch 10][Batch 679], Speed: 232.620 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.291 [Epoch 10][Batch 689], Speed: 253.383 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.289 [Epoch 10][Batch 699], Speed: 234.522 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.288 [Epoch 10][Batch 709], Speed: 238.391 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.287 [Epoch 10][Batch 719], Speed: 263.796 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.286 [Epoch 10][Batch 729], Speed: 267.879 samples/sec, LR=0.0005, WHL1=0.445, CenterRegL1=0.241, HeatmapFocal=3.285 [Epoch 10][Batch 739], Speed: 234.896 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.284 [Epoch 10][Batch 749], Speed: 232.724 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.283 [Epoch 10][Batch 759], Speed: 218.167 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.282 [Epoch 10][Batch 769], Speed: 222.191 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.280 [Epoch 10][Batch 779], Speed: 259.237 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.279 [Epoch 10][Batch 789], Speed: 237.438 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.278 [Epoch 10][Batch 799], Speed: 273.799 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.277 [Epoch 10][Batch 809], Speed: 253.899 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.276 [Epoch 10][Batch 819], Speed: 247.706 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.275 [Epoch 10][Batch 829], Speed: 265.114 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.274 [Epoch 10][Batch 839], Speed: 254.537 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.273 [Epoch 10][Batch 849], Speed: 245.430 samples/sec, LR=0.0005, WHL1=0.444, CenterRegL1=0.241, HeatmapFocal=3.271 [Epoch 10][Batch 859], Speed: 288.953 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.270 [Epoch 10][Batch 869], Speed: 288.241 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.269 [Epoch 10][Batch 879], Speed: 242.636 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.268 [Epoch 10][Batch 889], Speed: 248.436 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.267 [Epoch 10][Batch 899], Speed: 246.356 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.266 [Epoch 10][Batch 909], Speed: 264.622 samples/sec, LR=0.0005, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.265 [Epoch 10] Training cost: 491.851, WHL1=0.443, CenterRegL1=0.241, HeatmapFocal=3.264 [Epoch 10] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.113 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.214 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.110 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.024 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.189 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.154 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.244 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.049 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.242 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.420 person=25.4 bicycle=5.7 car=12.1 motorcycle=9.6 airplane=28.8 bus=25.7 train=26.9 truck=7.2 boat=3.5 traffic light=4.6 fire hydrant=33.0 stop sign=39.1 parking meter=5.2 bench=4.5 bird=8.3 cat=19.0 dog=15.9 horse=17.2 sheep=18.1 cow=10.2 elephant=29.5 bear=25.1 zebra=37.0 giraffe=39.7 backpack=1.6 umbrella=13.3 handbag=0.3 tie=6.4 suitcase=7.0 frisbee=14.9 skis=3.4 snowboard=4.6 sports ball=7.8 kite=6.9 baseball bat=4.8 baseball glove=6.7 skateboard=12.9 surfboard=5.8 tennis racket=9.6 bottle=7.2 wine glass=7.4 cup=11.1 fork=1.0 knife=1.3 spoon=0.2 bowl=12.0 banana=5.2 apple=2.0 sandwich=7.8 orange=9.7 broccoli=7.3 carrot=1.8 hot dog=4.3 pizza=19.4 donut=13.2 cake=5.0 chair=6.6 couch=13.7 potted plant=4.5 bed=6.7 dining table=4.6 toilet=31.6 tv=26.8 laptop=23.1 mouse=11.0 remote=0.7 keyboard=11.9 cell phone=7.0 microwave=14.6 oven=5.5 toaster=0.0 sink=9.2 refrigerator=11.8 book=0.9 clock=21.4 vase=9.6 scissors=0.4 teddy bear=12.5 hair drier=0.0 toothbrush=0.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =11.3 [Epoch 11][Batch 9], Speed: 172.253 samples/sec, LR=0.0005, WHL1=0.409, CenterRegL1=0.241, HeatmapFocal=3.263 [Epoch 11][Batch 19], Speed: 208.115 samples/sec, LR=0.0005, WHL1=0.422, CenterRegL1=0.241, HeatmapFocal=3.262 [Epoch 11][Batch 29], Speed: 242.807 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.261 [Epoch 11][Batch 39], Speed: 251.011 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.260 [Epoch 11][Batch 49], Speed: 263.520 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.259 [Epoch 11][Batch 59], Speed: 245.910 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.257 [Epoch 11][Batch 69], Speed: 246.291 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.256 [Epoch 11][Batch 79], Speed: 239.014 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.255 [Epoch 11][Batch 89], Speed: 270.793 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.254 [Epoch 11][Batch 99], Speed: 264.526 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.253 [Epoch 11][Batch 109], Speed: 224.678 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.252 [Epoch 11][Batch 119], Speed: 230.115 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.251 [Epoch 11][Batch 129], Speed: 260.525 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.250 [Epoch 11][Batch 139], Speed: 220.760 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.241, HeatmapFocal=3.249 [Epoch 11][Batch 149], Speed: 262.906 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.247 [Epoch 11][Batch 159], Speed: 228.389 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.246 [Epoch 11][Batch 169], Speed: 238.370 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.245 [Epoch 11][Batch 179], Speed: 275.064 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.244 [Epoch 11][Batch 189], Speed: 230.999 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.243 [Epoch 11][Batch 199], Speed: 241.039 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.242 [Epoch 11][Batch 209], Speed: 251.821 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.241 [Epoch 11][Batch 219], Speed: 252.680 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.240 [Epoch 11][Batch 229], Speed: 243.582 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.239 [Epoch 11][Batch 239], Speed: 253.516 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.238 [Epoch 11][Batch 249], Speed: 245.466 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.240, HeatmapFocal=3.237 [Epoch 11][Batch 259], Speed: 248.950 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.240, HeatmapFocal=3.236 [Epoch 11][Batch 269], Speed: 258.810 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.240, HeatmapFocal=3.235 [Epoch 11][Batch 279], Speed: 252.396 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.240, HeatmapFocal=3.233 [Epoch 11][Batch 289], Speed: 229.032 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.240, HeatmapFocal=3.232 [Epoch 11][Batch 299], Speed: 232.516 samples/sec, LR=0.0005, WHL1=0.436, CenterRegL1=0.241, HeatmapFocal=3.231 [Epoch 11][Batch 309], Speed: 250.340 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.230 [Epoch 11][Batch 319], Speed: 249.588 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.229 [Epoch 11][Batch 329], Speed: 258.832 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.228 [Epoch 11][Batch 339], Speed: 284.192 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.227 [Epoch 11][Batch 349], Speed: 225.714 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.240, HeatmapFocal=3.226 [Epoch 11][Batch 359], Speed: 243.598 samples/sec, LR=0.0005, WHL1=0.435, CenterRegL1=0.241, HeatmapFocal=3.225 [Epoch 11][Batch 369], Speed: 258.541 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.224 [Epoch 11][Batch 379], Speed: 263.892 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.223 [Epoch 11][Batch 389], Speed: 266.455 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.222 [Epoch 11][Batch 399], Speed: 274.457 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.221 [Epoch 11][Batch 409], Speed: 246.944 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.241, HeatmapFocal=3.220 [Epoch 11][Batch 419], Speed: 245.735 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.219 [Epoch 11][Batch 429], Speed: 265.635 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.218 [Epoch 11][Batch 439], Speed: 279.481 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.217 [Epoch 11][Batch 449], Speed: 269.485 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.216 [Epoch 11][Batch 459], Speed: 253.463 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.214 [Epoch 11][Batch 469], Speed: 242.595 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.213 [Epoch 11][Batch 479], Speed: 261.149 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.212 [Epoch 11][Batch 489], Speed: 250.915 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.211 [Epoch 11][Batch 499], Speed: 271.783 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.210 [Epoch 11][Batch 509], Speed: 255.190 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.209 [Epoch 11][Batch 519], Speed: 254.567 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.208 [Epoch 11][Batch 529], Speed: 228.317 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.207 [Epoch 11][Batch 539], Speed: 264.185 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.206 [Epoch 11][Batch 549], Speed: 268.132 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.205 [Epoch 11][Batch 559], Speed: 265.206 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.204 [Epoch 11][Batch 569], Speed: 269.967 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.203 [Epoch 11][Batch 579], Speed: 246.881 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.202 [Epoch 11][Batch 589], Speed: 241.842 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.201 [Epoch 11][Batch 599], Speed: 247.217 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.200 [Epoch 11][Batch 609], Speed: 266.661 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.199 [Epoch 11][Batch 619], Speed: 266.457 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.198 [Epoch 11][Batch 629], Speed: 252.095 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.197 [Epoch 11][Batch 639], Speed: 263.477 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.196 [Epoch 11][Batch 649], Speed: 225.947 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.195 [Epoch 11][Batch 659], Speed: 249.348 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.194 [Epoch 11][Batch 669], Speed: 270.420 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.193 [Epoch 11][Batch 679], Speed: 234.103 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.192 [Epoch 11][Batch 689], Speed: 268.715 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.191 [Epoch 11][Batch 699], Speed: 267.330 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.190 [Epoch 11][Batch 709], Speed: 237.756 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.189 [Epoch 11][Batch 719], Speed: 271.722 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.188 [Epoch 11][Batch 729], Speed: 259.008 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.187 [Epoch 11][Batch 739], Speed: 264.894 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.186 [Epoch 11][Batch 749], Speed: 273.192 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.185 [Epoch 11][Batch 759], Speed: 266.207 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.184 [Epoch 11][Batch 769], Speed: 247.745 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.183 [Epoch 11][Batch 779], Speed: 272.966 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.182 [Epoch 11][Batch 789], Speed: 271.529 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.181 [Epoch 11][Batch 799], Speed: 258.887 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.180 [Epoch 11][Batch 809], Speed: 252.476 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.179 [Epoch 11][Batch 819], Speed: 251.780 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.178 [Epoch 11][Batch 829], Speed: 248.274 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.178 [Epoch 11][Batch 839], Speed: 269.890 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.176 [Epoch 11][Batch 849], Speed: 265.154 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.176 [Epoch 11][Batch 859], Speed: 263.894 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.175 [Epoch 11][Batch 869], Speed: 248.275 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.174 [Epoch 11][Batch 879], Speed: 255.240 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.173 [Epoch 11][Batch 889], Speed: 268.364 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.172 [Epoch 11][Batch 899], Speed: 267.351 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.171 [Epoch 11][Batch 909], Speed: 254.932 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.170 [Epoch 11] Training cost: 485.684, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.169 [Epoch 12][Batch 9], Speed: 122.929 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.241, HeatmapFocal=3.168 [Epoch 12][Batch 19], Speed: 235.775 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.241, HeatmapFocal=3.167 [Epoch 12][Batch 29], Speed: 259.370 samples/sec, LR=0.0005, WHL1=0.437, CenterRegL1=0.240, HeatmapFocal=3.166 [Epoch 12][Batch 39], Speed: 233.656 samples/sec, LR=0.0005, WHL1=0.433, CenterRegL1=0.240, HeatmapFocal=3.165 [Epoch 12][Batch 49], Speed: 244.414 samples/sec, LR=0.0005, WHL1=0.434, CenterRegL1=0.240, HeatmapFocal=3.164 [Epoch 12][Batch 59], Speed: 253.812 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.163 [Epoch 12][Batch 69], Speed: 250.940 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.162 [Epoch 12][Batch 79], Speed: 234.148 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.161 [Epoch 12][Batch 89], Speed: 261.336 samples/sec, LR=0.0005, WHL1=0.431, CenterRegL1=0.240, HeatmapFocal=3.161 [Epoch 12][Batch 99], Speed: 277.562 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.160 [Epoch 12][Batch 109], Speed: 229.880 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.159 [Epoch 12][Batch 119], Speed: 232.135 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.158 [Epoch 12][Batch 129], Speed: 240.633 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.157 [Epoch 12][Batch 139], Speed: 244.987 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.156 [Epoch 12][Batch 149], Speed: 258.000 samples/sec, LR=0.0005, WHL1=0.432, CenterRegL1=0.240, HeatmapFocal=3.155 [Epoch 12][Batch 159], Speed: 242.398 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.154 [Epoch 12][Batch 169], Speed: 241.504 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.153 [Epoch 12][Batch 179], Speed: 227.528 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.152 [Epoch 12][Batch 189], Speed: 225.102 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.151 [Epoch 12][Batch 199], Speed: 244.664 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.150 [Epoch 12][Batch 209], Speed: 253.293 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.149 [Epoch 12][Batch 219], Speed: 262.150 samples/sec, LR=0.0005, WHL1=0.429, CenterRegL1=0.240, HeatmapFocal=3.148 [Epoch 12][Batch 229], Speed: 243.910 samples/sec, LR=0.0005, WHL1=0.430, CenterRegL1=0.240, HeatmapFocal=3.147 [Epoch 12][Batch 239], Speed: 228.705 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.146 [Epoch 12][Batch 249], Speed: 237.098 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.145 [Epoch 12][Batch 259], Speed: 252.357 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.144 [Epoch 12][Batch 269], Speed: 251.292 samples/sec, LR=0.0005, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.144 [Epoch 12][Batch 279], Speed: 245.693 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.143 [Epoch 12][Batch 289], Speed: 219.727 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.142 [Epoch 12][Batch 299], Speed: 222.511 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.141 [Epoch 12][Batch 309], Speed: 247.195 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.140 [Epoch 12][Batch 319], Speed: 235.900 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.139 [Epoch 12][Batch 329], Speed: 240.793 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.138 [Epoch 12][Batch 339], Speed: 256.584 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.137 [Epoch 12][Batch 349], Speed: 239.642 samples/sec, LR=0.0005, WHL1=0.428, CenterRegL1=0.240, HeatmapFocal=3.136 [Epoch 12][Batch 359], Speed: 222.026 samples/sec, LR=0.0005, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.135 [Epoch 12][Batch 369], Speed: 233.517 samples/sec, LR=0.0005, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.134 [Epoch 12][Batch 379], Speed: 240.569 samples/sec, LR=0.0005, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.133 [Epoch 12][Batch 389], Speed: 251.028 samples/sec, LR=0.0005, WHL1=0.427, CenterRegL1=0.240, HeatmapFocal=3.132 [Epoch 12][Batch 399], Speed: 238.317 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.132 [Epoch 12][Batch 409], Speed: 254.850 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.131 [Epoch 12][Batch 419], Speed: 227.897 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.130 [Epoch 12][Batch 429], Speed: 239.494 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.129 [Epoch 12][Batch 439], Speed: 247.894 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.128 [Epoch 12][Batch 449], Speed: 244.031 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.127 [Epoch 12][Batch 459], Speed: 253.188 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.126 [Epoch 12][Batch 469], Speed: 221.246 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.125 [Epoch 12][Batch 479], Speed: 237.488 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.124 [Epoch 12][Batch 489], Speed: 236.598 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.123 [Epoch 12][Batch 499], Speed: 261.428 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.123 [Epoch 12][Batch 509], Speed: 244.514 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.122 [Epoch 12][Batch 519], Speed: 248.161 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.121 [Epoch 12][Batch 529], Speed: 250.888 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.120 [Epoch 12][Batch 539], Speed: 242.861 samples/sec, LR=0.0005, WHL1=0.426, CenterRegL1=0.240, HeatmapFocal=3.119 [Epoch 12][Batch 549], Speed: 259.946 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.118 [Epoch 12][Batch 559], Speed: 255.053 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.117 [Epoch 12][Batch 569], Speed: 252.335 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.116 [Epoch 12][Batch 579], Speed: 223.095 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.115 [Epoch 12][Batch 589], Speed: 220.012 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.115 [Epoch 12][Batch 599], Speed: 222.559 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.114 [Epoch 12][Batch 609], Speed: 257.845 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.113 [Epoch 12][Batch 619], Speed: 259.538 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.112 [Epoch 12][Batch 629], Speed: 233.700 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.111 [Epoch 12][Batch 639], Speed: 233.853 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.110 [Epoch 12][Batch 649], Speed: 237.871 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.109 [Epoch 12][Batch 659], Speed: 223.434 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.108 [Epoch 12][Batch 669], Speed: 267.751 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.107 [Epoch 12][Batch 679], Speed: 241.598 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.107 [Epoch 12][Batch 689], Speed: 240.437 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.106 [Epoch 12][Batch 699], Speed: 236.558 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.105 [Epoch 12][Batch 709], Speed: 249.614 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.104 [Epoch 12][Batch 719], Speed: 218.853 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.103 [Epoch 12][Batch 729], Speed: 244.061 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.102 [Epoch 12][Batch 739], Speed: 250.833 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.101 [Epoch 12][Batch 749], Speed: 235.044 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.101 [Epoch 12][Batch 759], Speed: 239.958 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.100 [Epoch 12][Batch 769], Speed: 235.101 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.099 [Epoch 12][Batch 779], Speed: 216.654 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.098 [Epoch 12][Batch 789], Speed: 249.747 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.097 [Epoch 12][Batch 799], Speed: 245.623 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.096 [Epoch 12][Batch 809], Speed: 245.361 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.095 [Epoch 12][Batch 819], Speed: 237.176 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.095 [Epoch 12][Batch 829], Speed: 252.270 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.094 [Epoch 12][Batch 839], Speed: 262.651 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.093 [Epoch 12][Batch 849], Speed: 260.576 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.092 [Epoch 12][Batch 859], Speed: 274.109 samples/sec, LR=0.0005, WHL1=0.425, CenterRegL1=0.240, HeatmapFocal=3.091 [Epoch 12][Batch 869], Speed: 251.714 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.090 [Epoch 12][Batch 879], Speed: 267.967 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.090 [Epoch 12][Batch 889], Speed: 264.686 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.089 [Epoch 12][Batch 899], Speed: 261.369 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.088 [Epoch 12][Batch 909], Speed: 276.022 samples/sec, LR=0.0005, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.087 [Epoch 12] Training cost: 491.975, WHL1=0.424, CenterRegL1=0.240, HeatmapFocal=3.087 [Epoch 13][Batch 9], Speed: 169.653 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.240, HeatmapFocal=3.086 [Epoch 13][Batch 19], Speed: 170.414 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=3.085 [Epoch 13][Batch 29], Speed: 266.484 samples/sec, LR=0.0005, WHL1=0.420, CenterRegL1=0.240, HeatmapFocal=3.084 [Epoch 13][Batch 39], Speed: 238.724 samples/sec, LR=0.0005, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.083 [Epoch 13][Batch 49], Speed: 262.774 samples/sec, LR=0.0005, WHL1=0.410, CenterRegL1=0.240, HeatmapFocal=3.082 [Epoch 13][Batch 59], Speed: 213.373 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.081 [Epoch 13][Batch 69], Speed: 244.291 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.081 [Epoch 13][Batch 79], Speed: 227.841 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.080 [Epoch 13][Batch 89], Speed: 254.121 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.079 [Epoch 13][Batch 99], Speed: 237.929 samples/sec, LR=0.0005, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.078 [Epoch 13][Batch 109], Speed: 225.171 samples/sec, LR=0.0005, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.077 [Epoch 13][Batch 119], Speed: 221.491 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.076 [Epoch 13][Batch 129], Speed: 254.661 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.075 [Epoch 13][Batch 139], Speed: 238.148 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.075 [Epoch 13][Batch 149], Speed: 247.061 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.074 [Epoch 13][Batch 159], Speed: 246.071 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.073 [Epoch 13][Batch 169], Speed: 225.309 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.072 [Epoch 13][Batch 179], Speed: 247.346 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.071 [Epoch 13][Batch 189], Speed: 259.555 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.070 [Epoch 13][Batch 199], Speed: 256.575 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.070 [Epoch 13][Batch 209], Speed: 241.904 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.069 [Epoch 13][Batch 219], Speed: 264.362 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.068 [Epoch 13][Batch 229], Speed: 244.251 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.067 [Epoch 13][Batch 239], Speed: 237.992 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.066 [Epoch 13][Batch 249], Speed: 266.948 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.065 [Epoch 13][Batch 259], Speed: 270.196 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.065 [Epoch 13][Batch 269], Speed: 239.174 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.064 [Epoch 13][Batch 279], Speed: 241.644 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.063 [Epoch 13][Batch 289], Speed: 225.397 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.062 [Epoch 13][Batch 299], Speed: 247.371 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.061 [Epoch 13][Batch 309], Speed: 268.953 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.061 [Epoch 13][Batch 319], Speed: 231.121 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.060 [Epoch 13][Batch 329], Speed: 254.755 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.059 [Epoch 13][Batch 339], Speed: 242.692 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.058 [Epoch 13][Batch 349], Speed: 237.053 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.057 [Epoch 13][Batch 359], Speed: 248.123 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.057 [Epoch 13][Batch 369], Speed: 248.062 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.056 [Epoch 13][Batch 379], Speed: 235.996 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.055 [Epoch 13][Batch 389], Speed: 277.399 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.054 [Epoch 13][Batch 399], Speed: 238.056 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.053 [Epoch 13][Batch 409], Speed: 233.310 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.053 [Epoch 13][Batch 419], Speed: 257.652 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.052 [Epoch 13][Batch 429], Speed: 234.641 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.051 [Epoch 13][Batch 439], Speed: 233.727 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.050 [Epoch 13][Batch 449], Speed: 252.385 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.049 [Epoch 13][Batch 459], Speed: 232.754 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.049 [Epoch 13][Batch 469], Speed: 226.171 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.048 [Epoch 13][Batch 479], Speed: 278.360 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.047 [Epoch 13][Batch 489], Speed: 236.118 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.046 [Epoch 13][Batch 499], Speed: 253.348 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.045 [Epoch 13][Batch 509], Speed: 249.264 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.045 [Epoch 13][Batch 519], Speed: 241.238 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.044 [Epoch 13][Batch 529], Speed: 229.255 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.043 [Epoch 13][Batch 539], Speed: 256.231 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.042 [Epoch 13][Batch 549], Speed: 241.577 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.042 [Epoch 13][Batch 559], Speed: 256.558 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.041 [Epoch 13][Batch 569], Speed: 234.256 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.040 [Epoch 13][Batch 579], Speed: 227.470 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.039 [Epoch 13][Batch 589], Speed: 224.051 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.038 [Epoch 13][Batch 599], Speed: 252.071 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.038 [Epoch 13][Batch 609], Speed: 256.044 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.037 [Epoch 13][Batch 619], Speed: 258.371 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.036 [Epoch 13][Batch 629], Speed: 273.497 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.035 [Epoch 13][Batch 639], Speed: 226.903 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.034 [Epoch 13][Batch 649], Speed: 225.669 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.034 [Epoch 13][Batch 659], Speed: 277.826 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.033 [Epoch 13][Batch 669], Speed: 269.374 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.032 [Epoch 13][Batch 679], Speed: 252.902 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.031 [Epoch 13][Batch 689], Speed: 275.461 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.031 [Epoch 13][Batch 699], Speed: 220.130 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.030 [Epoch 13][Batch 709], Speed: 236.742 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.029 [Epoch 13][Batch 719], Speed: 276.505 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.028 [Epoch 13][Batch 729], Speed: 272.290 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.028 [Epoch 13][Batch 739], Speed: 225.511 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.027 [Epoch 13][Batch 749], Speed: 256.035 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.026 [Epoch 13][Batch 759], Speed: 222.111 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.025 [Epoch 13][Batch 769], Speed: 235.328 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.025 [Epoch 13][Batch 779], Speed: 254.223 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.024 [Epoch 13][Batch 789], Speed: 227.651 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.023 [Epoch 13][Batch 799], Speed: 257.068 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.022 [Epoch 13][Batch 809], Speed: 258.430 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.022 [Epoch 13][Batch 819], Speed: 269.780 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.021 [Epoch 13][Batch 829], Speed: 253.996 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.020 [Epoch 13][Batch 839], Speed: 295.312 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.019 [Epoch 13][Batch 849], Speed: 242.556 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.019 [Epoch 13][Batch 859], Speed: 285.958 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.018 [Epoch 13][Batch 869], Speed: 270.646 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.017 [Epoch 13][Batch 879], Speed: 249.804 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.016 [Epoch 13][Batch 889], Speed: 254.744 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.016 [Epoch 13][Batch 899], Speed: 258.634 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.015 [Epoch 13][Batch 909], Speed: 266.335 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.014 [Epoch 13] Training cost: 493.898, WHL1=0.416, CenterRegL1=0.240, HeatmapFocal=3.014 [Epoch 14][Batch 9], Speed: 150.169 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.240, HeatmapFocal=3.013 [Epoch 14][Batch 19], Speed: 227.576 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.240, HeatmapFocal=3.012 [Epoch 14][Batch 29], Speed: 243.079 samples/sec, LR=0.0005, WHL1=0.417, CenterRegL1=0.240, HeatmapFocal=3.011 [Epoch 14][Batch 39], Speed: 243.235 samples/sec, LR=0.0005, WHL1=0.420, CenterRegL1=0.239, HeatmapFocal=3.011 [Epoch 14][Batch 49], Speed: 266.002 samples/sec, LR=0.0005, WHL1=0.418, CenterRegL1=0.239, HeatmapFocal=3.010 [Epoch 14][Batch 59], Speed: 271.180 samples/sec, LR=0.0005, WHL1=0.416, CenterRegL1=0.239, HeatmapFocal=3.009 [Epoch 14][Batch 69], Speed: 249.210 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.008 [Epoch 14][Batch 79], Speed: 229.268 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.008 [Epoch 14][Batch 89], Speed: 247.950 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.007 [Epoch 14][Batch 99], Speed: 245.495 samples/sec, LR=0.0005, WHL1=0.415, CenterRegL1=0.240, HeatmapFocal=3.006 [Epoch 14][Batch 109], Speed: 230.602 samples/sec, LR=0.0005, WHL1=0.414, CenterRegL1=0.240, HeatmapFocal=3.006 [Epoch 14][Batch 119], Speed: 238.474 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.005 [Epoch 14][Batch 129], Speed: 260.919 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.004 [Epoch 14][Batch 139], Speed: 244.501 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.003 [Epoch 14][Batch 149], Speed: 263.414 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.003 [Epoch 14][Batch 159], Speed: 268.091 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=3.002 [Epoch 14][Batch 169], Speed: 231.339 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=3.001 [Epoch 14][Batch 179], Speed: 253.402 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=3.000 [Epoch 14][Batch 189], Speed: 249.700 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=3.000 [Epoch 14][Batch 199], Speed: 240.144 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.999 [Epoch 14][Batch 209], Speed: 235.438 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.998 [Epoch 14][Batch 219], Speed: 267.742 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.997 [Epoch 14][Batch 229], Speed: 235.388 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.997 [Epoch 14][Batch 239], Speed: 246.419 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.996 [Epoch 14][Batch 249], Speed: 277.524 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.995 [Epoch 14][Batch 259], Speed: 237.959 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.994 [Epoch 14][Batch 269], Speed: 250.710 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.994 [Epoch 14][Batch 279], Speed: 272.975 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.993 [Epoch 14][Batch 289], Speed: 235.072 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.992 [Epoch 14][Batch 299], Speed: 261.549 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.992 [Epoch 14][Batch 309], Speed: 241.763 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.991 [Epoch 14][Batch 319], Speed: 244.823 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.990 [Epoch 14][Batch 329], Speed: 259.291 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.989 [Epoch 14][Batch 339], Speed: 248.672 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.989 [Epoch 14][Batch 349], Speed: 232.731 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.988 [Epoch 14][Batch 359], Speed: 276.227 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.987 [Epoch 14][Batch 369], Speed: 252.923 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.986 [Epoch 14][Batch 379], Speed: 227.356 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.986 [Epoch 14][Batch 389], Speed: 256.692 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.985 [Epoch 14][Batch 399], Speed: 232.746 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.984 [Epoch 14][Batch 409], Speed: 225.767 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.984 [Epoch 14][Batch 419], Speed: 242.955 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.983 [Epoch 14][Batch 429], Speed: 245.959 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.982 [Epoch 14][Batch 439], Speed: 241.789 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.982 [Epoch 14][Batch 449], Speed: 240.655 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.981 [Epoch 14][Batch 459], Speed: 228.204 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.980 [Epoch 14][Batch 469], Speed: 232.040 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.979 [Epoch 14][Batch 479], Speed: 259.834 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.979 [Epoch 14][Batch 489], Speed: 258.843 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.978 [Epoch 14][Batch 499], Speed: 241.975 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.977 [Epoch 14][Batch 509], Speed: 262.990 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.977 [Epoch 14][Batch 519], Speed: 232.666 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.976 [Epoch 14][Batch 529], Speed: 219.853 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.975 [Epoch 14][Batch 539], Speed: 254.330 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.975 [Epoch 14][Batch 549], Speed: 246.657 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.974 [Epoch 14][Batch 559], Speed: 248.376 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.973 [Epoch 14][Batch 569], Speed: 245.112 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.973 [Epoch 14][Batch 579], Speed: 234.867 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.972 [Epoch 14][Batch 589], Speed: 233.950 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.971 [Epoch 14][Batch 599], Speed: 245.710 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.970 [Epoch 14][Batch 609], Speed: 255.576 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.970 [Epoch 14][Batch 619], Speed: 231.615 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.969 [Epoch 14][Batch 629], Speed: 245.118 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.968 [Epoch 14][Batch 639], Speed: 230.820 samples/sec, LR=0.0005, WHL1=0.413, CenterRegL1=0.240, HeatmapFocal=2.968 [Epoch 14][Batch 649], Speed: 219.456 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.967 [Epoch 14][Batch 659], Speed: 271.675 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.966 [Epoch 14][Batch 669], Speed: 255.942 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.966 [Epoch 14][Batch 679], Speed: 230.455 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.965 [Epoch 14][Batch 689], Speed: 241.944 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.964 [Epoch 14][Batch 699], Speed: 237.810 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.964 [Epoch 14][Batch 709], Speed: 230.580 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.963 [Epoch 14][Batch 719], Speed: 250.264 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.962 [Epoch 14][Batch 729], Speed: 245.606 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.962 [Epoch 14][Batch 739], Speed: 246.479 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.961 [Epoch 14][Batch 749], Speed: 235.022 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.960 [Epoch 14][Batch 759], Speed: 233.958 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.960 [Epoch 14][Batch 769], Speed: 238.512 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.959 [Epoch 14][Batch 779], Speed: 242.785 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.958 [Epoch 14][Batch 789], Speed: 251.952 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.958 [Epoch 14][Batch 799], Speed: 258.396 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.957 [Epoch 14][Batch 809], Speed: 242.538 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.240, HeatmapFocal=2.956 [Epoch 14][Batch 819], Speed: 248.314 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.956 [Epoch 14][Batch 829], Speed: 249.145 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.955 [Epoch 14][Batch 839], Speed: 255.243 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.954 [Epoch 14][Batch 849], Speed: 258.750 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.954 [Epoch 14][Batch 859], Speed: 255.825 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.953 [Epoch 14][Batch 869], Speed: 247.667 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.952 [Epoch 14][Batch 879], Speed: 260.037 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.952 [Epoch 14][Batch 889], Speed: 245.815 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.951 [Epoch 14][Batch 899], Speed: 252.253 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.950 [Epoch 14][Batch 909], Speed: 268.996 samples/sec, LR=0.0005, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.950 [Epoch 14] Training cost: 499.063, WHL1=0.411, CenterRegL1=0.240, HeatmapFocal=2.949 [Epoch 15][Batch 9], Speed: 149.165 samples/sec, LR=0.0005, WHL1=0.412, CenterRegL1=0.241, HeatmapFocal=2.948 [Epoch 15][Batch 19], Speed: 199.211 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.240, HeatmapFocal=2.948 [Epoch 15][Batch 29], Speed: 247.685 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.947 [Epoch 15][Batch 39], Speed: 241.718 samples/sec, LR=0.0005, WHL1=0.402, CenterRegL1=0.239, HeatmapFocal=2.946 [Epoch 15][Batch 49], Speed: 245.824 samples/sec, LR=0.0005, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.946 [Epoch 15][Batch 59], Speed: 242.924 samples/sec, LR=0.0005, WHL1=0.402, CenterRegL1=0.239, HeatmapFocal=2.945 [Epoch 15][Batch 69], Speed: 270.769 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.944 [Epoch 15][Batch 79], Speed: 262.238 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.944 [Epoch 15][Batch 89], Speed: 253.255 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.943 [Epoch 15][Batch 99], Speed: 235.581 samples/sec, LR=0.0005, WHL1=0.402, CenterRegL1=0.239, HeatmapFocal=2.942 [Epoch 15][Batch 109], Speed: 230.660 samples/sec, LR=0.0005, WHL1=0.402, CenterRegL1=0.239, HeatmapFocal=2.942 [Epoch 15][Batch 119], Speed: 220.296 samples/sec, LR=0.0005, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.941 [Epoch 15][Batch 129], Speed: 255.398 samples/sec, LR=0.0005, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.940 [Epoch 15][Batch 139], Speed: 230.593 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.940 [Epoch 15][Batch 149], Speed: 240.030 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.939 [Epoch 15][Batch 159], Speed: 236.490 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.938 [Epoch 15][Batch 169], Speed: 225.146 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.938 [Epoch 15][Batch 179], Speed: 245.027 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.937 [Epoch 15][Batch 189], Speed: 246.781 samples/sec, LR=0.0005, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.936 [Epoch 15][Batch 199], Speed: 238.355 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.936 [Epoch 15][Batch 209], Speed: 236.666 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.935 [Epoch 15][Batch 219], Speed: 225.738 samples/sec, LR=0.0005, WHL1=0.403, CenterRegL1=0.239, HeatmapFocal=2.934 [Epoch 15][Batch 229], Speed: 212.037 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.934 [Epoch 15][Batch 239], Speed: 238.146 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.933 [Epoch 15][Batch 249], Speed: 252.745 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.933 [Epoch 15][Batch 259], Speed: 239.395 samples/sec, LR=0.0005, WHL1=0.404, CenterRegL1=0.239, HeatmapFocal=2.932 [Epoch 15][Batch 269], Speed: 245.215 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.931 [Epoch 15][Batch 279], Speed: 237.744 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.931 [Epoch 15][Batch 289], Speed: 222.467 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.930 [Epoch 15][Batch 299], Speed: 240.832 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.929 [Epoch 15][Batch 309], Speed: 230.338 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.929 [Epoch 15][Batch 319], Speed: 236.317 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.928 [Epoch 15][Batch 329], Speed: 225.433 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.927 [Epoch 15][Batch 339], Speed: 229.696 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.927 [Epoch 15][Batch 349], Speed: 216.451 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.926 [Epoch 15][Batch 359], Speed: 251.175 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.925 [Epoch 15][Batch 369], Speed: 259.549 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.925 [Epoch 15][Batch 379], Speed: 245.843 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.924 [Epoch 15][Batch 389], Speed: 239.749 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.924 [Epoch 15][Batch 399], Speed: 234.517 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.923 [Epoch 15][Batch 409], Speed: 223.277 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.922 [Epoch 15][Batch 419], Speed: 249.881 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.922 [Epoch 15][Batch 429], Speed: 246.027 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.921 [Epoch 15][Batch 439], Speed: 238.678 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.920 [Epoch 15][Batch 449], Speed: 234.206 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.920 [Epoch 15][Batch 459], Speed: 236.242 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.919 [Epoch 15][Batch 469], Speed: 241.072 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.919 [Epoch 15][Batch 479], Speed: 250.330 samples/sec, LR=0.0005, WHL1=0.405, CenterRegL1=0.239, HeatmapFocal=2.918 [Epoch 15][Batch 489], Speed: 223.931 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.917 [Epoch 15][Batch 499], Speed: 250.074 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.917 [Epoch 15][Batch 509], Speed: 242.741 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.916 [Epoch 15][Batch 519], Speed: 247.387 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.915 [Epoch 15][Batch 529], Speed: 236.250 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.915 [Epoch 15][Batch 539], Speed: 257.114 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.914 [Epoch 15][Batch 549], Speed: 235.447 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.914 [Epoch 15][Batch 559], Speed: 234.825 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.913 [Epoch 15][Batch 569], Speed: 239.638 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.912 [Epoch 15][Batch 579], Speed: 227.236 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.912 [Epoch 15][Batch 589], Speed: 227.975 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.911 [Epoch 15][Batch 599], Speed: 255.039 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.910 [Epoch 15][Batch 609], Speed: 247.409 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.910 [Epoch 15][Batch 619], Speed: 267.164 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.909 [Epoch 15][Batch 629], Speed: 256.581 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.909 [Epoch 15][Batch 639], Speed: 220.228 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.908 [Epoch 15][Batch 649], Speed: 235.105 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.907 [Epoch 15][Batch 659], Speed: 239.847 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.907 [Epoch 15][Batch 669], Speed: 250.511 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.906 [Epoch 15][Batch 679], Speed: 257.539 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.906 [Epoch 15][Batch 689], Speed: 260.007 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.905 [Epoch 15][Batch 699], Speed: 236.450 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.904 [Epoch 15][Batch 709], Speed: 254.280 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.904 [Epoch 15][Batch 719], Speed: 230.739 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.903 [Epoch 15][Batch 729], Speed: 254.031 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.903 [Epoch 15][Batch 739], Speed: 257.895 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.902 [Epoch 15][Batch 749], Speed: 254.928 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.901 [Epoch 15][Batch 759], Speed: 225.719 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.901 [Epoch 15][Batch 769], Speed: 237.265 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.900 [Epoch 15][Batch 779], Speed: 243.773 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.900 [Epoch 15][Batch 789], Speed: 236.072 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.899 [Epoch 15][Batch 799], Speed: 253.092 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.898 [Epoch 15][Batch 809], Speed: 259.298 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.898 [Epoch 15][Batch 819], Speed: 246.507 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.897 [Epoch 15][Batch 829], Speed: 247.264 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.896 [Epoch 15][Batch 839], Speed: 283.324 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.896 [Epoch 15][Batch 849], Speed: 277.604 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.895 [Epoch 15][Batch 859], Speed: 248.955 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.895 [Epoch 15][Batch 869], Speed: 247.652 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.894 [Epoch 15][Batch 879], Speed: 268.374 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.894 [Epoch 15][Batch 889], Speed: 251.286 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.893 [Epoch 15][Batch 899], Speed: 260.909 samples/sec, LR=0.0005, WHL1=0.407, CenterRegL1=0.239, HeatmapFocal=2.892 [Epoch 15][Batch 909], Speed: 249.384 samples/sec, LR=0.0005, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.892 [Epoch 15] Training cost: 493.749, WHL1=0.406, CenterRegL1=0.239, HeatmapFocal=2.891 [Epoch 16][Batch 9], Speed: 127.826 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.239, HeatmapFocal=2.891 [Epoch 16][Batch 19], Speed: 243.299 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.890 [Epoch 16][Batch 29], Speed: 263.497 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.890 [Epoch 16][Batch 39], Speed: 227.604 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.889 [Epoch 16][Batch 49], Speed: 273.015 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.888 [Epoch 16][Batch 59], Speed: 256.872 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.888 [Epoch 16][Batch 69], Speed: 247.317 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.240, HeatmapFocal=2.887 [Epoch 16][Batch 79], Speed: 248.443 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.887 [Epoch 16][Batch 89], Speed: 254.931 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.886 [Epoch 16][Batch 99], Speed: 254.091 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.885 [Epoch 16][Batch 109], Speed: 237.371 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.885 [Epoch 16][Batch 119], Speed: 229.387 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.884 [Epoch 16][Batch 129], Speed: 241.399 samples/sec, LR=0.0005, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.884 [Epoch 16][Batch 139], Speed: 247.688 samples/sec, LR=0.0005, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.883 [Epoch 16][Batch 149], Speed: 292.559 samples/sec, LR=0.0005, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.882 [Epoch 16][Batch 159], Speed: 229.979 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.882 [Epoch 16][Batch 169], Speed: 231.479 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.881 [Epoch 16][Batch 179], Speed: 258.997 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.881 [Epoch 16][Batch 189], Speed: 242.708 samples/sec, LR=0.0005, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.880 [Epoch 16][Batch 199], Speed: 256.070 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.239, HeatmapFocal=2.879 [Epoch 16][Batch 209], Speed: 251.469 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.879 [Epoch 16][Batch 219], Speed: 242.111 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.878 [Epoch 16][Batch 229], Speed: 216.118 samples/sec, LR=0.0005, WHL1=0.398, CenterRegL1=0.239, HeatmapFocal=2.878 [Epoch 16][Batch 239], Speed: 260.022 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.877 [Epoch 16][Batch 249], Speed: 277.239 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.876 [Epoch 16][Batch 259], Speed: 263.599 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.876 [Epoch 16][Batch 269], Speed: 286.944 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.875 [Epoch 16][Batch 279], Speed: 242.675 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.875 [Epoch 16][Batch 289], Speed: 229.416 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.874 [Epoch 16][Batch 299], Speed: 271.069 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.874 [Epoch 16][Batch 309], Speed: 255.318 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.873 [Epoch 16][Batch 319], Speed: 240.057 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.872 [Epoch 16][Batch 329], Speed: 259.241 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.872 [Epoch 16][Batch 339], Speed: 241.509 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.871 [Epoch 16][Batch 349], Speed: 237.626 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.871 [Epoch 16][Batch 359], Speed: 253.083 samples/sec, LR=0.0005, WHL1=0.399, CenterRegL1=0.239, HeatmapFocal=2.870 [Epoch 16][Batch 369], Speed: 274.398 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.870 [Epoch 16][Batch 379], Speed: 247.599 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.869 [Epoch 16][Batch 389], Speed: 272.266 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.868 [Epoch 16][Batch 399], Speed: 233.022 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.868 [Epoch 16][Batch 409], Speed: 223.001 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.867 [Epoch 16][Batch 419], Speed: 278.104 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.867 [Epoch 16][Batch 429], Speed: 254.979 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.866 [Epoch 16][Batch 439], Speed: 239.567 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.866 [Epoch 16][Batch 449], Speed: 255.456 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.865 [Epoch 16][Batch 459], Speed: 257.391 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.864 [Epoch 16][Batch 469], Speed: 259.981 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.864 [Epoch 16][Batch 479], Speed: 230.923 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.863 [Epoch 16][Batch 489], Speed: 269.136 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.863 [Epoch 16][Batch 499], Speed: 259.515 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.862 [Epoch 16][Batch 509], Speed: 284.692 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.862 [Epoch 16][Batch 519], Speed: 245.951 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.861 [Epoch 16][Batch 529], Speed: 222.995 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.860 [Epoch 16][Batch 539], Speed: 238.662 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.860 [Epoch 16][Batch 549], Speed: 225.354 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.859 [Epoch 16][Batch 559], Speed: 240.590 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.859 [Epoch 16][Batch 569], Speed: 266.460 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.858 [Epoch 16][Batch 579], Speed: 240.784 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.858 [Epoch 16][Batch 589], Speed: 241.458 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.857 [Epoch 16][Batch 599], Speed: 270.928 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.857 [Epoch 16][Batch 609], Speed: 265.324 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.856 [Epoch 16][Batch 619], Speed: 255.752 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.855 [Epoch 16][Batch 629], Speed: 277.392 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.855 [Epoch 16][Batch 639], Speed: 240.426 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.854 [Epoch 16][Batch 649], Speed: 228.802 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.854 [Epoch 16][Batch 659], Speed: 260.254 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.853 [Epoch 16][Batch 669], Speed: 256.890 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.853 [Epoch 16][Batch 679], Speed: 252.503 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.852 [Epoch 16][Batch 689], Speed: 265.905 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.852 [Epoch 16][Batch 699], Speed: 232.175 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.851 [Epoch 16][Batch 709], Speed: 228.733 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.850 [Epoch 16][Batch 719], Speed: 275.079 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.850 [Epoch 16][Batch 729], Speed: 259.709 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.849 [Epoch 16][Batch 739], Speed: 251.179 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.849 [Epoch 16][Batch 749], Speed: 263.842 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.848 [Epoch 16][Batch 759], Speed: 242.828 samples/sec, LR=0.0005, WHL1=0.400, CenterRegL1=0.239, HeatmapFocal=2.848 [Epoch 16][Batch 769], Speed: 223.147 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.847 [Epoch 16][Batch 779], Speed: 271.509 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.847 [Epoch 16][Batch 789], Speed: 238.678 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.846 [Epoch 16][Batch 799], Speed: 254.640 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.846 [Epoch 16][Batch 809], Speed: 264.111 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.845 [Epoch 16][Batch 819], Speed: 250.291 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.844 [Epoch 16][Batch 829], Speed: 249.554 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.844 [Epoch 16][Batch 839], Speed: 266.448 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.843 [Epoch 16][Batch 849], Speed: 238.127 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.843 [Epoch 16][Batch 859], Speed: 257.183 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.842 [Epoch 16][Batch 869], Speed: 272.249 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.842 [Epoch 16][Batch 879], Speed: 244.698 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.841 [Epoch 16][Batch 889], Speed: 255.594 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.841 [Epoch 16][Batch 899], Speed: 265.127 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.840 [Epoch 16][Batch 909], Speed: 282.131 samples/sec, LR=0.0005, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.840 [Epoch 16] Training cost: 493.254, WHL1=0.401, CenterRegL1=0.239, HeatmapFocal=2.839 [Epoch 17][Batch 9], Speed: 120.537 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.241, HeatmapFocal=2.839 [Epoch 17][Batch 19], Speed: 203.285 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.241, HeatmapFocal=2.838 [Epoch 17][Batch 29], Speed: 258.749 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.838 [Epoch 17][Batch 39], Speed: 254.976 samples/sec, LR=0.0005, WHL1=0.396, CenterRegL1=0.239, HeatmapFocal=2.837 [Epoch 17][Batch 49], Speed: 250.374 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.837 [Epoch 17][Batch 59], Speed: 271.462 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.836 [Epoch 17][Batch 69], Speed: 262.656 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.240, HeatmapFocal=2.835 [Epoch 17][Batch 79], Speed: 249.459 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.835 [Epoch 17][Batch 89], Speed: 242.197 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.834 [Epoch 17][Batch 99], Speed: 263.867 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.834 [Epoch 17][Batch 109], Speed: 227.956 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.833 [Epoch 17][Batch 119], Speed: 236.241 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.833 [Epoch 17][Batch 129], Speed: 266.285 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.832 [Epoch 17][Batch 139], Speed: 270.592 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.832 [Epoch 17][Batch 149], Speed: 252.354 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.831 [Epoch 17][Batch 159], Speed: 247.913 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.831 [Epoch 17][Batch 169], Speed: 237.433 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.830 [Epoch 17][Batch 179], Speed: 227.930 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.830 [Epoch 17][Batch 189], Speed: 245.860 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.829 [Epoch 17][Batch 199], Speed: 238.452 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.829 [Epoch 17][Batch 209], Speed: 227.684 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.828 [Epoch 17][Batch 219], Speed: 247.022 samples/sec, LR=0.0005, WHL1=0.395, CenterRegL1=0.239, HeatmapFocal=2.827 [Epoch 17][Batch 229], Speed: 209.730 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.827 [Epoch 17][Batch 239], Speed: 229.559 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.826 [Epoch 17][Batch 249], Speed: 268.077 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.826 [Epoch 17][Batch 259], Speed: 262.838 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.825 [Epoch 17][Batch 269], Speed: 266.888 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.825 [Epoch 17][Batch 279], Speed: 226.369 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.824 [Epoch 17][Batch 289], Speed: 260.715 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.824 [Epoch 17][Batch 299], Speed: 225.754 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.823 [Epoch 17][Batch 309], Speed: 244.311 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.823 [Epoch 17][Batch 319], Speed: 247.833 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.822 [Epoch 17][Batch 329], Speed: 262.393 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.822 [Epoch 17][Batch 339], Speed: 225.775 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.821 [Epoch 17][Batch 349], Speed: 217.790 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.821 [Epoch 17][Batch 359], Speed: 227.717 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.820 [Epoch 17][Batch 369], Speed: 247.033 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.819 [Epoch 17][Batch 379], Speed: 246.975 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.819 [Epoch 17][Batch 389], Speed: 228.930 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.818 [Epoch 17][Batch 399], Speed: 243.665 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.818 [Epoch 17][Batch 409], Speed: 236.558 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.817 [Epoch 17][Batch 419], Speed: 233.912 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.817 [Epoch 17][Batch 429], Speed: 227.120 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.816 [Epoch 17][Batch 439], Speed: 252.950 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.816 [Epoch 17][Batch 449], Speed: 246.170 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.815 [Epoch 17][Batch 459], Speed: 238.526 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.815 [Epoch 17][Batch 469], Speed: 226.281 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.814 [Epoch 17][Batch 479], Speed: 246.083 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.814 [Epoch 17][Batch 489], Speed: 256.700 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.813 [Epoch 17][Batch 499], Speed: 235.409 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.813 [Epoch 17][Batch 509], Speed: 242.969 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.812 [Epoch 17][Batch 519], Speed: 249.588 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.812 [Epoch 17][Batch 529], Speed: 229.857 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.811 [Epoch 17][Batch 539], Speed: 225.050 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.811 [Epoch 17][Batch 549], Speed: 242.405 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.810 [Epoch 17][Batch 559], Speed: 255.925 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.810 [Epoch 17][Batch 569], Speed: 249.187 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.809 [Epoch 17][Batch 579], Speed: 237.360 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.809 [Epoch 17][Batch 589], Speed: 245.498 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.808 [Epoch 17][Batch 599], Speed: 232.775 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.808 [Epoch 17][Batch 609], Speed: 252.890 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.807 [Epoch 17][Batch 619], Speed: 264.684 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.807 [Epoch 17][Batch 629], Speed: 255.584 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.806 [Epoch 17][Batch 639], Speed: 227.393 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.806 [Epoch 17][Batch 649], Speed: 205.571 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.805 [Epoch 17][Batch 659], Speed: 220.617 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.805 [Epoch 17][Batch 669], Speed: 241.984 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.804 [Epoch 17][Batch 679], Speed: 248.333 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.804 [Epoch 17][Batch 689], Speed: 255.949 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.803 [Epoch 17][Batch 699], Speed: 237.860 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.803 [Epoch 17][Batch 709], Speed: 216.671 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.802 [Epoch 17][Batch 719], Speed: 233.420 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.802 [Epoch 17][Batch 729], Speed: 240.043 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.801 [Epoch 17][Batch 739], Speed: 250.960 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.801 [Epoch 17][Batch 749], Speed: 239.149 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.800 [Epoch 17][Batch 759], Speed: 229.474 samples/sec, LR=0.0005, WHL1=0.393, CenterRegL1=0.239, HeatmapFocal=2.800 [Epoch 17][Batch 769], Speed: 224.436 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.799 [Epoch 17][Batch 779], Speed: 235.348 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.799 [Epoch 17][Batch 789], Speed: 246.423 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.798 [Epoch 17][Batch 799], Speed: 253.063 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.798 [Epoch 17][Batch 809], Speed: 231.955 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.797 [Epoch 17][Batch 819], Speed: 251.167 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.797 [Epoch 17][Batch 829], Speed: 246.016 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.796 [Epoch 17][Batch 839], Speed: 255.416 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.796 [Epoch 17][Batch 849], Speed: 266.453 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.795 [Epoch 17][Batch 859], Speed: 253.483 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.795 [Epoch 17][Batch 869], Speed: 245.178 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.794 [Epoch 17][Batch 879], Speed: 253.862 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.794 [Epoch 17][Batch 889], Speed: 231.788 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.793 [Epoch 17][Batch 899], Speed: 235.585 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.793 [Epoch 17][Batch 909], Speed: 237.509 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.792 [Epoch 17] Training cost: 492.811, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.792 [Epoch 18][Batch 9], Speed: 160.836 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.237, HeatmapFocal=2.791 [Epoch 18][Batch 19], Speed: 212.660 samples/sec, LR=0.0005, WHL1=0.394, CenterRegL1=0.239, HeatmapFocal=2.791 [Epoch 18][Batch 29], Speed: 252.190 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.790 [Epoch 18][Batch 39], Speed: 237.594 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.790 [Epoch 18][Batch 49], Speed: 261.419 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.239, HeatmapFocal=2.789 [Epoch 18][Batch 59], Speed: 207.131 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.789 [Epoch 18][Batch 69], Speed: 240.562 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.239, HeatmapFocal=2.788 [Epoch 18][Batch 79], Speed: 259.576 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.788 [Epoch 18][Batch 89], Speed: 238.494 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.787 [Epoch 18][Batch 99], Speed: 241.145 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.787 [Epoch 18][Batch 109], Speed: 216.196 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.786 [Epoch 18][Batch 119], Speed: 217.134 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.786 [Epoch 18][Batch 129], Speed: 253.282 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.785 [Epoch 18][Batch 139], Speed: 236.851 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.785 [Epoch 18][Batch 149], Speed: 236.485 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.784 [Epoch 18][Batch 159], Speed: 242.006 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.784 [Epoch 18][Batch 169], Speed: 220.172 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.783 [Epoch 18][Batch 179], Speed: 253.690 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.783 [Epoch 18][Batch 189], Speed: 241.245 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.782 [Epoch 18][Batch 199], Speed: 239.562 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.782 [Epoch 18][Batch 209], Speed: 269.231 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.239, HeatmapFocal=2.781 [Epoch 18][Batch 219], Speed: 241.527 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.239, HeatmapFocal=2.781 [Epoch 18][Batch 229], Speed: 225.602 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.239, HeatmapFocal=2.780 [Epoch 18][Batch 239], Speed: 242.494 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.780 [Epoch 18][Batch 249], Speed: 236.258 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.780 [Epoch 18][Batch 259], Speed: 226.596 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.779 [Epoch 18][Batch 269], Speed: 263.474 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.779 [Epoch 18][Batch 279], Speed: 227.437 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.778 [Epoch 18][Batch 289], Speed: 239.532 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.778 [Epoch 18][Batch 299], Speed: 236.781 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.777 [Epoch 18][Batch 309], Speed: 225.740 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.777 [Epoch 18][Batch 319], Speed: 249.205 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.776 [Epoch 18][Batch 329], Speed: 242.018 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.776 [Epoch 18][Batch 339], Speed: 228.788 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.239, HeatmapFocal=2.775 [Epoch 18][Batch 349], Speed: 243.739 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.775 [Epoch 18][Batch 359], Speed: 241.839 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.774 [Epoch 18][Batch 369], Speed: 241.092 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.774 [Epoch 18][Batch 379], Speed: 250.740 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.773 [Epoch 18][Batch 389], Speed: 270.449 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.773 [Epoch 18][Batch 399], Speed: 238.859 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.772 [Epoch 18][Batch 409], Speed: 219.818 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.772 [Epoch 18][Batch 419], Speed: 247.705 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.771 [Epoch 18][Batch 429], Speed: 232.190 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.771 [Epoch 18][Batch 439], Speed: 239.757 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.771 [Epoch 18][Batch 449], Speed: 271.789 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.770 [Epoch 18][Batch 459], Speed: 244.143 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.770 [Epoch 18][Batch 469], Speed: 241.670 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.769 [Epoch 18][Batch 479], Speed: 246.791 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.769 [Epoch 18][Batch 489], Speed: 239.615 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.768 [Epoch 18][Batch 499], Speed: 244.368 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.768 [Epoch 18][Batch 509], Speed: 249.727 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.767 [Epoch 18][Batch 519], Speed: 226.011 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.767 [Epoch 18][Batch 529], Speed: 216.361 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.766 [Epoch 18][Batch 539], Speed: 249.068 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.766 [Epoch 18][Batch 549], Speed: 244.924 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.765 [Epoch 18][Batch 559], Speed: 230.454 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.765 [Epoch 18][Batch 569], Speed: 264.553 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.764 [Epoch 18][Batch 579], Speed: 233.352 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.764 [Epoch 18][Batch 589], Speed: 226.619 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.764 [Epoch 18][Batch 599], Speed: 271.512 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.763 [Epoch 18][Batch 609], Speed: 253.291 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.763 [Epoch 18][Batch 619], Speed: 244.282 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.762 [Epoch 18][Batch 629], Speed: 266.374 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.762 [Epoch 18][Batch 639], Speed: 224.552 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.761 [Epoch 18][Batch 649], Speed: 227.487 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.761 [Epoch 18][Batch 659], Speed: 252.760 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.760 [Epoch 18][Batch 669], Speed: 247.079 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.760 [Epoch 18][Batch 679], Speed: 233.561 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.759 [Epoch 18][Batch 689], Speed: 251.568 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.238, HeatmapFocal=2.759 [Epoch 18][Batch 699], Speed: 223.989 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.758 [Epoch 18][Batch 709], Speed: 231.824 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.758 [Epoch 18][Batch 719], Speed: 234.971 samples/sec, LR=0.0005, WHL1=0.391, CenterRegL1=0.239, HeatmapFocal=2.758 [Epoch 18][Batch 729], Speed: 237.219 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.757 [Epoch 18][Batch 739], Speed: 234.542 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.757 [Epoch 18][Batch 749], Speed: 261.226 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.756 [Epoch 18][Batch 759], Speed: 225.519 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.756 [Epoch 18][Batch 769], Speed: 222.340 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.755 [Epoch 18][Batch 779], Speed: 276.514 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.755 [Epoch 18][Batch 789], Speed: 222.460 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.754 [Epoch 18][Batch 799], Speed: 263.481 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.754 [Epoch 18][Batch 809], Speed: 254.933 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.753 [Epoch 18][Batch 819], Speed: 273.068 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.753 [Epoch 18][Batch 829], Speed: 256.518 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.753 [Epoch 18][Batch 839], Speed: 258.917 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.752 [Epoch 18][Batch 849], Speed: 256.861 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.752 [Epoch 18][Batch 859], Speed: 251.262 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.751 [Epoch 18][Batch 869], Speed: 271.155 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.751 [Epoch 18][Batch 879], Speed: 243.141 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.750 [Epoch 18][Batch 889], Speed: 244.443 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.750 [Epoch 18][Batch 899], Speed: 285.210 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.239, HeatmapFocal=2.749 [Epoch 18][Batch 909], Speed: 254.030 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.749 [Epoch 18] Training cost: 497.929, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.749 [Epoch 19][Batch 9], Speed: 133.944 samples/sec, LR=0.0005, WHL1=0.392, CenterRegL1=0.238, HeatmapFocal=2.748 [Epoch 19][Batch 19], Speed: 232.168 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.748 [Epoch 19][Batch 29], Speed: 254.737 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.747 [Epoch 19][Batch 39], Speed: 232.661 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.747 [Epoch 19][Batch 49], Speed: 251.286 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.746 [Epoch 19][Batch 59], Speed: 254.615 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.746 [Epoch 19][Batch 69], Speed: 236.788 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.746 [Epoch 19][Batch 79], Speed: 245.026 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.238, HeatmapFocal=2.745 [Epoch 19][Batch 89], Speed: 232.707 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.238, HeatmapFocal=2.745 [Epoch 19][Batch 99], Speed: 226.384 samples/sec, LR=0.0005, WHL1=0.390, CenterRegL1=0.238, HeatmapFocal=2.744 [Epoch 19][Batch 109], Speed: 223.883 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.238, HeatmapFocal=2.744 [Epoch 19][Batch 119], Speed: 234.952 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.743 [Epoch 19][Batch 129], Speed: 236.077 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.743 [Epoch 19][Batch 139], Speed: 244.534 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.238, HeatmapFocal=2.742 [Epoch 19][Batch 149], Speed: 247.799 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.742 [Epoch 19][Batch 159], Speed: 238.778 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.741 [Epoch 19][Batch 169], Speed: 227.089 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.741 [Epoch 19][Batch 179], Speed: 284.381 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.741 [Epoch 19][Batch 189], Speed: 248.479 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.740 [Epoch 19][Batch 199], Speed: 248.464 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.740 [Epoch 19][Batch 209], Speed: 266.447 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.739 [Epoch 19][Batch 219], Speed: 241.677 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.739 [Epoch 19][Batch 229], Speed: 211.131 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.738 [Epoch 19][Batch 239], Speed: 255.972 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.738 [Epoch 19][Batch 249], Speed: 246.438 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.737 [Epoch 19][Batch 259], Speed: 242.857 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.737 [Epoch 19][Batch 269], Speed: 241.684 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.737 [Epoch 19][Batch 279], Speed: 246.213 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.736 [Epoch 19][Batch 289], Speed: 226.995 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.736 [Epoch 19][Batch 299], Speed: 264.944 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.735 [Epoch 19][Batch 309], Speed: 253.552 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.735 [Epoch 19][Batch 319], Speed: 233.404 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.734 [Epoch 19][Batch 329], Speed: 244.207 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.734 [Epoch 19][Batch 339], Speed: 238.505 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.733 [Epoch 19][Batch 349], Speed: 245.369 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.733 [Epoch 19][Batch 359], Speed: 263.448 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.238, HeatmapFocal=2.733 [Epoch 19][Batch 369], Speed: 274.261 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.732 [Epoch 19][Batch 379], Speed: 265.610 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.732 [Epoch 19][Batch 389], Speed: 240.662 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.731 [Epoch 19][Batch 399], Speed: 248.177 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.731 [Epoch 19][Batch 409], Speed: 244.468 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.730 [Epoch 19][Batch 419], Speed: 232.269 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.730 [Epoch 19][Batch 429], Speed: 233.202 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.730 [Epoch 19][Batch 439], Speed: 246.274 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.729 [Epoch 19][Batch 449], Speed: 240.632 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.729 [Epoch 19][Batch 459], Speed: 266.039 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.728 [Epoch 19][Batch 469], Speed: 236.176 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.728 [Epoch 19][Batch 479], Speed: 241.782 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.238, HeatmapFocal=2.727 [Epoch 19][Batch 489], Speed: 259.075 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.727 [Epoch 19][Batch 499], Speed: 232.282 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.727 [Epoch 19][Batch 509], Speed: 251.066 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.726 [Epoch 19][Batch 519], Speed: 266.106 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.726 [Epoch 19][Batch 529], Speed: 223.875 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.725 [Epoch 19][Batch 539], Speed: 229.167 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.725 [Epoch 19][Batch 549], Speed: 253.781 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.724 [Epoch 19][Batch 559], Speed: 233.982 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.724 [Epoch 19][Batch 569], Speed: 262.717 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.723 [Epoch 19][Batch 579], Speed: 242.247 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.723 [Epoch 19][Batch 589], Speed: 227.120 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.723 [Epoch 19][Batch 599], Speed: 230.108 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.722 [Epoch 19][Batch 609], Speed: 259.657 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.722 [Epoch 19][Batch 619], Speed: 240.570 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.721 [Epoch 19][Batch 629], Speed: 275.000 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.721 [Epoch 19][Batch 639], Speed: 264.614 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.721 [Epoch 19][Batch 649], Speed: 223.592 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.720 [Epoch 19][Batch 659], Speed: 229.831 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.720 [Epoch 19][Batch 669], Speed: 247.254 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.719 [Epoch 19][Batch 679], Speed: 239.755 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.719 [Epoch 19][Batch 689], Speed: 265.996 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.718 [Epoch 19][Batch 699], Speed: 250.930 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.718 [Epoch 19][Batch 709], Speed: 238.362 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.718 [Epoch 19][Batch 719], Speed: 241.786 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.717 [Epoch 19][Batch 729], Speed: 242.984 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.717 [Epoch 19][Batch 739], Speed: 238.968 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.716 [Epoch 19][Batch 749], Speed: 235.597 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.716 [Epoch 19][Batch 759], Speed: 240.433 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.716 [Epoch 19][Batch 769], Speed: 232.662 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.715 [Epoch 19][Batch 779], Speed: 275.741 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.715 [Epoch 19][Batch 789], Speed: 263.541 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.714 [Epoch 19][Batch 799], Speed: 237.706 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.714 [Epoch 19][Batch 809], Speed: 254.895 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.714 [Epoch 19][Batch 819], Speed: 250.416 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.713 [Epoch 19][Batch 829], Speed: 258.783 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.713 [Epoch 19][Batch 839], Speed: 253.739 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.712 [Epoch 19][Batch 849], Speed: 280.703 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.712 [Epoch 19][Batch 859], Speed: 273.576 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.711 [Epoch 19][Batch 869], Speed: 277.785 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.711 [Epoch 19][Batch 879], Speed: 248.733 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.711 [Epoch 19][Batch 889], Speed: 258.831 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.710 [Epoch 19][Batch 899], Speed: 236.264 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.710 [Epoch 19][Batch 909], Speed: 267.082 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.709 [Epoch 19] Training cost: 499.424, WHL1=0.386, CenterRegL1=0.238, HeatmapFocal=2.709 [Epoch 20][Batch 9], Speed: 161.363 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.239, HeatmapFocal=2.709 [Epoch 20][Batch 19], Speed: 187.414 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.708 [Epoch 20][Batch 29], Speed: 246.010 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.708 [Epoch 20][Batch 39], Speed: 234.029 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.708 [Epoch 20][Batch 49], Speed: 220.895 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.707 [Epoch 20][Batch 59], Speed: 282.629 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.239, HeatmapFocal=2.707 [Epoch 20][Batch 69], Speed: 270.883 samples/sec, LR=0.0005, WHL1=0.387, CenterRegL1=0.239, HeatmapFocal=2.706 [Epoch 20][Batch 79], Speed: 239.383 samples/sec, LR=0.0005, WHL1=0.386, CenterRegL1=0.239, HeatmapFocal=2.706 [Epoch 20][Batch 89], Speed: 244.403 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.705 [Epoch 20][Batch 99], Speed: 240.347 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.705 [Epoch 20][Batch 109], Speed: 233.510 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.705 [Epoch 20][Batch 119], Speed: 246.178 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.704 [Epoch 20][Batch 129], Speed: 276.654 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.704 [Epoch 20][Batch 139], Speed: 245.628 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.703 [Epoch 20][Batch 149], Speed: 240.409 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.703 [Epoch 20][Batch 159], Speed: 227.400 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.702 [Epoch 20][Batch 169], Speed: 240.829 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.702 [Epoch 20][Batch 179], Speed: 258.766 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.702 [Epoch 20][Batch 189], Speed: 238.752 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.701 [Epoch 20][Batch 199], Speed: 250.798 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.701 [Epoch 20][Batch 209], Speed: 240.636 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.700 [Epoch 20][Batch 219], Speed: 258.114 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.700 [Epoch 20][Batch 229], Speed: 220.212 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.700 [Epoch 20][Batch 239], Speed: 235.859 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.699 [Epoch 20][Batch 249], Speed: 252.583 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.699 [Epoch 20][Batch 259], Speed: 236.485 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.698 [Epoch 20][Batch 269], Speed: 250.559 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.698 [Epoch 20][Batch 279], Speed: 236.468 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.697 [Epoch 20][Batch 289], Speed: 241.776 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.697 [Epoch 20][Batch 299], Speed: 228.700 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.697 [Epoch 20][Batch 309], Speed: 268.112 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.696 [Epoch 20][Batch 319], Speed: 238.896 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.696 [Epoch 20][Batch 329], Speed: 240.241 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.695 [Epoch 20][Batch 339], Speed: 242.063 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.695 [Epoch 20][Batch 349], Speed: 216.431 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.695 [Epoch 20][Batch 359], Speed: 233.148 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.694 [Epoch 20][Batch 369], Speed: 232.022 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.694 [Epoch 20][Batch 379], Speed: 239.240 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.693 [Epoch 20][Batch 389], Speed: 228.328 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.693 [Epoch 20][Batch 399], Speed: 224.692 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.693 [Epoch 20][Batch 409], Speed: 238.603 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.692 [Epoch 20][Batch 419], Speed: 244.332 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.692 [Epoch 20][Batch 429], Speed: 251.669 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.691 [Epoch 20][Batch 439], Speed: 234.907 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.691 [Epoch 20][Batch 449], Speed: 239.928 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.691 [Epoch 20][Batch 459], Speed: 227.490 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.690 [Epoch 20][Batch 469], Speed: 220.166 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.690 [Epoch 20][Batch 479], Speed: 235.919 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.689 [Epoch 20][Batch 489], Speed: 263.763 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.689 [Epoch 20][Batch 499], Speed: 254.338 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.689 [Epoch 20][Batch 509], Speed: 239.635 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.688 [Epoch 20][Batch 519], Speed: 229.754 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.688 [Epoch 20][Batch 529], Speed: 222.414 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.687 [Epoch 20][Batch 539], Speed: 233.323 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.687 [Epoch 20][Batch 549], Speed: 246.526 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.687 [Epoch 20][Batch 559], Speed: 230.020 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.686 [Epoch 20][Batch 569], Speed: 233.373 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.686 [Epoch 20][Batch 579], Speed: 234.063 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.685 [Epoch 20][Batch 589], Speed: 226.508 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.685 [Epoch 20][Batch 599], Speed: 238.319 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.685 [Epoch 20][Batch 609], Speed: 263.173 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.684 [Epoch 20][Batch 619], Speed: 257.728 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.684 [Epoch 20][Batch 629], Speed: 253.400 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.683 [Epoch 20][Batch 639], Speed: 227.838 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.683 [Epoch 20][Batch 649], Speed: 229.613 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.683 [Epoch 20][Batch 659], Speed: 253.466 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.682 [Epoch 20][Batch 669], Speed: 263.836 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.682 [Epoch 20][Batch 679], Speed: 249.576 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.681 [Epoch 20][Batch 689], Speed: 246.478 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.681 [Epoch 20][Batch 699], Speed: 218.811 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.681 [Epoch 20][Batch 709], Speed: 227.283 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.680 [Epoch 20][Batch 719], Speed: 247.974 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.680 [Epoch 20][Batch 729], Speed: 251.588 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.680 [Epoch 20][Batch 739], Speed: 236.614 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.679 [Epoch 20][Batch 749], Speed: 243.243 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.679 [Epoch 20][Batch 759], Speed: 214.035 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.678 [Epoch 20][Batch 769], Speed: 219.773 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.678 [Epoch 20][Batch 779], Speed: 248.342 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.678 [Epoch 20][Batch 789], Speed: 261.186 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.677 [Epoch 20][Batch 799], Speed: 246.327 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.677 [Epoch 20][Batch 809], Speed: 246.423 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.676 [Epoch 20][Batch 819], Speed: 250.850 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.676 [Epoch 20][Batch 829], Speed: 249.872 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.676 [Epoch 20][Batch 839], Speed: 281.273 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.675 [Epoch 20][Batch 849], Speed: 255.750 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.675 [Epoch 20][Batch 859], Speed: 281.070 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.675 [Epoch 20][Batch 869], Speed: 258.375 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.674 [Epoch 20][Batch 879], Speed: 253.156 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.674 [Epoch 20][Batch 889], Speed: 247.019 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.673 [Epoch 20][Batch 899], Speed: 272.967 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.673 [Epoch 20][Batch 909], Speed: 260.816 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.673 [Epoch 20] Training cost: 493.808, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.672 [Epoch 20] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.157 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.283 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.154 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.037 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.166 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.264 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.182 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.284 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.072 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.290 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.479 person=30.4 bicycle=10.1 car=14.9 motorcycle=16.0 airplane=29.0 bus=37.8 train=37.7 truck=10.6 boat=5.1 traffic light=6.6 fire hydrant=39.1 stop sign=41.2 parking meter=17.1 bench=5.0 bird=9.7 cat=26.3 dog=28.2 horse=27.0 sheep=23.9 cow=17.2 elephant=33.0 bear=40.3 zebra=44.0 giraffe=45.0 backpack=2.3 umbrella=14.9 handbag=0.7 tie=7.4 suitcase=8.8 frisbee=24.4 skis=4.2 snowboard=8.0 sports ball=10.6 kite=11.5 baseball bat=5.2 baseball glove=11.5 skateboard=20.5 surfboard=9.4 tennis racket=15.1 bottle=11.5 wine glass=11.7 cup=14.3 fork=2.7 knife=1.6 spoon=0.4 bowl=15.9 banana=6.8 apple=2.8 sandwich=10.2 orange=14.2 broccoli=10.0 carrot=4.9 hot dog=7.9 pizza=20.6 donut=17.7 cake=11.2 chair=8.7 couch=19.3 potted plant=6.5 bed=18.0 dining table=8.7 toilet=37.6 tv=31.5 laptop=26.9 mouse=18.6 remote=1.4 keyboard=21.1 cell phone=9.9 microwave=21.4 oven=11.5 toaster=2.0 sink=12.1 refrigerator=22.3 book=1.4 clock=22.3 vase=14.3 scissors=2.3 teddy bear=19.5 hair drier=0.0 toothbrush=1.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =15.7 [Epoch 21][Batch 9], Speed: 187.318 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.236, HeatmapFocal=2.672 [Epoch 21][Batch 19], Speed: 197.351 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.237, HeatmapFocal=2.672 [Epoch 21][Batch 29], Speed: 253.821 samples/sec, LR=0.0005, WHL1=0.389, CenterRegL1=0.238, HeatmapFocal=2.671 [Epoch 21][Batch 39], Speed: 233.953 samples/sec, LR=0.0005, WHL1=0.388, CenterRegL1=0.237, HeatmapFocal=2.671 [Epoch 21][Batch 49], Speed: 248.542 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.671 [Epoch 21][Batch 59], Speed: 244.150 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.670 [Epoch 21][Batch 69], Speed: 269.500 samples/sec, LR=0.0005, WHL1=0.383, CenterRegL1=0.238, HeatmapFocal=2.670 [Epoch 21][Batch 79], Speed: 234.076 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.238, HeatmapFocal=2.669 [Epoch 21][Batch 89], Speed: 267.918 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.669 [Epoch 21][Batch 99], Speed: 231.625 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.669 [Epoch 21][Batch 109], Speed: 235.709 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.668 [Epoch 21][Batch 119], Speed: 245.585 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.668 [Epoch 21][Batch 129], Speed: 246.997 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.667 [Epoch 21][Batch 139], Speed: 259.733 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.667 [Epoch 21][Batch 149], Speed: 232.206 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.667 [Epoch 21][Batch 159], Speed: 227.117 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.666 [Epoch 21][Batch 169], Speed: 231.122 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.666 [Epoch 21][Batch 179], Speed: 256.892 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.666 [Epoch 21][Batch 189], Speed: 239.844 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.665 [Epoch 21][Batch 199], Speed: 244.541 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.665 [Epoch 21][Batch 209], Speed: 248.124 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.664 [Epoch 21][Batch 219], Speed: 227.729 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.664 [Epoch 21][Batch 229], Speed: 218.039 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.664 [Epoch 21][Batch 239], Speed: 236.366 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.663 [Epoch 21][Batch 249], Speed: 264.694 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.663 [Epoch 21][Batch 259], Speed: 223.884 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.663 [Epoch 21][Batch 269], Speed: 246.213 samples/sec, LR=0.0005, WHL1=0.380, CenterRegL1=0.238, HeatmapFocal=2.662 [Epoch 21][Batch 279], Speed: 220.730 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.662 [Epoch 21][Batch 289], Speed: 248.793 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.661 [Epoch 21][Batch 299], Speed: 243.484 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.661 [Epoch 21][Batch 309], Speed: 261.402 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.661 [Epoch 21][Batch 319], Speed: 223.039 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.660 [Epoch 21][Batch 329], Speed: 244.294 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.660 [Epoch 21][Batch 339], Speed: 221.870 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.660 [Epoch 21][Batch 349], Speed: 238.536 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.659 [Epoch 21][Batch 359], Speed: 255.347 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.659 [Epoch 21][Batch 369], Speed: 268.838 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.658 [Epoch 21][Batch 379], Speed: 228.816 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.658 [Epoch 21][Batch 389], Speed: 236.955 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.658 [Epoch 21][Batch 399], Speed: 220.123 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.657 [Epoch 21][Batch 409], Speed: 230.673 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.657 [Epoch 21][Batch 419], Speed: 267.772 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.657 [Epoch 21][Batch 429], Speed: 264.369 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.656 [Epoch 21][Batch 439], Speed: 230.140 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.656 [Epoch 21][Batch 449], Speed: 246.983 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.655 [Epoch 21][Batch 459], Speed: 221.322 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.655 [Epoch 21][Batch 469], Speed: 237.606 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.655 [Epoch 21][Batch 479], Speed: 249.475 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.654 [Epoch 21][Batch 489], Speed: 261.146 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.654 [Epoch 21][Batch 499], Speed: 227.179 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.654 [Epoch 21][Batch 509], Speed: 235.043 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.653 [Epoch 21][Batch 519], Speed: 239.326 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.653 [Epoch 21][Batch 529], Speed: 222.409 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.653 [Epoch 21][Batch 539], Speed: 249.560 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.652 [Epoch 21][Batch 549], Speed: 256.870 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.652 [Epoch 21][Batch 559], Speed: 232.785 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.651 [Epoch 21][Batch 569], Speed: 231.131 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.651 [Epoch 21][Batch 579], Speed: 216.344 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.651 [Epoch 21][Batch 589], Speed: 221.881 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.650 [Epoch 21][Batch 599], Speed: 253.113 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.650 [Epoch 21][Batch 609], Speed: 267.759 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.650 [Epoch 21][Batch 619], Speed: 258.658 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.649 [Epoch 21][Batch 629], Speed: 248.105 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.649 [Epoch 21][Batch 639], Speed: 222.476 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.649 [Epoch 21][Batch 649], Speed: 227.248 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.648 [Epoch 21][Batch 659], Speed: 244.224 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.648 [Epoch 21][Batch 669], Speed: 276.600 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.648 [Epoch 21][Batch 679], Speed: 228.911 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.647 [Epoch 21][Batch 689], Speed: 237.367 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.647 [Epoch 21][Batch 699], Speed: 216.477 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.646 [Epoch 21][Batch 709], Speed: 223.069 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.646 [Epoch 21][Batch 719], Speed: 225.941 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.646 [Epoch 21][Batch 729], Speed: 246.766 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.645 [Epoch 21][Batch 739], Speed: 226.991 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.645 [Epoch 21][Batch 749], Speed: 262.230 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.645 [Epoch 21][Batch 759], Speed: 220.065 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.644 [Epoch 21][Batch 769], Speed: 222.102 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.644 [Epoch 21][Batch 779], Speed: 269.700 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.644 [Epoch 21][Batch 789], Speed: 256.461 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.643 [Epoch 21][Batch 799], Speed: 232.995 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.643 [Epoch 21][Batch 809], Speed: 234.466 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.643 [Epoch 21][Batch 819], Speed: 233.051 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.642 [Epoch 21][Batch 829], Speed: 246.647 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.642 [Epoch 21][Batch 839], Speed: 290.110 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.641 [Epoch 21][Batch 849], Speed: 254.087 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.641 [Epoch 21][Batch 859], Speed: 279.525 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.641 [Epoch 21][Batch 869], Speed: 240.513 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.640 [Epoch 21][Batch 879], Speed: 252.405 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.640 [Epoch 21][Batch 889], Speed: 239.584 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.640 [Epoch 21][Batch 899], Speed: 267.790 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.639 [Epoch 21][Batch 909], Speed: 250.710 samples/sec, LR=0.0005, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.639 [Epoch 21] Training cost: 500.721, WHL1=0.379, CenterRegL1=0.238, HeatmapFocal=2.639 [Epoch 22][Batch 9], Speed: 152.630 samples/sec, LR=0.0005, WHL1=0.397, CenterRegL1=0.237, HeatmapFocal=2.638 [Epoch 22][Batch 19], Speed: 174.808 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.638 [Epoch 22][Batch 29], Speed: 260.951 samples/sec, LR=0.0005, WHL1=0.385, CenterRegL1=0.238, HeatmapFocal=2.638 [Epoch 22][Batch 39], Speed: 238.825 samples/sec, LR=0.0005, WHL1=0.384, CenterRegL1=0.238, HeatmapFocal=2.637 [Epoch 22][Batch 49], Speed: 241.904 samples/sec, LR=0.0005, WHL1=0.382, CenterRegL1=0.238, HeatmapFocal=2.637 [Epoch 22][Batch 59], Speed: 255.250 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.637 [Epoch 22][Batch 69], Speed: 242.814 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.238, HeatmapFocal=2.636 [Epoch 22][Batch 79], Speed: 254.174 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.636 [Epoch 22][Batch 89], Speed: 245.313 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.635 [Epoch 22][Batch 99], Speed: 227.631 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.635 [Epoch 22][Batch 109], Speed: 238.992 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.635 [Epoch 22][Batch 119], Speed: 234.651 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.634 [Epoch 22][Batch 129], Speed: 272.742 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.634 [Epoch 22][Batch 139], Speed: 248.963 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.634 [Epoch 22][Batch 149], Speed: 249.087 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.633 [Epoch 22][Batch 159], Speed: 260.689 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.633 [Epoch 22][Batch 169], Speed: 241.130 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.633 [Epoch 22][Batch 179], Speed: 247.111 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.238, HeatmapFocal=2.632 [Epoch 22][Batch 189], Speed: 250.464 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.632 [Epoch 22][Batch 199], Speed: 245.562 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.631 [Epoch 22][Batch 209], Speed: 245.957 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.631 [Epoch 22][Batch 219], Speed: 231.603 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.238, HeatmapFocal=2.631 [Epoch 22][Batch 229], Speed: 214.695 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.630 [Epoch 22][Batch 239], Speed: 223.320 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.630 [Epoch 22][Batch 249], Speed: 223.705 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.630 [Epoch 22][Batch 259], Speed: 237.340 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.629 [Epoch 22][Batch 269], Speed: 248.244 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.238, HeatmapFocal=2.629 [Epoch 22][Batch 279], Speed: 209.356 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.629 [Epoch 22][Batch 289], Speed: 227.677 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.238, HeatmapFocal=2.628 [Epoch 22][Batch 299], Speed: 231.969 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.628 [Epoch 22][Batch 309], Speed: 258.838 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.628 [Epoch 22][Batch 319], Speed: 246.019 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.627 [Epoch 22][Batch 329], Speed: 238.333 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.627 [Epoch 22][Batch 339], Speed: 227.260 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.627 [Epoch 22][Batch 349], Speed: 219.067 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.626 [Epoch 22][Batch 359], Speed: 211.481 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.626 [Epoch 22][Batch 369], Speed: 260.982 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.626 [Epoch 22][Batch 379], Speed: 255.440 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.625 [Epoch 22][Batch 389], Speed: 264.453 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.625 [Epoch 22][Batch 399], Speed: 260.662 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.625 [Epoch 22][Batch 409], Speed: 213.379 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.624 [Epoch 22][Batch 419], Speed: 245.506 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.624 [Epoch 22][Batch 429], Speed: 250.022 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.624 [Epoch 22][Batch 439], Speed: 255.300 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.623 [Epoch 22][Batch 449], Speed: 233.079 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.623 [Epoch 22][Batch 459], Speed: 230.037 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.623 [Epoch 22][Batch 469], Speed: 277.419 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.622 [Epoch 22][Batch 479], Speed: 216.649 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.622 [Epoch 22][Batch 489], Speed: 254.360 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.622 [Epoch 22][Batch 499], Speed: 246.547 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.621 [Epoch 22][Batch 509], Speed: 255.123 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.621 [Epoch 22][Batch 519], Speed: 226.554 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.621 [Epoch 22][Batch 529], Speed: 230.192 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.620 [Epoch 22][Batch 539], Speed: 238.959 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.620 [Epoch 22][Batch 549], Speed: 263.548 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.620 [Epoch 22][Batch 559], Speed: 228.455 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.619 [Epoch 22][Batch 569], Speed: 235.685 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.619 [Epoch 22][Batch 579], Speed: 211.020 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.618 [Epoch 22][Batch 589], Speed: 223.551 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.618 [Epoch 22][Batch 599], Speed: 236.396 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.618 [Epoch 22][Batch 609], Speed: 264.574 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.617 [Epoch 22][Batch 619], Speed: 243.470 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.617 [Epoch 22][Batch 629], Speed: 241.290 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.617 [Epoch 22][Batch 639], Speed: 218.409 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.616 [Epoch 22][Batch 649], Speed: 232.056 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.616 [Epoch 22][Batch 659], Speed: 221.997 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.616 [Epoch 22][Batch 669], Speed: 259.921 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.615 [Epoch 22][Batch 679], Speed: 224.338 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.615 [Epoch 22][Batch 689], Speed: 228.349 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.615 [Epoch 22][Batch 699], Speed: 233.605 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.237, HeatmapFocal=2.614 [Epoch 22][Batch 709], Speed: 217.826 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.614 [Epoch 22][Batch 719], Speed: 224.211 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.614 [Epoch 22][Batch 729], Speed: 268.097 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.613 [Epoch 22][Batch 739], Speed: 237.779 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.613 [Epoch 22][Batch 749], Speed: 245.263 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.613 [Epoch 22][Batch 759], Speed: 220.330 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.612 [Epoch 22][Batch 769], Speed: 225.170 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.612 [Epoch 22][Batch 779], Speed: 218.985 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.612 [Epoch 22][Batch 789], Speed: 250.716 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.611 [Epoch 22][Batch 799], Speed: 255.855 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.611 [Epoch 22][Batch 809], Speed: 267.899 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.611 [Epoch 22][Batch 819], Speed: 262.453 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.610 [Epoch 22][Batch 829], Speed: 265.973 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.610 [Epoch 22][Batch 839], Speed: 265.919 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.610 [Epoch 22][Batch 849], Speed: 274.028 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.610 [Epoch 22][Batch 859], Speed: 263.161 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.609 [Epoch 22][Batch 869], Speed: 253.004 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.237, HeatmapFocal=2.609 [Epoch 22][Batch 879], Speed: 270.008 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.609 [Epoch 22][Batch 889], Speed: 247.032 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.608 [Epoch 22][Batch 899], Speed: 264.923 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.608 [Epoch 22][Batch 909], Speed: 283.765 samples/sec, LR=0.0005, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.608 [Epoch 22] Training cost: 500.183, WHL1=0.375, CenterRegL1=0.238, HeatmapFocal=2.607 [Epoch 23][Batch 9], Speed: 157.141 samples/sec, LR=0.0005, WHL1=0.381, CenterRegL1=0.237, HeatmapFocal=2.607 [Epoch 23][Batch 19], Speed: 233.241 samples/sec, LR=0.0005, WHL1=0.378, CenterRegL1=0.237, HeatmapFocal=2.607 [Epoch 23][Batch 29], Speed: 245.389 samples/sec, LR=0.0005, WHL1=0.376, CenterRegL1=0.238, HeatmapFocal=2.606 [Epoch 23][Batch 39], Speed: 244.052 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.606 [Epoch 23][Batch 49], Speed: 259.493 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.606 [Epoch 23][Batch 59], Speed: 271.101 samples/sec, LR=0.0005, WHL1=0.374, CenterRegL1=0.237, HeatmapFocal=2.605 [Epoch 23][Batch 69], Speed: 281.293 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.605 [Epoch 23][Batch 79], Speed: 234.636 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.605 [Epoch 23][Batch 89], Speed: 248.722 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.604 [Epoch 23][Batch 99], Speed: 244.456 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.604 [Epoch 23][Batch 109], Speed: 230.541 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.604 [Epoch 23][Batch 119], Speed: 229.645 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.603 [Epoch 23][Batch 129], Speed: 277.569 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.603 [Epoch 23][Batch 139], Speed: 239.087 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.603 [Epoch 23][Batch 149], Speed: 239.248 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.602 [Epoch 23][Batch 159], Speed: 260.767 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.602 [Epoch 23][Batch 169], Speed: 246.393 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.602 [Epoch 23][Batch 179], Speed: 288.005 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.601 [Epoch 23][Batch 189], Speed: 263.689 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.601 [Epoch 23][Batch 199], Speed: 230.394 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.601 [Epoch 23][Batch 209], Speed: 233.204 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.600 [Epoch 23][Batch 219], Speed: 264.530 samples/sec, LR=0.0005, WHL1=0.370, CenterRegL1=0.237, HeatmapFocal=2.600 [Epoch 23][Batch 229], Speed: 263.269 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.600 [Epoch 23][Batch 239], Speed: 273.490 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.599 [Epoch 23][Batch 249], Speed: 270.117 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.599 [Epoch 23][Batch 259], Speed: 231.800 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.599 [Epoch 23][Batch 269], Speed: 252.154 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.598 [Epoch 23][Batch 279], Speed: 252.591 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.598 [Epoch 23][Batch 289], Speed: 243.670 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.598 [Epoch 23][Batch 299], Speed: 268.354 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.597 [Epoch 23][Batch 309], Speed: 255.826 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.597 [Epoch 23][Batch 319], Speed: 226.737 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.597 [Epoch 23][Batch 329], Speed: 247.995 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.596 [Epoch 23][Batch 339], Speed: 254.934 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.596 [Epoch 23][Batch 349], Speed: 261.064 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.596 [Epoch 23][Batch 359], Speed: 272.087 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.595 [Epoch 23][Batch 369], Speed: 273.872 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.595 [Epoch 23][Batch 379], Speed: 236.786 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.595 [Epoch 23][Batch 389], Speed: 248.233 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.594 [Epoch 23][Batch 399], Speed: 260.208 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.594 [Epoch 23][Batch 409], Speed: 244.735 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.594 [Epoch 23][Batch 419], Speed: 271.563 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.593 [Epoch 23][Batch 429], Speed: 264.696 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.593 [Epoch 23][Batch 439], Speed: 266.458 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.593 [Epoch 23][Batch 449], Speed: 228.248 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.592 [Epoch 23][Batch 459], Speed: 261.572 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.592 [Epoch 23][Batch 469], Speed: 265.743 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.592 [Epoch 23][Batch 479], Speed: 252.365 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.592 [Epoch 23][Batch 489], Speed: 274.495 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.591 [Epoch 23][Batch 499], Speed: 250.399 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.591 [Epoch 23][Batch 509], Speed: 246.010 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.591 [Epoch 23][Batch 519], Speed: 239.855 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.590 [Epoch 23][Batch 529], Speed: 266.784 samples/sec, LR=0.0005, WHL1=0.371, CenterRegL1=0.237, HeatmapFocal=2.590 [Epoch 23][Batch 539], Speed: 234.973 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.590 [Epoch 23][Batch 549], Speed: 278.688 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.589 [Epoch 23][Batch 559], Speed: 269.051 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.589 [Epoch 23][Batch 569], Speed: 230.758 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.589 [Epoch 23][Batch 579], Speed: 248.762 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.588 [Epoch 23][Batch 589], Speed: 242.426 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.588 [Epoch 23][Batch 599], Speed: 268.619 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.588 [Epoch 23][Batch 609], Speed: 277.655 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.588 [Epoch 23][Batch 619], Speed: 269.584 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.587 [Epoch 23][Batch 629], Speed: 239.362 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.587 [Epoch 23][Batch 639], Speed: 281.354 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.587 [Epoch 23][Batch 649], Speed: 228.088 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.586 [Epoch 23][Batch 659], Speed: 259.549 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.586 [Epoch 23][Batch 669], Speed: 278.710 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.586 [Epoch 23][Batch 679], Speed: 239.811 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.585 [Epoch 23][Batch 689], Speed: 234.536 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.585 [Epoch 23][Batch 699], Speed: 235.124 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.585 [Epoch 23][Batch 709], Speed: 262.771 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.584 [Epoch 23][Batch 719], Speed: 256.777 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.584 [Epoch 23][Batch 729], Speed: 244.291 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.584 [Epoch 23][Batch 739], Speed: 263.950 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.583 [Epoch 23][Batch 749], Speed: 236.152 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.583 [Epoch 23][Batch 759], Speed: 271.010 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.583 [Epoch 23][Batch 769], Speed: 252.199 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.583 [Epoch 23][Batch 779], Speed: 266.770 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.582 [Epoch 23][Batch 789], Speed: 252.581 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.582 [Epoch 23][Batch 799], Speed: 265.180 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.582 [Epoch 23][Batch 809], Speed: 241.396 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.581 [Epoch 23][Batch 819], Speed: 256.563 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.581 [Epoch 23][Batch 829], Speed: 254.967 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.581 [Epoch 23][Batch 839], Speed: 287.677 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.580 [Epoch 23][Batch 849], Speed: 265.054 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.580 [Epoch 23][Batch 859], Speed: 285.791 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.580 [Epoch 23][Batch 869], Speed: 245.925 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.579 [Epoch 23][Batch 879], Speed: 249.799 samples/sec, LR=0.0005, WHL1=0.372, CenterRegL1=0.237, HeatmapFocal=2.579 [Epoch 23][Batch 889], Speed: 260.691 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.579 [Epoch 23][Batch 899], Speed: 253.014 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.578 [Epoch 23][Batch 909], Speed: 271.596 samples/sec, LR=0.0005, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.578 [Epoch 23] Training cost: 496.201, WHL1=0.373, CenterRegL1=0.237, HeatmapFocal=2.578 [Epoch 24][Batch 9], Speed: 131.636 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.239, HeatmapFocal=2.578 [Epoch 24][Batch 19], Speed: 178.770 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.577 [Epoch 24][Batch 29], Speed: 254.180 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.577 [Epoch 24][Batch 39], Speed: 236.374 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.577 [Epoch 24][Batch 49], Speed: 227.365 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.576 [Epoch 24][Batch 59], Speed: 277.287 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.576 [Epoch 24][Batch 69], Speed: 277.485 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.576 [Epoch 24][Batch 79], Speed: 227.324 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.576 [Epoch 24][Batch 89], Speed: 245.504 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.575 [Epoch 24][Batch 99], Speed: 234.247 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.575 [Epoch 24][Batch 109], Speed: 244.910 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.575 [Epoch 24][Batch 119], Speed: 232.784 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.574 [Epoch 24][Batch 129], Speed: 261.056 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.574 [Epoch 24][Batch 139], Speed: 250.025 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.574 [Epoch 24][Batch 149], Speed: 252.587 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.573 [Epoch 24][Batch 159], Speed: 219.778 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.573 [Epoch 24][Batch 169], Speed: 238.574 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.573 [Epoch 24][Batch 179], Speed: 247.731 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.572 [Epoch 24][Batch 189], Speed: 265.059 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.572 [Epoch 24][Batch 199], Speed: 217.781 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.572 [Epoch 24][Batch 209], Speed: 224.619 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.572 [Epoch 24][Batch 219], Speed: 218.337 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.571 [Epoch 24][Batch 229], Speed: 243.046 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.571 [Epoch 24][Batch 239], Speed: 251.777 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.571 [Epoch 24][Batch 249], Speed: 272.282 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.570 [Epoch 24][Batch 259], Speed: 240.755 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.570 [Epoch 24][Batch 269], Speed: 230.757 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.570 [Epoch 24][Batch 279], Speed: 224.268 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.569 [Epoch 24][Batch 289], Speed: 242.525 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.569 [Epoch 24][Batch 299], Speed: 250.752 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.569 [Epoch 24][Batch 309], Speed: 273.949 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.568 [Epoch 24][Batch 319], Speed: 226.567 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.568 [Epoch 24][Batch 329], Speed: 242.307 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.568 [Epoch 24][Batch 339], Speed: 235.024 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.568 [Epoch 24][Batch 349], Speed: 234.239 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.567 [Epoch 24][Batch 359], Speed: 232.932 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.567 [Epoch 24][Batch 369], Speed: 272.685 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.567 [Epoch 24][Batch 379], Speed: 222.730 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.566 [Epoch 24][Batch 389], Speed: 241.598 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.566 [Epoch 24][Batch 399], Speed: 224.942 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.566 [Epoch 24][Batch 409], Speed: 263.579 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.565 [Epoch 24][Batch 419], Speed: 246.802 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.565 [Epoch 24][Batch 429], Speed: 265.572 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.565 [Epoch 24][Batch 439], Speed: 227.162 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.565 [Epoch 24][Batch 449], Speed: 241.738 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.564 [Epoch 24][Batch 459], Speed: 239.912 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.564 [Epoch 24][Batch 469], Speed: 246.631 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.564 [Epoch 24][Batch 479], Speed: 244.175 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.563 [Epoch 24][Batch 489], Speed: 255.342 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.563 [Epoch 24][Batch 499], Speed: 252.580 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.563 [Epoch 24][Batch 509], Speed: 242.710 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.562 [Epoch 24][Batch 519], Speed: 225.214 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.562 [Epoch 24][Batch 529], Speed: 237.365 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.562 [Epoch 24][Batch 539], Speed: 248.525 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.562 [Epoch 24][Batch 549], Speed: 269.685 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.561 [Epoch 24][Batch 559], Speed: 247.290 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.561 [Epoch 24][Batch 569], Speed: 233.165 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.561 [Epoch 24][Batch 579], Speed: 235.494 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.560 [Epoch 24][Batch 589], Speed: 223.479 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.560 [Epoch 24][Batch 599], Speed: 246.404 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.560 [Epoch 24][Batch 609], Speed: 270.058 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.560 [Epoch 24][Batch 619], Speed: 227.077 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.559 [Epoch 24][Batch 629], Speed: 248.139 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.559 [Epoch 24][Batch 639], Speed: 220.145 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.559 [Epoch 24][Batch 649], Speed: 226.389 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.558 [Epoch 24][Batch 659], Speed: 250.086 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.558 [Epoch 24][Batch 669], Speed: 274.528 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.558 [Epoch 24][Batch 679], Speed: 252.687 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.557 [Epoch 24][Batch 689], Speed: 240.320 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.557 [Epoch 24][Batch 699], Speed: 215.410 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.557 [Epoch 24][Batch 709], Speed: 217.200 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.557 [Epoch 24][Batch 719], Speed: 252.917 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.556 [Epoch 24][Batch 729], Speed: 235.608 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.556 [Epoch 24][Batch 739], Speed: 238.920 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.556 [Epoch 24][Batch 749], Speed: 230.662 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.555 [Epoch 24][Batch 759], Speed: 229.985 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.555 [Epoch 24][Batch 769], Speed: 223.800 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.555 [Epoch 24][Batch 779], Speed: 236.651 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.555 [Epoch 24][Batch 789], Speed: 265.065 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.554 [Epoch 24][Batch 799], Speed: 226.723 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.554 [Epoch 24][Batch 809], Speed: 258.772 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.554 [Epoch 24][Batch 819], Speed: 247.806 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.553 [Epoch 24][Batch 829], Speed: 271.785 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.553 [Epoch 24][Batch 839], Speed: 257.115 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.553 [Epoch 24][Batch 849], Speed: 262.127 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.553 [Epoch 24][Batch 859], Speed: 266.403 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.552 [Epoch 24][Batch 869], Speed: 252.136 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.552 [Epoch 24][Batch 879], Speed: 237.374 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.552 [Epoch 24][Batch 889], Speed: 251.000 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.551 [Epoch 24][Batch 899], Speed: 245.338 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.551 [Epoch 24][Batch 909], Speed: 259.514 samples/sec, LR=0.0005, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.551 [Epoch 24] Training cost: 499.018, WHL1=0.368, CenterRegL1=0.237, HeatmapFocal=2.551 [Epoch 25][Batch 9], Speed: 143.965 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.550 [Epoch 25][Batch 19], Speed: 167.574 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.550 [Epoch 25][Batch 29], Speed: 249.077 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.550 [Epoch 25][Batch 39], Speed: 221.695 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.550 [Epoch 25][Batch 49], Speed: 254.365 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.549 [Epoch 25][Batch 59], Speed: 270.296 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.549 [Epoch 25][Batch 69], Speed: 258.339 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.549 [Epoch 25][Batch 79], Speed: 273.280 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.548 [Epoch 25][Batch 89], Speed: 218.928 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.548 [Epoch 25][Batch 99], Speed: 236.412 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.548 [Epoch 25][Batch 109], Speed: 248.768 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.547 [Epoch 25][Batch 119], Speed: 242.721 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.547 [Epoch 25][Batch 129], Speed: 280.379 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.547 [Epoch 25][Batch 139], Speed: 283.069 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.547 [Epoch 25][Batch 149], Speed: 250.061 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.546 [Epoch 25][Batch 159], Speed: 224.914 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.546 [Epoch 25][Batch 169], Speed: 253.802 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.546 [Epoch 25][Batch 179], Speed: 262.243 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.545 [Epoch 25][Batch 189], Speed: 247.893 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.545 [Epoch 25][Batch 199], Speed: 240.069 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.545 [Epoch 25][Batch 209], Speed: 253.249 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.544 [Epoch 25][Batch 219], Speed: 236.824 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.544 [Epoch 25][Batch 229], Speed: 268.597 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.544 [Epoch 25][Batch 239], Speed: 251.568 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.544 [Epoch 25][Batch 249], Speed: 232.389 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.543 [Epoch 25][Batch 259], Speed: 234.501 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.543 [Epoch 25][Batch 269], Speed: 245.136 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.543 [Epoch 25][Batch 279], Speed: 227.858 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.542 [Epoch 25][Batch 289], Speed: 244.372 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.542 [Epoch 25][Batch 299], Speed: 247.320 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.542 [Epoch 25][Batch 309], Speed: 235.638 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.542 [Epoch 25][Batch 319], Speed: 275.367 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.541 [Epoch 25][Batch 329], Speed: 249.378 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.541 [Epoch 25][Batch 339], Speed: 227.288 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.541 [Epoch 25][Batch 349], Speed: 257.323 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.541 [Epoch 25][Batch 359], Speed: 241.540 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.540 [Epoch 25][Batch 369], Speed: 237.616 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.540 [Epoch 25][Batch 379], Speed: 270.040 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.540 [Epoch 25][Batch 389], Speed: 246.783 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.539 [Epoch 25][Batch 399], Speed: 224.874 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.539 [Epoch 25][Batch 409], Speed: 262.774 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.539 [Epoch 25][Batch 419], Speed: 253.351 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.539 [Epoch 25][Batch 429], Speed: 248.955 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.538 [Epoch 25][Batch 439], Speed: 262.956 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.538 [Epoch 25][Batch 449], Speed: 239.194 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.538 [Epoch 25][Batch 459], Speed: 231.756 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.537 [Epoch 25][Batch 469], Speed: 266.984 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.537 [Epoch 25][Batch 479], Speed: 264.960 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.537 [Epoch 25][Batch 489], Speed: 256.751 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.537 [Epoch 25][Batch 499], Speed: 269.892 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.536 [Epoch 25][Batch 509], Speed: 252.970 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.536 [Epoch 25][Batch 519], Speed: 233.405 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.536 [Epoch 25][Batch 529], Speed: 242.945 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.536 [Epoch 25][Batch 539], Speed: 268.416 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.535 [Epoch 25][Batch 549], Speed: 250.265 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.535 [Epoch 25][Batch 559], Speed: 247.448 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.535 [Epoch 25][Batch 569], Speed: 225.281 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.534 [Epoch 25][Batch 579], Speed: 234.585 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.534 [Epoch 25][Batch 589], Speed: 237.814 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.534 [Epoch 25][Batch 599], Speed: 268.302 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.534 [Epoch 25][Batch 609], Speed: 243.148 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.533 [Epoch 25][Batch 619], Speed: 282.339 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.533 [Epoch 25][Batch 629], Speed: 245.061 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.533 [Epoch 25][Batch 639], Speed: 231.856 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.532 [Epoch 25][Batch 649], Speed: 246.551 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.532 [Epoch 25][Batch 659], Speed: 252.071 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.532 [Epoch 25][Batch 669], Speed: 256.407 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.532 [Epoch 25][Batch 679], Speed: 269.604 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.531 [Epoch 25][Batch 689], Speed: 232.964 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.531 [Epoch 25][Batch 699], Speed: 255.278 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.531 [Epoch 25][Batch 709], Speed: 260.300 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.531 [Epoch 25][Batch 719], Speed: 269.708 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.530 [Epoch 25][Batch 729], Speed: 248.784 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.530 [Epoch 25][Batch 739], Speed: 259.176 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.530 [Epoch 25][Batch 749], Speed: 246.672 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.529 [Epoch 25][Batch 759], Speed: 264.142 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.529 [Epoch 25][Batch 769], Speed: 237.932 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.529 [Epoch 25][Batch 779], Speed: 246.479 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.529 [Epoch 25][Batch 789], Speed: 258.069 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.528 [Epoch 25][Batch 799], Speed: 245.711 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.528 [Epoch 25][Batch 809], Speed: 243.338 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.528 [Epoch 25][Batch 819], Speed: 245.738 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.528 [Epoch 25][Batch 829], Speed: 256.036 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.527 [Epoch 25][Batch 839], Speed: 249.111 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.527 [Epoch 25][Batch 849], Speed: 268.065 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.527 [Epoch 25][Batch 859], Speed: 285.761 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.527 [Epoch 25][Batch 869], Speed: 231.422 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.526 [Epoch 25][Batch 879], Speed: 252.466 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.526 [Epoch 25][Batch 889], Speed: 239.753 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.526 [Epoch 25][Batch 899], Speed: 230.769 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.525 [Epoch 25][Batch 909], Speed: 266.330 samples/sec, LR=0.0005, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.525 [Epoch 25] Training cost: 490.909, WHL1=0.366, CenterRegL1=0.237, HeatmapFocal=2.525 [Epoch 26][Batch 9], Speed: 125.558 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.239, HeatmapFocal=2.525 [Epoch 26][Batch 19], Speed: 171.514 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.524 [Epoch 26][Batch 29], Speed: 239.466 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.238, HeatmapFocal=2.524 [Epoch 26][Batch 39], Speed: 248.380 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.524 [Epoch 26][Batch 49], Speed: 251.020 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.524 [Epoch 26][Batch 59], Speed: 279.383 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.237, HeatmapFocal=2.523 [Epoch 26][Batch 69], Speed: 274.040 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.523 [Epoch 26][Batch 79], Speed: 249.342 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.523 [Epoch 26][Batch 89], Speed: 239.277 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.523 [Epoch 26][Batch 99], Speed: 246.377 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.522 [Epoch 26][Batch 109], Speed: 235.041 samples/sec, LR=0.0005, WHL1=0.367, CenterRegL1=0.237, HeatmapFocal=2.522 [Epoch 26][Batch 119], Speed: 234.307 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.522 [Epoch 26][Batch 129], Speed: 284.638 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.521 [Epoch 26][Batch 139], Speed: 261.131 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.521 [Epoch 26][Batch 149], Speed: 234.615 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.521 [Epoch 26][Batch 159], Speed: 236.529 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.521 [Epoch 26][Batch 169], Speed: 249.329 samples/sec, LR=0.0005, WHL1=0.365, CenterRegL1=0.237, HeatmapFocal=2.520 [Epoch 26][Batch 179], Speed: 241.857 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.520 [Epoch 26][Batch 189], Speed: 276.198 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.520 [Epoch 26][Batch 199], Speed: 266.834 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.520 [Epoch 26][Batch 209], Speed: 244.355 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.519 [Epoch 26][Batch 219], Speed: 239.647 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.519 [Epoch 26][Batch 229], Speed: 209.733 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.519 [Epoch 26][Batch 239], Speed: 246.930 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.519 [Epoch 26][Batch 249], Speed: 273.605 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.518 [Epoch 26][Batch 259], Speed: 249.233 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.518 [Epoch 26][Batch 269], Speed: 233.800 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.518 [Epoch 26][Batch 279], Speed: 247.732 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.517 [Epoch 26][Batch 289], Speed: 224.747 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.517 [Epoch 26][Batch 299], Speed: 249.909 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.517 [Epoch 26][Batch 309], Speed: 284.589 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.517 [Epoch 26][Batch 319], Speed: 247.307 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.516 [Epoch 26][Batch 329], Speed: 236.002 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.516 [Epoch 26][Batch 339], Speed: 239.104 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.516 [Epoch 26][Batch 349], Speed: 227.268 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.516 [Epoch 26][Batch 359], Speed: 248.899 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.515 [Epoch 26][Batch 369], Speed: 268.161 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.515 [Epoch 26][Batch 379], Speed: 236.102 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.515 [Epoch 26][Batch 389], Speed: 236.723 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.515 [Epoch 26][Batch 399], Speed: 243.673 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.514 [Epoch 26][Batch 409], Speed: 220.992 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.514 [Epoch 26][Batch 419], Speed: 248.009 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.514 [Epoch 26][Batch 429], Speed: 270.632 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.514 [Epoch 26][Batch 439], Speed: 271.114 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.513 [Epoch 26][Batch 449], Speed: 236.647 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.513 [Epoch 26][Batch 459], Speed: 235.759 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.513 [Epoch 26][Batch 469], Speed: 246.295 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.512 [Epoch 26][Batch 479], Speed: 251.972 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.512 [Epoch 26][Batch 489], Speed: 262.132 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.512 [Epoch 26][Batch 499], Speed: 234.609 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.512 [Epoch 26][Batch 509], Speed: 235.554 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.511 [Epoch 26][Batch 519], Speed: 249.228 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.511 [Epoch 26][Batch 529], Speed: 243.975 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.511 [Epoch 26][Batch 539], Speed: 253.210 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.511 [Epoch 26][Batch 549], Speed: 249.560 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.510 [Epoch 26][Batch 559], Speed: 227.856 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.510 [Epoch 26][Batch 569], Speed: 237.395 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.510 [Epoch 26][Batch 579], Speed: 238.496 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.510 [Epoch 26][Batch 589], Speed: 233.105 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.509 [Epoch 26][Batch 599], Speed: 243.901 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.509 [Epoch 26][Batch 609], Speed: 273.437 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.509 [Epoch 26][Batch 619], Speed: 232.893 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.509 [Epoch 26][Batch 629], Speed: 243.575 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.508 [Epoch 26][Batch 639], Speed: 236.392 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.508 [Epoch 26][Batch 649], Speed: 250.964 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.508 [Epoch 26][Batch 659], Speed: 248.984 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.508 [Epoch 26][Batch 669], Speed: 272.632 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.507 [Epoch 26][Batch 679], Speed: 242.301 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.507 [Epoch 26][Batch 689], Speed: 231.779 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.507 [Epoch 26][Batch 699], Speed: 229.604 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.506 [Epoch 26][Batch 709], Speed: 245.204 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.506 [Epoch 26][Batch 719], Speed: 266.595 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.506 [Epoch 26][Batch 729], Speed: 275.349 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.506 [Epoch 26][Batch 739], Speed: 253.095 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.505 [Epoch 26][Batch 749], Speed: 238.140 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.505 [Epoch 26][Batch 759], Speed: 240.436 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.505 [Epoch 26][Batch 769], Speed: 235.519 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.505 [Epoch 26][Batch 779], Speed: 256.661 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.504 [Epoch 26][Batch 789], Speed: 262.294 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.504 [Epoch 26][Batch 799], Speed: 226.274 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.504 [Epoch 26][Batch 809], Speed: 244.493 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.504 [Epoch 26][Batch 819], Speed: 255.986 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.503 [Epoch 26][Batch 829], Speed: 247.502 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.503 [Epoch 26][Batch 839], Speed: 263.352 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.503 [Epoch 26][Batch 849], Speed: 282.141 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.503 [Epoch 26][Batch 859], Speed: 252.267 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.502 [Epoch 26][Batch 869], Speed: 244.941 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.502 [Epoch 26][Batch 879], Speed: 252.127 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.502 [Epoch 26][Batch 889], Speed: 255.243 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.502 [Epoch 26][Batch 899], Speed: 289.871 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.501 [Epoch 26][Batch 909], Speed: 278.240 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.501 [Epoch 26] Training cost: 493.600, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.501 [Epoch 27][Batch 9], Speed: 148.193 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.501 [Epoch 27][Batch 19], Speed: 210.700 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.500 [Epoch 27][Batch 29], Speed: 249.469 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.500 [Epoch 27][Batch 39], Speed: 251.773 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.500 [Epoch 27][Batch 49], Speed: 265.355 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.500 [Epoch 27][Batch 59], Speed: 234.437 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 27][Batch 69], Speed: 279.544 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 27][Batch 79], Speed: 248.496 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 27][Batch 89], Speed: 252.179 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.499 [Epoch 27][Batch 99], Speed: 227.753 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.498 [Epoch 27][Batch 109], Speed: 243.073 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.498 [Epoch 27][Batch 119], Speed: 241.301 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.498 [Epoch 27][Batch 129], Speed: 261.743 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.498 [Epoch 27][Batch 139], Speed: 257.050 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.497 [Epoch 27][Batch 149], Speed: 235.644 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.497 [Epoch 27][Batch 159], Speed: 224.457 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.497 [Epoch 27][Batch 169], Speed: 246.818 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.237, HeatmapFocal=2.497 [Epoch 27][Batch 179], Speed: 240.508 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.496 [Epoch 27][Batch 189], Speed: 291.303 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.496 [Epoch 27][Batch 199], Speed: 240.068 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.496 [Epoch 27][Batch 209], Speed: 236.114 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.496 [Epoch 27][Batch 219], Speed: 225.781 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.237, HeatmapFocal=2.495 [Epoch 27][Batch 229], Speed: 237.776 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.495 [Epoch 27][Batch 239], Speed: 230.901 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.495 [Epoch 27][Batch 249], Speed: 226.919 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.495 [Epoch 27][Batch 259], Speed: 215.089 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.237, HeatmapFocal=2.494 [Epoch 27][Batch 269], Speed: 233.877 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.494 [Epoch 27][Batch 279], Speed: 228.606 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.494 [Epoch 27][Batch 289], Speed: 237.886 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.494 [Epoch 27][Batch 299], Speed: 222.041 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.493 [Epoch 27][Batch 309], Speed: 234.373 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.493 [Epoch 27][Batch 319], Speed: 237.553 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.493 [Epoch 27][Batch 329], Speed: 237.463 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.493 [Epoch 27][Batch 339], Speed: 234.737 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.492 [Epoch 27][Batch 349], Speed: 245.561 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.492 [Epoch 27][Batch 359], Speed: 232.498 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.492 [Epoch 27][Batch 369], Speed: 246.526 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.492 [Epoch 27][Batch 379], Speed: 241.874 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.491 [Epoch 27][Batch 389], Speed: 219.480 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.491 [Epoch 27][Batch 399], Speed: 224.544 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.491 [Epoch 27][Batch 409], Speed: 245.475 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.491 [Epoch 27][Batch 419], Speed: 219.481 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 27][Batch 429], Speed: 248.408 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 27][Batch 439], Speed: 251.192 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 27][Batch 449], Speed: 242.572 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.490 [Epoch 27][Batch 459], Speed: 230.195 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.489 [Epoch 27][Batch 469], Speed: 245.865 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.489 [Epoch 27][Batch 479], Speed: 240.565 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.489 [Epoch 27][Batch 489], Speed: 247.709 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.489 [Epoch 27][Batch 499], Speed: 239.897 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.488 [Epoch 27][Batch 509], Speed: 237.131 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.488 [Epoch 27][Batch 519], Speed: 218.857 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.488 [Epoch 27][Batch 529], Speed: 255.591 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.488 [Epoch 27][Batch 539], Speed: 250.831 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 27][Batch 549], Speed: 237.300 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 27][Batch 559], Speed: 248.374 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 27][Batch 569], Speed: 229.851 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.487 [Epoch 27][Batch 579], Speed: 236.100 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 27][Batch 589], Speed: 248.958 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 27][Batch 599], Speed: 231.817 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 27][Batch 609], Speed: 231.684 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 27][Batch 619], Speed: 253.447 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.486 [Epoch 27][Batch 629], Speed: 243.775 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.485 [Epoch 27][Batch 639], Speed: 234.029 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.485 [Epoch 27][Batch 649], Speed: 232.930 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.485 [Epoch 27][Batch 659], Speed: 234.221 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.485 [Epoch 27][Batch 669], Speed: 235.955 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 27][Batch 679], Speed: 231.300 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 27][Batch 689], Speed: 254.328 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 27][Batch 699], Speed: 233.724 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.484 [Epoch 27][Batch 709], Speed: 231.666 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.483 [Epoch 27][Batch 719], Speed: 241.630 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.483 [Epoch 27][Batch 729], Speed: 232.453 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.483 [Epoch 27][Batch 739], Speed: 234.733 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.483 [Epoch 27][Batch 749], Speed: 244.198 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 27][Batch 759], Speed: 229.844 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 27][Batch 769], Speed: 233.954 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 27][Batch 779], Speed: 221.096 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.482 [Epoch 27][Batch 789], Speed: 241.069 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.481 [Epoch 27][Batch 799], Speed: 247.497 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.481 [Epoch 27][Batch 809], Speed: 239.434 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.481 [Epoch 27][Batch 819], Speed: 245.891 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.481 [Epoch 27][Batch 829], Speed: 252.213 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.480 [Epoch 27][Batch 839], Speed: 282.705 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.480 [Epoch 27][Batch 849], Speed: 246.959 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.480 [Epoch 27][Batch 859], Speed: 257.917 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.480 [Epoch 27][Batch 869], Speed: 258.834 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 27][Batch 879], Speed: 244.373 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 27][Batch 889], Speed: 254.310 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 27][Batch 899], Speed: 264.384 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 27][Batch 909], Speed: 269.753 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.479 [Epoch 27] Training cost: 493.813, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.478 [Epoch 28][Batch 9], Speed: 172.554 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.239, HeatmapFocal=2.478 [Epoch 28][Batch 19], Speed: 166.288 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.478 [Epoch 28][Batch 29], Speed: 264.616 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.237, HeatmapFocal=2.478 [Epoch 28][Batch 39], Speed: 237.435 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.477 [Epoch 28][Batch 49], Speed: 246.498 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.237, HeatmapFocal=2.477 [Epoch 28][Batch 59], Speed: 256.087 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.237, HeatmapFocal=2.477 [Epoch 28][Batch 69], Speed: 260.183 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.236, HeatmapFocal=2.477 [Epoch 28][Batch 79], Speed: 276.115 samples/sec, LR=0.0005, WHL1=0.364, CenterRegL1=0.236, HeatmapFocal=2.476 [Epoch 28][Batch 89], Speed: 249.862 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.236, HeatmapFocal=2.476 [Epoch 28][Batch 99], Speed: 228.151 samples/sec, LR=0.0005, WHL1=0.363, CenterRegL1=0.236, HeatmapFocal=2.476 [Epoch 28][Batch 109], Speed: 227.317 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.236, HeatmapFocal=2.476 [Epoch 28][Batch 119], Speed: 247.415 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.236, HeatmapFocal=2.475 [Epoch 28][Batch 129], Speed: 277.590 samples/sec, LR=0.0005, WHL1=0.362, CenterRegL1=0.236, HeatmapFocal=2.475 [Epoch 28][Batch 139], Speed: 234.076 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.236, HeatmapFocal=2.475 [Epoch 28][Batch 149], Speed: 244.716 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.236, HeatmapFocal=2.475 [Epoch 28][Batch 159], Speed: 231.107 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 28][Batch 169], Speed: 232.890 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 28][Batch 179], Speed: 236.438 samples/sec, LR=0.0005, WHL1=0.361, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 28][Batch 189], Speed: 255.621 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 28][Batch 199], Speed: 261.593 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.474 [Epoch 28][Batch 209], Speed: 243.208 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.473 [Epoch 28][Batch 219], Speed: 231.366 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.473 [Epoch 28][Batch 229], Speed: 241.462 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.473 [Epoch 28][Batch 239], Speed: 255.358 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.473 [Epoch 28][Batch 249], Speed: 239.859 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.472 [Epoch 28][Batch 259], Speed: 271.438 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.472 [Epoch 28][Batch 269], Speed: 248.784 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.472 [Epoch 28][Batch 279], Speed: 233.280 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.472 [Epoch 28][Batch 289], Speed: 229.554 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.471 [Epoch 28][Batch 299], Speed: 266.699 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.471 [Epoch 28][Batch 309], Speed: 249.758 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.471 [Epoch 28][Batch 319], Speed: 259.657 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.471 [Epoch 28][Batch 329], Speed: 238.928 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 28][Batch 339], Speed: 234.814 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 28][Batch 349], Speed: 235.521 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 28][Batch 359], Speed: 247.530 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 28][Batch 369], Speed: 249.309 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.470 [Epoch 28][Batch 379], Speed: 268.584 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.469 [Epoch 28][Batch 389], Speed: 242.014 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.469 [Epoch 28][Batch 399], Speed: 236.642 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.469 [Epoch 28][Batch 409], Speed: 245.575 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.469 [Epoch 28][Batch 419], Speed: 234.383 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 28][Batch 429], Speed: 243.309 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 28][Batch 439], Speed: 258.090 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 28][Batch 449], Speed: 226.172 samples/sec, LR=0.0005, WHL1=0.360, CenterRegL1=0.237, HeatmapFocal=2.468 [Epoch 28][Batch 459], Speed: 219.345 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 28][Batch 469], Speed: 250.304 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 28][Batch 479], Speed: 237.741 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 28][Batch 489], Speed: 237.251 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 28][Batch 499], Speed: 263.441 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.467 [Epoch 28][Batch 509], Speed: 244.743 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 28][Batch 519], Speed: 221.565 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 28][Batch 529], Speed: 247.057 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 28][Batch 539], Speed: 243.772 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.466 [Epoch 28][Batch 549], Speed: 226.846 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.465 [Epoch 28][Batch 559], Speed: 263.199 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.465 [Epoch 28][Batch 569], Speed: 237.129 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.465 [Epoch 28][Batch 579], Speed: 230.155 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.465 [Epoch 28][Batch 589], Speed: 235.010 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.464 [Epoch 28][Batch 599], Speed: 244.620 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.464 [Epoch 28][Batch 609], Speed: 244.475 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.464 [Epoch 28][Batch 619], Speed: 260.346 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.464 [Epoch 28][Batch 629], Speed: 244.889 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.464 [Epoch 28][Batch 639], Speed: 235.318 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.463 [Epoch 28][Batch 649], Speed: 250.344 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.463 [Epoch 28][Batch 659], Speed: 236.180 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.463 [Epoch 28][Batch 669], Speed: 238.712 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.463 [Epoch 28][Batch 679], Speed: 264.953 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.462 [Epoch 28][Batch 689], Speed: 237.707 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.462 [Epoch 28][Batch 699], Speed: 231.932 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.462 [Epoch 28][Batch 709], Speed: 242.783 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.462 [Epoch 28][Batch 719], Speed: 225.848 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.461 [Epoch 28][Batch 729], Speed: 247.490 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.461 [Epoch 28][Batch 739], Speed: 286.494 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.461 [Epoch 28][Batch 749], Speed: 243.626 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.461 [Epoch 28][Batch 759], Speed: 222.149 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.461 [Epoch 28][Batch 769], Speed: 247.929 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 28][Batch 779], Speed: 233.464 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 28][Batch 789], Speed: 249.732 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 28][Batch 799], Speed: 264.549 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.460 [Epoch 28][Batch 809], Speed: 245.173 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 28][Batch 819], Speed: 248.164 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 28][Batch 829], Speed: 243.383 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 28][Batch 839], Speed: 252.361 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 28][Batch 849], Speed: 256.705 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.459 [Epoch 28][Batch 859], Speed: 265.224 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.458 [Epoch 28][Batch 869], Speed: 238.503 samples/sec, LR=0.0005, WHL1=0.358, CenterRegL1=0.237, HeatmapFocal=2.458 [Epoch 28][Batch 879], Speed: 248.333 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.458 [Epoch 28][Batch 889], Speed: 248.884 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.458 [Epoch 28][Batch 899], Speed: 275.514 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.457 [Epoch 28][Batch 909], Speed: 284.702 samples/sec, LR=0.0005, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.457 [Epoch 28] Training cost: 490.618, WHL1=0.359, CenterRegL1=0.237, HeatmapFocal=2.457 [Epoch 29][Batch 9], Speed: 127.170 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.457 [Epoch 29][Batch 19], Speed: 161.025 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.457 [Epoch 29][Batch 29], Speed: 256.075 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.456 [Epoch 29][Batch 39], Speed: 250.980 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.238, HeatmapFocal=2.456 [Epoch 29][Batch 49], Speed: 231.043 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.456 [Epoch 29][Batch 59], Speed: 265.962 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.456 [Epoch 29][Batch 69], Speed: 282.363 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.455 [Epoch 29][Batch 79], Speed: 253.212 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.455 [Epoch 29][Batch 89], Speed: 238.182 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.455 [Epoch 29][Batch 99], Speed: 231.164 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.455 [Epoch 29][Batch 109], Speed: 246.916 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.454 [Epoch 29][Batch 119], Speed: 244.920 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.454 [Epoch 29][Batch 129], Speed: 273.585 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.454 [Epoch 29][Batch 139], Speed: 280.853 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.454 [Epoch 29][Batch 149], Speed: 238.824 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.454 [Epoch 29][Batch 159], Speed: 219.573 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 29][Batch 169], Speed: 244.079 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 29][Batch 179], Speed: 254.071 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 29][Batch 189], Speed: 255.024 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.453 [Epoch 29][Batch 199], Speed: 247.016 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 29][Batch 209], Speed: 241.118 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 29][Batch 219], Speed: 222.894 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 29][Batch 229], Speed: 237.581 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 29][Batch 239], Speed: 274.352 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.452 [Epoch 29][Batch 249], Speed: 250.253 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.451 [Epoch 29][Batch 259], Speed: 257.679 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.237, HeatmapFocal=2.451 [Epoch 29][Batch 269], Speed: 226.131 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.237, HeatmapFocal=2.451 [Epoch 29][Batch 279], Speed: 220.255 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.451 [Epoch 29][Batch 289], Speed: 235.699 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.450 [Epoch 29][Batch 299], Speed: 247.619 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.450 [Epoch 29][Batch 309], Speed: 242.451 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.450 [Epoch 29][Batch 319], Speed: 227.356 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.450 [Epoch 29][Batch 329], Speed: 248.620 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.450 [Epoch 29][Batch 339], Speed: 223.240 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.449 [Epoch 29][Batch 349], Speed: 230.842 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.449 [Epoch 29][Batch 359], Speed: 263.969 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.449 [Epoch 29][Batch 369], Speed: 249.113 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.449 [Epoch 29][Batch 379], Speed: 272.938 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.448 [Epoch 29][Batch 389], Speed: 219.538 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.448 [Epoch 29][Batch 399], Speed: 225.235 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.448 [Epoch 29][Batch 409], Speed: 239.405 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.448 [Epoch 29][Batch 419], Speed: 258.001 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.448 [Epoch 29][Batch 429], Speed: 254.213 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.447 [Epoch 29][Batch 439], Speed: 259.134 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.447 [Epoch 29][Batch 449], Speed: 238.834 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.447 [Epoch 29][Batch 459], Speed: 239.215 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.447 [Epoch 29][Batch 469], Speed: 225.175 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.446 [Epoch 29][Batch 479], Speed: 268.176 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.446 [Epoch 29][Batch 489], Speed: 244.766 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.446 [Epoch 29][Batch 499], Speed: 274.186 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.446 [Epoch 29][Batch 509], Speed: 237.242 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.446 [Epoch 29][Batch 519], Speed: 238.148 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.445 [Epoch 29][Batch 529], Speed: 244.466 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.445 [Epoch 29][Batch 539], Speed: 256.251 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.445 [Epoch 29][Batch 549], Speed: 234.275 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.445 [Epoch 29][Batch 559], Speed: 252.889 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.444 [Epoch 29][Batch 569], Speed: 234.660 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.444 [Epoch 29][Batch 579], Speed: 236.659 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.444 [Epoch 29][Batch 589], Speed: 237.418 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.444 [Epoch 29][Batch 599], Speed: 271.120 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.444 [Epoch 29][Batch 609], Speed: 221.388 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.443 [Epoch 29][Batch 619], Speed: 270.221 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.443 [Epoch 29][Batch 629], Speed: 228.294 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.443 [Epoch 29][Batch 639], Speed: 226.417 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.443 [Epoch 29][Batch 649], Speed: 248.716 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.442 [Epoch 29][Batch 659], Speed: 274.424 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.442 [Epoch 29][Batch 669], Speed: 254.710 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.442 [Epoch 29][Batch 679], Speed: 254.247 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.442 [Epoch 29][Batch 689], Speed: 241.510 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.442 [Epoch 29][Batch 699], Speed: 229.195 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.441 [Epoch 29][Batch 709], Speed: 225.496 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.441 [Epoch 29][Batch 719], Speed: 271.063 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.441 [Epoch 29][Batch 729], Speed: 259.474 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.441 [Epoch 29][Batch 739], Speed: 262.622 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.441 [Epoch 29][Batch 749], Speed: 255.133 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.440 [Epoch 29][Batch 759], Speed: 235.875 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.440 [Epoch 29][Batch 769], Speed: 226.810 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.440 [Epoch 29][Batch 779], Speed: 269.028 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.440 [Epoch 29][Batch 789], Speed: 260.506 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.439 [Epoch 29][Batch 799], Speed: 241.614 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.439 [Epoch 29][Batch 809], Speed: 272.312 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.439 [Epoch 29][Batch 819], Speed: 249.528 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.439 [Epoch 29][Batch 829], Speed: 243.044 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.439 [Epoch 29][Batch 839], Speed: 280.547 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.438 [Epoch 29][Batch 849], Speed: 284.733 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.438 [Epoch 29][Batch 859], Speed: 262.384 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.438 [Epoch 29][Batch 869], Speed: 277.729 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.438 [Epoch 29][Batch 879], Speed: 271.137 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.438 [Epoch 29][Batch 889], Speed: 228.053 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.437 [Epoch 29][Batch 899], Speed: 254.264 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.437 [Epoch 29][Batch 909], Speed: 261.865 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.437 [Epoch 29] Training cost: 491.075, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.437 [Epoch 30][Batch 9], Speed: 119.854 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.437 [Epoch 30][Batch 19], Speed: 175.254 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.436 [Epoch 30][Batch 29], Speed: 238.337 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.436 [Epoch 30][Batch 39], Speed: 231.613 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.436 [Epoch 30][Batch 49], Speed: 240.539 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.436 [Epoch 30][Batch 59], Speed: 258.802 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.435 [Epoch 30][Batch 69], Speed: 270.485 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.435 [Epoch 30][Batch 79], Speed: 277.335 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.435 [Epoch 30][Batch 89], Speed: 235.745 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.435 [Epoch 30][Batch 99], Speed: 234.211 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.435 [Epoch 30][Batch 109], Speed: 247.641 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.434 [Epoch 30][Batch 119], Speed: 235.133 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.434 [Epoch 30][Batch 129], Speed: 260.577 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.434 [Epoch 30][Batch 139], Speed: 274.011 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.434 [Epoch 30][Batch 149], Speed: 231.523 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.434 [Epoch 30][Batch 159], Speed: 232.325 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.433 [Epoch 30][Batch 169], Speed: 229.828 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.433 [Epoch 30][Batch 179], Speed: 273.205 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.433 [Epoch 30][Batch 189], Speed: 264.360 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.433 [Epoch 30][Batch 199], Speed: 258.043 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.432 [Epoch 30][Batch 209], Speed: 235.843 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.432 [Epoch 30][Batch 219], Speed: 251.337 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.432 [Epoch 30][Batch 229], Speed: 224.048 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.432 [Epoch 30][Batch 239], Speed: 283.622 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.432 [Epoch 30][Batch 249], Speed: 260.831 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.431 [Epoch 30][Batch 259], Speed: 257.134 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.431 [Epoch 30][Batch 269], Speed: 250.850 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.431 [Epoch 30][Batch 279], Speed: 232.132 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.431 [Epoch 30][Batch 289], Speed: 249.831 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.431 [Epoch 30][Batch 299], Speed: 267.297 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.430 [Epoch 30][Batch 309], Speed: 267.198 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.430 [Epoch 30][Batch 319], Speed: 266.241 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.430 [Epoch 30][Batch 329], Speed: 241.422 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.430 [Epoch 30][Batch 339], Speed: 246.534 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.429 [Epoch 30][Batch 349], Speed: 247.445 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.429 [Epoch 30][Batch 359], Speed: 282.888 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.429 [Epoch 30][Batch 369], Speed: 266.759 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.429 [Epoch 30][Batch 379], Speed: 275.708 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.429 [Epoch 30][Batch 389], Speed: 229.621 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.428 [Epoch 30][Batch 399], Speed: 240.930 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.428 [Epoch 30][Batch 409], Speed: 244.017 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.428 [Epoch 30][Batch 419], Speed: 261.557 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.428 [Epoch 30][Batch 429], Speed: 290.617 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.428 [Epoch 30][Batch 439], Speed: 241.650 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.427 [Epoch 30][Batch 449], Speed: 233.199 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.427 [Epoch 30][Batch 459], Speed: 234.764 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.427 [Epoch 30][Batch 469], Speed: 250.519 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.427 [Epoch 30][Batch 479], Speed: 266.966 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.427 [Epoch 30][Batch 489], Speed: 271.206 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.426 [Epoch 30][Batch 499], Speed: 271.297 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.426 [Epoch 30][Batch 509], Speed: 243.309 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.426 [Epoch 30][Batch 519], Speed: 243.977 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.426 [Epoch 30][Batch 529], Speed: 247.964 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.425 [Epoch 30][Batch 539], Speed: 264.291 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.425 [Epoch 30][Batch 549], Speed: 276.425 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.425 [Epoch 30][Batch 559], Speed: 245.675 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.425 [Epoch 30][Batch 569], Speed: 230.640 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.425 [Epoch 30][Batch 579], Speed: 218.026 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.424 [Epoch 30][Batch 589], Speed: 231.437 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.424 [Epoch 30][Batch 599], Speed: 257.643 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.424 [Epoch 30][Batch 609], Speed: 277.968 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.424 [Epoch 30][Batch 619], Speed: 268.951 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.424 [Epoch 30][Batch 629], Speed: 233.781 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.423 [Epoch 30][Batch 639], Speed: 240.877 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.423 [Epoch 30][Batch 649], Speed: 239.755 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.423 [Epoch 30][Batch 659], Speed: 274.086 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.423 [Epoch 30][Batch 669], Speed: 274.928 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.423 [Epoch 30][Batch 679], Speed: 275.370 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 30][Batch 689], Speed: 232.659 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 30][Batch 699], Speed: 262.806 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 30][Batch 709], Speed: 251.349 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 30][Batch 719], Speed: 273.387 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.422 [Epoch 30][Batch 729], Speed: 272.077 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 30][Batch 739], Speed: 273.238 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 30][Batch 749], Speed: 229.642 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 30][Batch 759], Speed: 257.818 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 30][Batch 769], Speed: 237.963 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.421 [Epoch 30][Batch 779], Speed: 272.240 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 30][Batch 789], Speed: 257.334 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 30][Batch 799], Speed: 282.514 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 30][Batch 809], Speed: 248.929 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 30][Batch 819], Speed: 271.932 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.420 [Epoch 30][Batch 829], Speed: 252.529 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 30][Batch 839], Speed: 255.471 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 30][Batch 849], Speed: 277.601 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 30][Batch 859], Speed: 282.274 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 30][Batch 869], Speed: 247.394 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.419 [Epoch 30][Batch 879], Speed: 268.614 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 30][Batch 889], Speed: 261.566 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 30][Batch 899], Speed: 268.817 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 30][Batch 909], Speed: 274.799 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 30] Training cost: 488.689, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.418 [Epoch 30] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.178 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.180 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.195 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.295 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.196 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.299 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.308 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.078 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.520 person=30.9 bicycle=12.0 car=16.7 motorcycle=16.5 airplane=36.9 bus=38.8 train=33.5 truck=12.7 boat=5.5 traffic light=7.7 fire hydrant=39.6 stop sign=42.7 parking meter=18.4 bench=7.4 bird=13.4 cat=31.1 dog=31.7 horse=31.7 sheep=26.1 cow=25.3 elephant=30.8 bear=41.5 zebra=46.9 giraffe=49.3 backpack=2.4 umbrella=17.3 handbag=1.0 tie=10.5 suitcase=10.9 frisbee=25.2 skis=5.9 snowboard=8.6 sports ball=12.4 kite=12.2 baseball bat=7.7 baseball glove=10.6 skateboard=25.4 surfboard=11.9 tennis racket=16.7 bottle=12.7 wine glass=12.3 cup=16.0 fork=4.3 knife=2.2 spoon=2.1 bowl=18.3 banana=8.8 apple=5.5 sandwich=17.7 orange=14.5 broccoli=11.3 carrot=5.7 hot dog=9.6 pizza=29.8 donut=20.4 cake=14.9 chair=9.8 couch=21.2 potted plant=8.6 bed=11.6 dining table=9.3 toilet=40.5 tv=34.7 laptop=33.2 mouse=26.2 remote=2.7 keyboard=23.2 cell phone=12.0 microwave=25.9 oven=16.9 toaster=0.4 sink=16.8 refrigerator=26.3 book=1.0 clock=25.8 vase=15.3 scissors=2.1 teddy bear=22.5 hair drier=0.0 toothbrush=2.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =17.8 [Epoch 31][Batch 9], Speed: 128.441 samples/sec, LR=0.0005, WHL1=0.357, CenterRegL1=0.236, HeatmapFocal=2.417 [Epoch 31][Batch 19], Speed: 151.675 samples/sec, LR=0.0005, WHL1=0.355, CenterRegL1=0.236, HeatmapFocal=2.417 [Epoch 31][Batch 29], Speed: 249.930 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.236, HeatmapFocal=2.417 [Epoch 31][Batch 39], Speed: 230.048 samples/sec, LR=0.0005, WHL1=0.356, CenterRegL1=0.236, HeatmapFocal=2.417 [Epoch 31][Batch 49], Speed: 234.712 samples/sec, LR=0.0005, WHL1=0.354, CenterRegL1=0.235, HeatmapFocal=2.417 [Epoch 31][Batch 59], Speed: 270.285 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.235, HeatmapFocal=2.416 [Epoch 31][Batch 69], Speed: 275.509 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.235, HeatmapFocal=2.416 [Epoch 31][Batch 79], Speed: 264.254 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.235, HeatmapFocal=2.416 [Epoch 31][Batch 89], Speed: 230.552 samples/sec, LR=0.0005, WHL1=0.353, CenterRegL1=0.236, HeatmapFocal=2.416 [Epoch 31][Batch 99], Speed: 223.475 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.416 [Epoch 31][Batch 109], Speed: 227.918 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.415 [Epoch 31][Batch 119], Speed: 236.643 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.415 [Epoch 31][Batch 129], Speed: 276.098 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.415 [Epoch 31][Batch 139], Speed: 259.886 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.415 [Epoch 31][Batch 149], Speed: 240.515 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.415 [Epoch 31][Batch 159], Speed: 222.876 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.414 [Epoch 31][Batch 169], Speed: 245.609 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.414 [Epoch 31][Batch 179], Speed: 233.083 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.414 [Epoch 31][Batch 189], Speed: 254.144 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.414 [Epoch 31][Batch 199], Speed: 270.647 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.413 [Epoch 31][Batch 209], Speed: 239.875 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.413 [Epoch 31][Batch 219], Speed: 234.629 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.413 [Epoch 31][Batch 229], Speed: 243.623 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.413 [Epoch 31][Batch 239], Speed: 253.929 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.413 [Epoch 31][Batch 249], Speed: 252.286 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.412 [Epoch 31][Batch 259], Speed: 271.655 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.412 [Epoch 31][Batch 269], Speed: 236.721 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.412 [Epoch 31][Batch 279], Speed: 229.958 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.412 [Epoch 31][Batch 289], Speed: 233.238 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.412 [Epoch 31][Batch 299], Speed: 254.213 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.411 [Epoch 31][Batch 309], Speed: 245.587 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.411 [Epoch 31][Batch 319], Speed: 279.935 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.411 [Epoch 31][Batch 329], Speed: 257.966 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.411 [Epoch 31][Batch 339], Speed: 231.058 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.411 [Epoch 31][Batch 349], Speed: 233.439 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 31][Batch 359], Speed: 237.333 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 31][Batch 369], Speed: 256.830 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 31][Batch 379], Speed: 279.621 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 31][Batch 389], Speed: 228.318 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.410 [Epoch 31][Batch 399], Speed: 237.732 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.409 [Epoch 31][Batch 409], Speed: 220.136 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.409 [Epoch 31][Batch 419], Speed: 252.237 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.409 [Epoch 31][Batch 429], Speed: 251.929 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.409 [Epoch 31][Batch 439], Speed: 272.779 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.409 [Epoch 31][Batch 449], Speed: 237.037 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 459], Speed: 212.696 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 469], Speed: 243.497 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 479], Speed: 253.426 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 489], Speed: 231.534 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 499], Speed: 260.048 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.408 [Epoch 31][Batch 509], Speed: 237.133 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.407 [Epoch 31][Batch 519], Speed: 222.403 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.407 [Epoch 31][Batch 529], Speed: 241.255 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.407 [Epoch 31][Batch 539], Speed: 245.955 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.407 [Epoch 31][Batch 549], Speed: 234.428 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.407 [Epoch 31][Batch 559], Speed: 262.514 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.406 [Epoch 31][Batch 569], Speed: 240.863 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.406 [Epoch 31][Batch 579], Speed: 214.070 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.406 [Epoch 31][Batch 589], Speed: 239.241 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.406 [Epoch 31][Batch 599], Speed: 254.379 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.406 [Epoch 31][Batch 609], Speed: 241.721 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.405 [Epoch 31][Batch 619], Speed: 271.985 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.405 [Epoch 31][Batch 629], Speed: 237.009 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.405 [Epoch 31][Batch 639], Speed: 229.277 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.405 [Epoch 31][Batch 649], Speed: 248.382 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.405 [Epoch 31][Batch 659], Speed: 240.443 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.404 [Epoch 31][Batch 669], Speed: 249.959 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.404 [Epoch 31][Batch 679], Speed: 240.748 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.404 [Epoch 31][Batch 689], Speed: 228.757 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.404 [Epoch 31][Batch 699], Speed: 219.504 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.404 [Epoch 31][Batch 709], Speed: 246.522 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.403 [Epoch 31][Batch 719], Speed: 254.992 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.403 [Epoch 31][Batch 729], Speed: 242.872 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.403 [Epoch 31][Batch 739], Speed: 224.602 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.403 [Epoch 31][Batch 749], Speed: 239.913 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.403 [Epoch 31][Batch 759], Speed: 228.115 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 769], Speed: 226.534 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 779], Speed: 250.814 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 789], Speed: 234.291 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 799], Speed: 253.579 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 809], Speed: 247.756 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.402 [Epoch 31][Batch 819], Speed: 263.942 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.401 [Epoch 31][Batch 829], Speed: 279.196 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.401 [Epoch 31][Batch 839], Speed: 275.334 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.401 [Epoch 31][Batch 849], Speed: 255.403 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.401 [Epoch 31][Batch 859], Speed: 257.010 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.401 [Epoch 31][Batch 869], Speed: 264.209 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.400 [Epoch 31][Batch 879], Speed: 246.465 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.400 [Epoch 31][Batch 889], Speed: 254.654 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.400 [Epoch 31][Batch 899], Speed: 246.207 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.400 [Epoch 31][Batch 909], Speed: 248.858 samples/sec, LR=0.0005, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.400 [Epoch 31] Training cost: 491.561, WHL1=0.352, CenterRegL1=0.236, HeatmapFocal=2.399 [Epoch 32][Batch 9], Speed: 108.445 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.237, HeatmapFocal=2.399 [Epoch 32][Batch 19], Speed: 188.698 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.237, HeatmapFocal=2.399 [Epoch 32][Batch 29], Speed: 265.617 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.399 [Epoch 32][Batch 39], Speed: 245.461 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.399 [Epoch 32][Batch 49], Speed: 270.143 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.399 [Epoch 32][Batch 59], Speed: 265.582 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.398 [Epoch 32][Batch 69], Speed: 258.030 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.398 [Epoch 32][Batch 79], Speed: 254.075 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.398 [Epoch 32][Batch 89], Speed: 252.625 samples/sec, LR=0.0005, WHL1=0.351, CenterRegL1=0.236, HeatmapFocal=2.398 [Epoch 32][Batch 99], Speed: 240.881 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.398 [Epoch 32][Batch 109], Speed: 235.399 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.237, HeatmapFocal=2.397 [Epoch 32][Batch 119], Speed: 239.382 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.397 [Epoch 32][Batch 129], Speed: 263.691 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.397 [Epoch 32][Batch 139], Speed: 250.320 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.397 [Epoch 32][Batch 149], Speed: 238.200 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.397 [Epoch 32][Batch 159], Speed: 236.207 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.396 [Epoch 32][Batch 169], Speed: 246.731 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.396 [Epoch 32][Batch 179], Speed: 249.490 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.396 [Epoch 32][Batch 189], Speed: 286.790 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.396 [Epoch 32][Batch 199], Speed: 250.962 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.396 [Epoch 32][Batch 209], Speed: 230.671 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.395 [Epoch 32][Batch 219], Speed: 220.416 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.395 [Epoch 32][Batch 229], Speed: 233.484 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.395 [Epoch 32][Batch 239], Speed: 244.684 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.395 [Epoch 32][Batch 249], Speed: 240.372 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.395 [Epoch 32][Batch 259], Speed: 271.774 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.394 [Epoch 32][Batch 269], Speed: 241.702 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.394 [Epoch 32][Batch 279], Speed: 234.786 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.394 [Epoch 32][Batch 289], Speed: 247.714 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.394 [Epoch 32][Batch 299], Speed: 240.132 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.394 [Epoch 32][Batch 309], Speed: 272.529 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.393 [Epoch 32][Batch 319], Speed: 256.673 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.393 [Epoch 32][Batch 329], Speed: 229.871 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.393 [Epoch 32][Batch 339], Speed: 235.177 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.393 [Epoch 32][Batch 349], Speed: 241.781 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.393 [Epoch 32][Batch 359], Speed: 246.276 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 369], Speed: 238.857 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 379], Speed: 254.908 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 389], Speed: 227.331 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 399], Speed: 228.647 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 409], Speed: 245.670 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.392 [Epoch 32][Batch 419], Speed: 238.011 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.391 [Epoch 32][Batch 429], Speed: 254.272 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.391 [Epoch 32][Batch 439], Speed: 249.274 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.391 [Epoch 32][Batch 449], Speed: 215.003 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.391 [Epoch 32][Batch 459], Speed: 219.559 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.391 [Epoch 32][Batch 469], Speed: 255.788 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.390 [Epoch 32][Batch 479], Speed: 259.458 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.390 [Epoch 32][Batch 489], Speed: 256.332 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.390 [Epoch 32][Batch 499], Speed: 232.076 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.390 [Epoch 32][Batch 509], Speed: 223.024 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.390 [Epoch 32][Batch 519], Speed: 231.978 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.389 [Epoch 32][Batch 529], Speed: 269.765 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.389 [Epoch 32][Batch 539], Speed: 254.581 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.389 [Epoch 32][Batch 549], Speed: 253.818 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.389 [Epoch 32][Batch 559], Speed: 253.377 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.389 [Epoch 32][Batch 569], Speed: 222.832 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 579], Speed: 229.405 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 589], Speed: 248.987 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 599], Speed: 253.108 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 609], Speed: 236.590 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 619], Speed: 244.635 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.388 [Epoch 32][Batch 629], Speed: 247.639 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.387 [Epoch 32][Batch 639], Speed: 232.286 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.387 [Epoch 32][Batch 649], Speed: 248.130 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.387 [Epoch 32][Batch 659], Speed: 250.559 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.387 [Epoch 32][Batch 669], Speed: 244.688 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.387 [Epoch 32][Batch 679], Speed: 276.535 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 689], Speed: 233.888 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 699], Speed: 227.886 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 709], Speed: 248.167 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 719], Speed: 231.898 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 729], Speed: 242.552 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.386 [Epoch 32][Batch 739], Speed: 267.321 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.385 [Epoch 32][Batch 749], Speed: 236.156 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.385 [Epoch 32][Batch 759], Speed: 219.423 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.385 [Epoch 32][Batch 769], Speed: 220.339 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.385 [Epoch 32][Batch 779], Speed: 235.578 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.385 [Epoch 32][Batch 789], Speed: 257.412 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 799], Speed: 274.038 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 809], Speed: 243.476 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 819], Speed: 241.821 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 829], Speed: 253.882 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 839], Speed: 253.301 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.384 [Epoch 32][Batch 849], Speed: 247.748 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.383 [Epoch 32][Batch 859], Speed: 265.138 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.383 [Epoch 32][Batch 869], Speed: 244.700 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.383 [Epoch 32][Batch 879], Speed: 266.687 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.383 [Epoch 32][Batch 889], Speed: 249.857 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.383 [Epoch 32][Batch 899], Speed: 267.522 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.382 [Epoch 32][Batch 909], Speed: 252.137 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.382 [Epoch 32] Training cost: 493.038, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.382 [Epoch 33][Batch 9], Speed: 144.044 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.382 [Epoch 33][Batch 19], Speed: 147.767 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.237, HeatmapFocal=2.382 [Epoch 33][Batch 29], Speed: 259.874 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.237, HeatmapFocal=2.382 [Epoch 33][Batch 39], Speed: 226.545 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.237, HeatmapFocal=2.381 [Epoch 33][Batch 49], Speed: 248.387 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.381 [Epoch 33][Batch 59], Speed: 272.389 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.381 [Epoch 33][Batch 69], Speed: 261.667 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.381 [Epoch 33][Batch 79], Speed: 251.069 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.381 [Epoch 33][Batch 89], Speed: 240.892 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 99], Speed: 239.983 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 109], Speed: 252.186 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 119], Speed: 249.334 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 129], Speed: 283.868 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 139], Speed: 257.221 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.380 [Epoch 33][Batch 149], Speed: 234.812 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.379 [Epoch 33][Batch 159], Speed: 247.392 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.379 [Epoch 33][Batch 169], Speed: 241.344 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.379 [Epoch 33][Batch 179], Speed: 252.923 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.379 [Epoch 33][Batch 189], Speed: 263.769 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.379 [Epoch 33][Batch 199], Speed: 251.397 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 209], Speed: 230.156 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 219], Speed: 239.266 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 229], Speed: 262.619 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 239], Speed: 248.974 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 249], Speed: 229.190 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.378 [Epoch 33][Batch 259], Speed: 270.621 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.377 [Epoch 33][Batch 269], Speed: 253.160 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.377 [Epoch 33][Batch 279], Speed: 244.526 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.377 [Epoch 33][Batch 289], Speed: 254.368 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.377 [Epoch 33][Batch 299], Speed: 251.507 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.377 [Epoch 33][Batch 309], Speed: 250.335 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.376 [Epoch 33][Batch 319], Speed: 276.435 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.376 [Epoch 33][Batch 329], Speed: 234.737 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.376 [Epoch 33][Batch 339], Speed: 260.284 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.376 [Epoch 33][Batch 349], Speed: 243.419 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.376 [Epoch 33][Batch 359], Speed: 234.268 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 369], Speed: 240.451 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 379], Speed: 265.721 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 389], Speed: 234.799 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 399], Speed: 256.405 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 409], Speed: 234.051 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.375 [Epoch 33][Batch 419], Speed: 247.824 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 429], Speed: 243.366 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 439], Speed: 258.402 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 449], Speed: 224.101 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 459], Speed: 240.872 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 469], Speed: 234.547 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.374 [Epoch 33][Batch 479], Speed: 240.049 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.373 [Epoch 33][Batch 489], Speed: 251.416 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.373 [Epoch 33][Batch 499], Speed: 283.661 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.373 [Epoch 33][Batch 509], Speed: 238.993 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.373 [Epoch 33][Batch 519], Speed: 258.588 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.373 [Epoch 33][Batch 529], Speed: 251.683 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 539], Speed: 244.156 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 549], Speed: 253.789 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 559], Speed: 273.940 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 569], Speed: 249.534 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 579], Speed: 259.450 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.372 [Epoch 33][Batch 589], Speed: 246.349 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 599], Speed: 248.460 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 609], Speed: 244.543 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 619], Speed: 274.834 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 629], Speed: 229.859 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 639], Speed: 240.551 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.371 [Epoch 33][Batch 649], Speed: 234.767 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.370 [Epoch 33][Batch 659], Speed: 244.277 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.370 [Epoch 33][Batch 669], Speed: 236.827 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.370 [Epoch 33][Batch 679], Speed: 253.907 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.370 [Epoch 33][Batch 689], Speed: 232.920 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.370 [Epoch 33][Batch 699], Speed: 260.215 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 709], Speed: 254.532 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 719], Speed: 240.058 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 729], Speed: 256.229 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 739], Speed: 256.294 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 749], Speed: 243.342 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.369 [Epoch 33][Batch 759], Speed: 252.154 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 769], Speed: 240.575 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 779], Speed: 236.920 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 789], Speed: 260.986 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 799], Speed: 285.670 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 809], Speed: 250.300 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.236, HeatmapFocal=2.368 [Epoch 33][Batch 819], Speed: 251.241 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.367 [Epoch 33][Batch 829], Speed: 243.157 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.367 [Epoch 33][Batch 839], Speed: 256.486 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.367 [Epoch 33][Batch 849], Speed: 260.968 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.367 [Epoch 33][Batch 859], Speed: 281.812 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.367 [Epoch 33][Batch 869], Speed: 235.537 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 33][Batch 879], Speed: 256.251 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 33][Batch 889], Speed: 255.580 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 33][Batch 899], Speed: 254.144 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 33][Batch 909], Speed: 262.914 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 33] Training cost: 492.862, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.366 [Epoch 34][Batch 9], Speed: 144.088 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.365 [Epoch 34][Batch 19], Speed: 173.380 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.365 [Epoch 34][Batch 29], Speed: 265.028 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.365 [Epoch 34][Batch 39], Speed: 234.071 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.365 [Epoch 34][Batch 49], Speed: 238.919 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.365 [Epoch 34][Batch 59], Speed: 245.984 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.365 [Epoch 34][Batch 69], Speed: 270.047 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.364 [Epoch 34][Batch 79], Speed: 269.841 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.364 [Epoch 34][Batch 89], Speed: 257.998 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.364 [Epoch 34][Batch 99], Speed: 217.611 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.364 [Epoch 34][Batch 109], Speed: 219.194 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.364 [Epoch 34][Batch 119], Speed: 240.660 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.364 [Epoch 34][Batch 129], Speed: 264.372 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 139], Speed: 262.553 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 149], Speed: 237.917 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 159], Speed: 247.412 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 169], Speed: 241.760 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 179], Speed: 233.202 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.363 [Epoch 34][Batch 189], Speed: 250.506 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.362 [Epoch 34][Batch 199], Speed: 266.068 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.362 [Epoch 34][Batch 209], Speed: 226.804 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.362 [Epoch 34][Batch 219], Speed: 244.750 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.362 [Epoch 34][Batch 229], Speed: 239.529 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.362 [Epoch 34][Batch 239], Speed: 244.403 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.361 [Epoch 34][Batch 249], Speed: 259.427 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.361 [Epoch 34][Batch 259], Speed: 244.311 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.235, HeatmapFocal=2.361 [Epoch 34][Batch 269], Speed: 230.793 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.361 [Epoch 34][Batch 279], Speed: 258.289 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.361 [Epoch 34][Batch 289], Speed: 245.135 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.361 [Epoch 34][Batch 299], Speed: 243.775 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 309], Speed: 255.230 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 319], Speed: 240.511 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 329], Speed: 241.431 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 339], Speed: 232.832 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 349], Speed: 238.792 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.360 [Epoch 34][Batch 359], Speed: 225.202 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.359 [Epoch 34][Batch 369], Speed: 250.079 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.359 [Epoch 34][Batch 379], Speed: 247.723 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.359 [Epoch 34][Batch 389], Speed: 252.465 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.359 [Epoch 34][Batch 399], Speed: 260.859 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.359 [Epoch 34][Batch 409], Speed: 238.925 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.359 [Epoch 34][Batch 419], Speed: 245.056 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 429], Speed: 269.297 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 439], Speed: 229.276 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 449], Speed: 233.385 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 459], Speed: 239.022 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 469], Speed: 252.620 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.358 [Epoch 34][Batch 479], Speed: 228.462 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 489], Speed: 256.322 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 499], Speed: 239.909 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 509], Speed: 237.430 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 519], Speed: 255.633 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 529], Speed: 232.570 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.357 [Epoch 34][Batch 539], Speed: 236.176 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 549], Speed: 273.816 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 559], Speed: 236.951 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 569], Speed: 247.650 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 579], Speed: 257.061 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 589], Speed: 250.385 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.356 [Epoch 34][Batch 599], Speed: 237.375 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 609], Speed: 255.005 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 619], Speed: 249.371 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 629], Speed: 230.244 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 639], Speed: 249.739 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 649], Speed: 246.041 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.355 [Epoch 34][Batch 659], Speed: 247.823 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 669], Speed: 256.716 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 679], Speed: 223.998 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 689], Speed: 241.205 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 699], Speed: 249.309 samples/sec, LR=0.0005, WHL1=0.348, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 709], Speed: 232.777 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.354 [Epoch 34][Batch 719], Speed: 249.891 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 729], Speed: 262.899 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 739], Speed: 252.269 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 749], Speed: 249.848 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 759], Speed: 255.359 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 769], Speed: 245.858 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.353 [Epoch 34][Batch 779], Speed: 242.381 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 789], Speed: 270.939 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 799], Speed: 264.322 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 809], Speed: 249.868 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 819], Speed: 256.977 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 829], Speed: 249.281 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.352 [Epoch 34][Batch 839], Speed: 279.520 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 849], Speed: 290.491 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 859], Speed: 259.676 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 869], Speed: 263.042 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 879], Speed: 250.060 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 889], Speed: 254.722 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.351 [Epoch 34][Batch 899], Speed: 265.873 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.350 [Epoch 34][Batch 909], Speed: 252.525 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.350 [Epoch 34] Training cost: 493.173, WHL1=0.347, CenterRegL1=0.236, HeatmapFocal=2.350 [Epoch 35][Batch 9], Speed: 125.860 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.234, HeatmapFocal=2.350 [Epoch 35][Batch 19], Speed: 243.151 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.234, HeatmapFocal=2.350 [Epoch 35][Batch 29], Speed: 258.181 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.234, HeatmapFocal=2.350 [Epoch 35][Batch 39], Speed: 243.184 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.349 [Epoch 35][Batch 49], Speed: 243.577 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.349 [Epoch 35][Batch 59], Speed: 265.747 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.349 [Epoch 35][Batch 69], Speed: 266.131 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.349 [Epoch 35][Batch 79], Speed: 243.814 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.349 [Epoch 35][Batch 89], Speed: 234.371 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.349 [Epoch 35][Batch 99], Speed: 217.362 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.348 [Epoch 35][Batch 109], Speed: 13.427 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.348 [Epoch 35][Batch 119], Speed: 235.728 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.348 [Epoch 35][Batch 129], Speed: 277.928 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.348 [Epoch 35][Batch 139], Speed: 206.314 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.348 [Epoch 35][Batch 149], Speed: 218.250 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.348 [Epoch 35][Batch 159], Speed: 221.104 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.347 [Epoch 35][Batch 169], Speed: 255.338 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.347 [Epoch 35][Batch 179], Speed: 250.813 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.235, HeatmapFocal=2.347 [Epoch 35][Batch 189], Speed: 251.559 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.347 [Epoch 35][Batch 199], Speed: 279.634 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.347 [Epoch 35][Batch 209], Speed: 231.395 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.347 [Epoch 35][Batch 219], Speed: 243.005 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 229], Speed: 270.745 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 239], Speed: 245.059 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 249], Speed: 253.975 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 259], Speed: 238.832 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 269], Speed: 249.475 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.346 [Epoch 35][Batch 279], Speed: 270.000 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 289], Speed: 257.466 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 299], Speed: 238.109 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 309], Speed: 233.221 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 319], Speed: 240.701 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 329], Speed: 240.778 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.345 [Epoch 35][Batch 339], Speed: 263.289 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.344 [Epoch 35][Batch 349], Speed: 244.420 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.344 [Epoch 35][Batch 359], Speed: 242.268 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.344 [Epoch 35][Batch 369], Speed: 267.199 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.344 [Epoch 35][Batch 379], Speed: 236.730 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.344 [Epoch 35][Batch 389], Speed: 231.803 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.344 [Epoch 35][Batch 399], Speed: 229.082 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 409], Speed: 237.152 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 419], Speed: 244.084 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 429], Speed: 279.879 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 439], Speed: 226.373 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 449], Speed: 228.077 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.343 [Epoch 35][Batch 459], Speed: 240.679 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.342 [Epoch 35][Batch 469], Speed: 246.912 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.342 [Epoch 35][Batch 479], Speed: 250.536 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.342 [Epoch 35][Batch 489], Speed: 264.315 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.342 [Epoch 35][Batch 499], Speed: 224.752 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.342 [Epoch 35][Batch 509], Speed: 239.003 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.342 [Epoch 35][Batch 519], Speed: 239.139 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.341 [Epoch 35][Batch 529], Speed: 232.191 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.341 [Epoch 35][Batch 539], Speed: 257.311 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.341 [Epoch 35][Batch 549], Speed: 256.438 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.341 [Epoch 35][Batch 559], Speed: 226.606 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.341 [Epoch 35][Batch 569], Speed: 245.675 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.341 [Epoch 35][Batch 579], Speed: 256.751 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 589], Speed: 240.308 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 599], Speed: 241.670 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 609], Speed: 265.530 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 619], Speed: 239.719 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 629], Speed: 233.274 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.340 [Epoch 35][Batch 639], Speed: 236.270 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 649], Speed: 260.661 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 659], Speed: 255.541 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 669], Speed: 264.865 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 679], Speed: 243.541 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 689], Speed: 239.075 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.339 [Epoch 35][Batch 699], Speed: 252.213 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 709], Speed: 233.360 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 719], Speed: 257.730 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 729], Speed: 236.884 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 739], Speed: 233.577 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 749], Speed: 238.363 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.338 [Epoch 35][Batch 759], Speed: 251.530 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 769], Speed: 228.329 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 779], Speed: 246.693 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 789], Speed: 243.351 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 799], Speed: 247.068 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 809], Speed: 245.084 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 819], Speed: 250.102 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.337 [Epoch 35][Batch 829], Speed: 267.635 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 839], Speed: 293.861 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 849], Speed: 273.073 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 859], Speed: 257.509 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 869], Speed: 251.313 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 879], Speed: 238.678 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.336 [Epoch 35][Batch 889], Speed: 263.617 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.335 [Epoch 35][Batch 899], Speed: 247.796 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.335 [Epoch 35][Batch 909], Speed: 260.854 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.335 [Epoch 35] Training cost: 523.526, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.335 [Epoch 36][Batch 9], Speed: 137.070 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.234, HeatmapFocal=2.335 [Epoch 36][Batch 19], Speed: 234.784 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.234, HeatmapFocal=2.335 [Epoch 36][Batch 29], Speed: 271.116 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.234, HeatmapFocal=2.335 [Epoch 36][Batch 39], Speed: 234.139 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 49], Speed: 283.962 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 59], Speed: 236.201 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 69], Speed: 286.350 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 79], Speed: 260.781 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 89], Speed: 215.426 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.334 [Epoch 36][Batch 99], Speed: 228.465 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 109], Speed: 253.630 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 119], Speed: 267.702 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 129], Speed: 274.001 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 139], Speed: 217.438 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 149], Speed: 215.372 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.333 [Epoch 36][Batch 159], Speed: 254.889 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 169], Speed: 248.456 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 179], Speed: 235.088 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 189], Speed: 240.963 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 199], Speed: 263.245 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 209], Speed: 246.466 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.332 [Epoch 36][Batch 219], Speed: 264.801 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 229], Speed: 271.467 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 239], Speed: 252.042 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 249], Speed: 252.435 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 259], Speed: 266.192 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 269], Speed: 226.959 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.331 [Epoch 36][Batch 279], Speed: 224.847 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.331 [Epoch 36][Batch 289], Speed: 250.496 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.330 [Epoch 36][Batch 299], Speed: 267.268 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.330 [Epoch 36][Batch 309], Speed: 233.314 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.330 [Epoch 36][Batch 319], Speed: 239.661 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.330 [Epoch 36][Batch 329], Speed: 222.268 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.330 [Epoch 36][Batch 339], Speed: 251.422 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.330 [Epoch 36][Batch 349], Speed: 261.445 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 359], Speed: 243.391 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 369], Speed: 244.090 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 379], Speed: 244.223 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 389], Speed: 225.006 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 399], Speed: 230.666 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.329 [Epoch 36][Batch 409], Speed: 264.801 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 419], Speed: 254.104 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 429], Speed: 244.762 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 439], Speed: 252.263 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 449], Speed: 235.719 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 459], Speed: 246.472 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 469], Speed: 267.793 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.328 [Epoch 36][Batch 479], Speed: 236.342 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 489], Speed: 241.831 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 499], Speed: 262.819 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 509], Speed: 226.547 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 519], Speed: 225.562 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 529], Speed: 243.523 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.327 [Epoch 36][Batch 539], Speed: 268.297 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 549], Speed: 249.719 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 559], Speed: 270.245 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 569], Speed: 222.103 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 579], Speed: 230.872 samples/sec, LR=0.0005, WHL1=0.345, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 589], Speed: 239.947 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 599], Speed: 248.295 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.326 [Epoch 36][Batch 609], Speed: 261.380 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 619], Speed: 272.084 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 629], Speed: 229.167 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 639], Speed: 244.890 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 649], Speed: 218.460 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 659], Speed: 238.133 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.325 [Epoch 36][Batch 669], Speed: 261.000 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 679], Speed: 244.148 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 689], Speed: 215.075 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 699], Speed: 232.443 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 709], Speed: 228.005 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 719], Speed: 248.907 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 729], Speed: 275.100 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.324 [Epoch 36][Batch 739], Speed: 237.208 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 749], Speed: 217.496 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 759], Speed: 225.109 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 769], Speed: 228.304 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 779], Speed: 227.891 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 789], Speed: 254.775 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.323 [Epoch 36][Batch 799], Speed: 251.503 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 809], Speed: 241.141 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 819], Speed: 270.005 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 829], Speed: 249.857 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 839], Speed: 261.403 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 849], Speed: 262.452 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.322 [Epoch 36][Batch 859], Speed: 259.465 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36][Batch 869], Speed: 235.656 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36][Batch 879], Speed: 269.859 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36][Batch 889], Speed: 234.007 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36][Batch 899], Speed: 283.398 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36][Batch 909], Speed: 248.168 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 36] Training cost: 524.609, WHL1=0.344, CenterRegL1=0.236, HeatmapFocal=2.321 [Epoch 37][Batch 9], Speed: 124.191 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.321 [Epoch 37][Batch 19], Speed: 198.211 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.320 [Epoch 37][Batch 29], Speed: 237.212 samples/sec, LR=0.0005, WHL1=0.346, CenterRegL1=0.236, HeatmapFocal=2.320 [Epoch 37][Batch 39], Speed: 261.299 samples/sec, LR=0.0005, WHL1=0.347, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 37][Batch 49], Speed: 266.113 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 37][Batch 59], Speed: 270.637 samples/sec, LR=0.0005, WHL1=0.344, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 37][Batch 69], Speed: 274.195 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.320 [Epoch 37][Batch 79], Speed: 233.648 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 89], Speed: 232.729 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 99], Speed: 242.974 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 109], Speed: 244.268 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 119], Speed: 261.509 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 129], Speed: 272.633 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.319 [Epoch 37][Batch 139], Speed: 277.893 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 149], Speed: 232.661 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 159], Speed: 243.873 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 169], Speed: 240.279 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 179], Speed: 247.100 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 189], Speed: 242.107 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 199], Speed: 272.492 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.318 [Epoch 37][Batch 209], Speed: 234.380 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 219], Speed: 233.767 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 229], Speed: 257.396 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 239], Speed: 240.435 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 249], Speed: 233.191 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 259], Speed: 253.421 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.317 [Epoch 37][Batch 269], Speed: 234.712 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 279], Speed: 237.137 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 289], Speed: 251.626 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 299], Speed: 259.333 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 309], Speed: 224.931 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 319], Speed: 269.380 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.316 [Epoch 37][Batch 329], Speed: 206.187 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.316 [Epoch 37][Batch 339], Speed: 238.269 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 349], Speed: 257.592 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.315 [Epoch 37][Batch 359], Speed: 259.663 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 369], Speed: 238.773 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 379], Speed: 246.456 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 389], Speed: 240.136 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 399], Speed: 258.896 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.315 [Epoch 37][Batch 409], Speed: 255.499 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 419], Speed: 244.018 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 429], Speed: 245.577 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 439], Speed: 238.215 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 449], Speed: 270.939 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 459], Speed: 251.160 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 469], Speed: 248.856 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.314 [Epoch 37][Batch 479], Speed: 262.724 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 489], Speed: 222.329 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 499], Speed: 271.083 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 509], Speed: 221.026 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 519], Speed: 271.099 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 529], Speed: 253.904 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.313 [Epoch 37][Batch 539], Speed: 258.935 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 549], Speed: 241.505 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 559], Speed: 241.316 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 569], Speed: 239.559 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 579], Speed: 263.080 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 589], Speed: 210.691 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 599], Speed: 255.764 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.312 [Epoch 37][Batch 609], Speed: 224.354 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 619], Speed: 275.927 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 629], Speed: 235.265 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 639], Speed: 268.629 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 649], Speed: 238.704 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 659], Speed: 246.465 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 669], Speed: 212.777 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.311 [Epoch 37][Batch 679], Speed: 260.923 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 689], Speed: 246.730 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 699], Speed: 283.376 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 709], Speed: 220.422 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 719], Speed: 226.539 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 729], Speed: 226.207 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 739], Speed: 262.202 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.310 [Epoch 37][Batch 749], Speed: 223.292 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 759], Speed: 258.614 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 769], Speed: 225.933 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 779], Speed: 240.078 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 789], Speed: 231.297 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 799], Speed: 281.188 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 809], Speed: 240.749 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.309 [Epoch 37][Batch 819], Speed: 254.897 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 829], Speed: 250.434 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 839], Speed: 265.477 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 849], Speed: 257.251 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 859], Speed: 283.267 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 869], Speed: 252.054 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.308 [Epoch 37][Batch 879], Speed: 286.762 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.307 [Epoch 37][Batch 889], Speed: 249.056 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.307 [Epoch 37][Batch 899], Speed: 251.152 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.307 [Epoch 37][Batch 909], Speed: 298.197 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.307 [Epoch 37] Training cost: 498.721, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.307 [Epoch 38][Batch 9], Speed: 138.984 samples/sec, LR=0.0005, WHL1=0.349, CenterRegL1=0.236, HeatmapFocal=2.307 [Epoch 38][Batch 19], Speed: 216.785 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.307 [Epoch 38][Batch 29], Speed: 222.131 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.307 [Epoch 38][Batch 39], Speed: 211.894 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 49], Speed: 220.417 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 59], Speed: 258.516 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 69], Speed: 260.012 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 79], Speed: 231.571 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 89], Speed: 263.373 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.236, HeatmapFocal=2.306 [Epoch 38][Batch 99], Speed: 226.424 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.236, HeatmapFocal=2.305 [Epoch 38][Batch 109], Speed: 227.456 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 119], Speed: 237.408 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 129], Speed: 273.665 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 139], Speed: 250.875 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 149], Speed: 242.328 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 159], Speed: 252.200 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.305 [Epoch 38][Batch 169], Speed: 245.260 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 179], Speed: 261.638 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 189], Speed: 270.969 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 199], Speed: 240.075 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 209], Speed: 232.811 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 219], Speed: 258.624 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 229], Speed: 229.944 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.304 [Epoch 38][Batch 239], Speed: 251.692 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 249], Speed: 270.526 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 259], Speed: 231.608 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 269], Speed: 254.050 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 279], Speed: 246.266 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 289], Speed: 222.829 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 299], Speed: 236.186 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.303 [Epoch 38][Batch 309], Speed: 245.712 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 319], Speed: 212.146 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 329], Speed: 233.477 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 339], Speed: 225.348 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 349], Speed: 234.289 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 359], Speed: 267.994 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.302 [Epoch 38][Batch 369], Speed: 249.219 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 379], Speed: 237.604 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 389], Speed: 240.879 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 399], Speed: 223.728 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 409], Speed: 225.965 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 419], Speed: 246.470 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 429], Speed: 254.967 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.301 [Epoch 38][Batch 439], Speed: 240.511 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 449], Speed: 235.353 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 459], Speed: 218.444 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 469], Speed: 238.991 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 479], Speed: 250.632 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 489], Speed: 269.728 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 499], Speed: 251.979 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.300 [Epoch 38][Batch 509], Speed: 242.462 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 519], Speed: 228.241 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 529], Speed: 235.902 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 539], Speed: 249.664 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 549], Speed: 254.419 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 559], Speed: 238.719 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 569], Speed: 239.455 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.299 [Epoch 38][Batch 579], Speed: 221.531 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 589], Speed: 227.146 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 599], Speed: 271.891 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 609], Speed: 258.681 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 619], Speed: 252.869 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 629], Speed: 244.728 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 639], Speed: 231.445 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 649], Speed: 238.230 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.298 [Epoch 38][Batch 659], Speed: 253.744 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 669], Speed: 258.538 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 679], Speed: 258.933 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 689], Speed: 234.138 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 699], Speed: 235.629 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 709], Speed: 220.065 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 719], Speed: 257.385 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.297 [Epoch 38][Batch 729], Speed: 247.004 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 739], Speed: 256.245 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 749], Speed: 234.561 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 759], Speed: 218.091 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 769], Speed: 220.115 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 779], Speed: 270.035 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 789], Speed: 268.592 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.296 [Epoch 38][Batch 799], Speed: 263.078 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 809], Speed: 236.747 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 819], Speed: 273.753 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 829], Speed: 249.181 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 839], Speed: 280.762 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 849], Speed: 269.545 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 859], Speed: 260.593 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.295 [Epoch 38][Batch 869], Speed: 255.961 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 38][Batch 879], Speed: 249.470 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 38][Batch 889], Speed: 245.557 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 38][Batch 899], Speed: 293.038 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 38][Batch 909], Speed: 272.315 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 38] Training cost: 502.048, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 39][Batch 9], Speed: 157.118 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 39][Batch 19], Speed: 219.668 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.294 [Epoch 39][Batch 29], Speed: 235.297 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.293 [Epoch 39][Batch 39], Speed: 216.856 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 39][Batch 49], Speed: 270.137 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 39][Batch 59], Speed: 251.097 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 39][Batch 69], Speed: 258.951 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 39][Batch 79], Speed: 255.246 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.293 [Epoch 39][Batch 89], Speed: 243.560 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 39][Batch 99], Speed: 242.251 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 39][Batch 109], Speed: 229.539 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.292 [Epoch 39][Batch 119], Speed: 236.446 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.292 [Epoch 39][Batch 129], Speed: 255.382 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.292 [Epoch 39][Batch 139], Speed: 245.044 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 39][Batch 149], Speed: 252.917 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.292 [Epoch 39][Batch 159], Speed: 240.377 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.291 [Epoch 39][Batch 169], Speed: 250.074 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.291 [Epoch 39][Batch 179], Speed: 246.589 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.291 [Epoch 39][Batch 189], Speed: 257.420 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.291 [Epoch 39][Batch 199], Speed: 249.995 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.291 [Epoch 39][Batch 209], Speed: 253.284 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.291 [Epoch 39][Batch 219], Speed: 242.274 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.291 [Epoch 39][Batch 229], Speed: 251.776 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 239], Speed: 250.167 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 249], Speed: 238.336 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 259], Speed: 221.725 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 269], Speed: 259.110 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 279], Speed: 257.881 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 289], Speed: 241.330 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.290 [Epoch 39][Batch 299], Speed: 244.017 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 309], Speed: 238.257 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 319], Speed: 252.492 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 329], Speed: 252.333 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 339], Speed: 244.389 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 349], Speed: 229.303 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 359], Speed: 245.569 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.289 [Epoch 39][Batch 369], Speed: 252.380 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 379], Speed: 261.324 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 389], Speed: 236.883 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 399], Speed: 239.802 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 409], Speed: 238.386 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 419], Speed: 238.099 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 429], Speed: 244.972 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 439], Speed: 233.354 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.288 [Epoch 39][Batch 449], Speed: 251.325 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 459], Speed: 258.170 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 469], Speed: 238.366 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 479], Speed: 236.093 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 489], Speed: 243.722 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 499], Speed: 265.121 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 509], Speed: 250.854 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.287 [Epoch 39][Batch 519], Speed: 242.803 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 529], Speed: 239.040 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 539], Speed: 230.278 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 549], Speed: 242.252 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 559], Speed: 240.393 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 569], Speed: 247.526 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 579], Speed: 246.098 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.286 [Epoch 39][Batch 589], Speed: 238.932 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 599], Speed: 267.715 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 609], Speed: 252.763 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 619], Speed: 228.986 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 629], Speed: 244.102 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 639], Speed: 248.511 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 649], Speed: 245.354 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 659], Speed: 256.654 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.285 [Epoch 39][Batch 669], Speed: 246.188 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 679], Speed: 253.257 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 689], Speed: 218.530 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 699], Speed: 226.751 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 709], Speed: 236.716 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 719], Speed: 272.456 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 729], Speed: 238.205 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.284 [Epoch 39][Batch 739], Speed: 252.148 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 749], Speed: 233.044 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 759], Speed: 233.851 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 769], Speed: 241.851 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 779], Speed: 223.055 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 789], Speed: 245.003 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 799], Speed: 262.003 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 809], Speed: 266.342 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.283 [Epoch 39][Batch 819], Speed: 245.735 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 829], Speed: 252.179 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 839], Speed: 252.131 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 849], Speed: 247.353 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 859], Speed: 253.214 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 869], Speed: 246.222 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 879], Speed: 248.506 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.282 [Epoch 39][Batch 889], Speed: 253.238 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 39][Batch 899], Speed: 253.861 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 39][Batch 909], Speed: 253.759 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 39] Training cost: 495.806, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 40][Batch 9], Speed: 123.026 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 40][Batch 19], Speed: 153.211 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.281 [Epoch 40][Batch 29], Speed: 265.805 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.234, HeatmapFocal=2.281 [Epoch 40][Batch 39], Speed: 230.317 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.234, HeatmapFocal=2.281 [Epoch 40][Batch 49], Speed: 239.563 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.234, HeatmapFocal=2.280 [Epoch 40][Batch 59], Speed: 254.951 samples/sec, LR=0.0005, WHL1=0.342, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 69], Speed: 279.318 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 79], Speed: 263.867 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 89], Speed: 242.953 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 99], Speed: 247.892 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 109], Speed: 250.390 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 119], Speed: 237.212 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.280 [Epoch 40][Batch 129], Speed: 271.457 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 139], Speed: 267.612 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 149], Speed: 256.734 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 159], Speed: 251.745 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 169], Speed: 256.941 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 179], Speed: 240.554 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 189], Speed: 266.839 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.279 [Epoch 40][Batch 199], Speed: 268.401 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 209], Speed: 246.104 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 219], Speed: 239.408 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 229], Speed: 276.503 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 239], Speed: 238.942 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 249], Speed: 277.407 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 259], Speed: 272.997 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.278 [Epoch 40][Batch 269], Speed: 234.655 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 279], Speed: 258.262 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 289], Speed: 271.708 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 299], Speed: 230.997 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 309], Speed: 244.588 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 319], Speed: 271.888 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 329], Speed: 236.742 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 339], Speed: 268.753 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.277 [Epoch 40][Batch 349], Speed: 269.429 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 359], Speed: 243.423 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 369], Speed: 225.891 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 379], Speed: 279.445 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 389], Speed: 225.387 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 399], Speed: 239.850 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 409], Speed: 275.439 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.276 [Epoch 40][Batch 419], Speed: 222.227 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 429], Speed: 249.605 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 439], Speed: 269.489 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 449], Speed: 227.825 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 459], Speed: 262.081 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 469], Speed: 260.878 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 479], Speed: 234.222 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 489], Speed: 253.235 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.275 [Epoch 40][Batch 499], Speed: 269.597 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 509], Speed: 221.297 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 519], Speed: 230.837 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 529], Speed: 259.552 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 539], Speed: 236.294 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 549], Speed: 234.373 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 559], Speed: 268.731 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 569], Speed: 227.533 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.274 [Epoch 40][Batch 579], Speed: 222.806 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 589], Speed: 274.965 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 599], Speed: 239.545 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 609], Speed: 239.258 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 619], Speed: 278.101 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 629], Speed: 219.009 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 639], Speed: 250.214 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.273 [Epoch 40][Batch 649], Speed: 270.649 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 659], Speed: 224.136 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 669], Speed: 252.752 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 679], Speed: 275.228 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 689], Speed: 216.230 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 699], Speed: 226.153 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 709], Speed: 257.292 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 719], Speed: 243.942 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.272 [Epoch 40][Batch 729], Speed: 229.600 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 739], Speed: 259.054 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 749], Speed: 247.370 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 759], Speed: 228.989 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 769], Speed: 266.077 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 779], Speed: 244.085 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 789], Speed: 271.760 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 799], Speed: 275.894 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.271 [Epoch 40][Batch 809], Speed: 245.673 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 819], Speed: 244.412 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 829], Speed: 281.308 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 839], Speed: 260.127 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 849], Speed: 261.526 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 859], Speed: 288.447 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 869], Speed: 260.152 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.270 [Epoch 40][Batch 879], Speed: 260.914 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.269 [Epoch 40][Batch 889], Speed: 277.718 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.269 [Epoch 40][Batch 899], Speed: 246.183 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.269 [Epoch 40][Batch 909], Speed: 289.200 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.269 [Epoch 40] Training cost: 489.352, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.269 [Epoch 40] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.192 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.194 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.051 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.207 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.318 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.205 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.309 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.318 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.088 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.332 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.520 person=32.0 bicycle=12.2 car=17.4 motorcycle=15.1 airplane=38.1 bus=39.4 train=41.7 truck=14.0 boat=7.6 traffic light=8.5 fire hydrant=43.5 stop sign=45.3 parking meter=17.8 bench=8.0 bird=13.1 cat=40.0 dog=33.5 horse=33.6 sheep=25.9 cow=26.3 elephant=41.4 bear=50.5 zebra=45.9 giraffe=45.2 backpack=2.7 umbrella=17.7 handbag=1.3 tie=11.3 suitcase=11.8 frisbee=31.1 skis=6.7 snowboard=8.7 sports ball=14.3 kite=14.9 baseball bat=6.8 baseball glove=14.7 skateboard=25.9 surfboard=14.3 tennis racket=20.7 bottle=11.6 wine glass=11.5 cup=16.3 fork=6.2 knife=1.3 spoon=1.1 bowl=16.4 banana=10.6 apple=5.1 sandwich=19.2 orange=16.5 broccoli=10.3 carrot=6.8 hot dog=14.2 pizza=29.5 donut=21.7 cake=17.6 chair=10.4 couch=25.8 potted plant=9.8 bed=16.0 dining table=10.3 toilet=40.8 tv=36.3 laptop=34.5 mouse=26.1 remote=3.7 keyboard=24.2 cell phone=12.5 microwave=28.2 oven=14.1 toaster=3.2 sink=15.8 refrigerator=29.4 book=1.8 clock=29.3 vase=16.6 scissors=7.1 teddy bear=25.1 hair drier=0.0 toothbrush=1.8 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =19.2 [Epoch 41][Batch 9], Speed: 139.932 samples/sec, LR=0.0005, WHL1=0.343, CenterRegL1=0.237, HeatmapFocal=2.269 [Epoch 41][Batch 19], Speed: 171.013 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.269 [Epoch 41][Batch 29], Speed: 257.269 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.236, HeatmapFocal=2.269 [Epoch 41][Batch 39], Speed: 227.843 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.236, HeatmapFocal=2.269 [Epoch 41][Batch 49], Speed: 244.483 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.268 [Epoch 41][Batch 59], Speed: 249.968 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.268 [Epoch 41][Batch 69], Speed: 259.149 samples/sec, LR=0.0005, WHL1=0.339, CenterRegL1=0.235, HeatmapFocal=2.268 [Epoch 41][Batch 79], Speed: 268.102 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.235, HeatmapFocal=2.268 [Epoch 41][Batch 89], Speed: 235.808 samples/sec, LR=0.0005, WHL1=0.340, CenterRegL1=0.236, HeatmapFocal=2.268 [Epoch 41][Batch 99], Speed: 232.549 samples/sec, LR=0.0005, WHL1=0.341, CenterRegL1=0.235, HeatmapFocal=2.268 [Epoch 41][Batch 109], Speed: 228.508 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.268 [Epoch 41][Batch 119], Speed: 231.486 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 129], Speed: 277.993 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 139], Speed: 263.725 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 149], Speed: 235.925 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 159], Speed: 233.432 samples/sec, LR=0.0005, WHL1=0.338, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 169], Speed: 236.405 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 179], Speed: 272.019 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.267 [Epoch 41][Batch 189], Speed: 235.568 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.236, HeatmapFocal=2.267 [Epoch 41][Batch 199], Speed: 273.478 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 209], Speed: 246.947 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 219], Speed: 238.786 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 229], Speed: 224.511 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 239], Speed: 270.568 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 249], Speed: 236.825 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 259], Speed: 271.628 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.266 [Epoch 41][Batch 269], Speed: 244.530 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 279], Speed: 224.564 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 289], Speed: 212.103 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 299], Speed: 275.201 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 309], Speed: 244.046 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 319], Speed: 254.877 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 329], Speed: 238.821 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 339], Speed: 234.699 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.265 [Epoch 41][Batch 349], Speed: 225.375 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 359], Speed: 266.650 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 369], Speed: 253.034 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 379], Speed: 276.607 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 389], Speed: 246.293 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 399], Speed: 233.355 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 409], Speed: 205.000 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 419], Speed: 246.880 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.264 [Epoch 41][Batch 429], Speed: 252.989 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 439], Speed: 277.121 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 449], Speed: 250.627 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 459], Speed: 231.625 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 469], Speed: 223.033 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 479], Speed: 267.488 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 489], Speed: 246.642 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 499], Speed: 262.390 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.263 [Epoch 41][Batch 509], Speed: 245.543 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 519], Speed: 221.202 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 529], Speed: 230.217 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 539], Speed: 247.258 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 549], Speed: 250.434 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 559], Speed: 251.997 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 569], Speed: 243.023 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 579], Speed: 230.389 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.262 [Epoch 41][Batch 589], Speed: 222.925 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 599], Speed: 235.544 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 609], Speed: 232.002 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 619], Speed: 257.214 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 629], Speed: 233.945 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 639], Speed: 222.750 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 649], Speed: 237.245 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 659], Speed: 241.328 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.261 [Epoch 41][Batch 669], Speed: 235.726 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 679], Speed: 274.103 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 689], Speed: 239.614 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 699], Speed: 224.173 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 709], Speed: 223.321 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 719], Speed: 252.724 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 729], Speed: 238.719 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 739], Speed: 265.763 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.260 [Epoch 41][Batch 749], Speed: 233.755 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 759], Speed: 226.060 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 769], Speed: 240.712 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 779], Speed: 254.399 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 789], Speed: 256.375 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 799], Speed: 278.513 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 809], Speed: 254.616 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 819], Speed: 244.934 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.259 [Epoch 41][Batch 829], Speed: 251.466 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 839], Speed: 260.513 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 849], Speed: 254.615 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 859], Speed: 260.352 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 869], Speed: 247.386 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 879], Speed: 241.083 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 889], Speed: 233.970 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 899], Speed: 267.428 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.258 [Epoch 41][Batch 909], Speed: 259.782 samples/sec, LR=0.0005, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.257 [Epoch 41] Training cost: 490.731, WHL1=0.336, CenterRegL1=0.235, HeatmapFocal=2.257 [Epoch 42][Batch 9], Speed: 120.358 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.257 [Epoch 42][Batch 19], Speed: 237.873 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.257 [Epoch 42][Batch 29], Speed: 247.868 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.257 [Epoch 42][Batch 39], Speed: 238.351 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.236, HeatmapFocal=2.257 [Epoch 42][Batch 49], Speed: 273.462 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.257 [Epoch 42][Batch 59], Speed: 257.497 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.257 [Epoch 42][Batch 69], Speed: 254.929 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 79], Speed: 257.999 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 89], Speed: 260.070 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 99], Speed: 238.894 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 109], Speed: 241.539 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 119], Speed: 241.226 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 129], Speed: 287.395 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 139], Speed: 255.498 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.256 [Epoch 42][Batch 149], Speed: 221.062 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 159], Speed: 250.858 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.234, HeatmapFocal=2.255 [Epoch 42][Batch 169], Speed: 243.923 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 179], Speed: 270.197 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 189], Speed: 247.076 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 199], Speed: 229.615 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 209], Speed: 255.108 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 219], Speed: 239.118 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.255 [Epoch 42][Batch 229], Speed: 235.536 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 239], Speed: 268.373 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 249], Speed: 251.330 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 259], Speed: 217.313 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 269], Speed: 241.366 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 279], Speed: 236.875 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 289], Speed: 237.882 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 299], Speed: 219.654 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.254 [Epoch 42][Batch 309], Speed: 250.363 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 319], Speed: 253.735 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 329], Speed: 242.558 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 339], Speed: 225.779 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 349], Speed: 238.354 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 359], Speed: 224.862 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 369], Speed: 236.589 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 379], Speed: 237.233 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.253 [Epoch 42][Batch 389], Speed: 242.826 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 399], Speed: 217.004 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 409], Speed: 247.519 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 419], Speed: 241.048 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 429], Speed: 214.718 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 439], Speed: 239.834 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 449], Speed: 245.453 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 459], Speed: 225.926 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.252 [Epoch 42][Batch 469], Speed: 236.192 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 479], Speed: 246.375 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 489], Speed: 247.253 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 499], Speed: 224.971 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 509], Speed: 224.980 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 519], Speed: 252.811 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 529], Speed: 237.039 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 539], Speed: 222.849 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.251 [Epoch 42][Batch 549], Speed: 245.459 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 559], Speed: 235.170 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 569], Speed: 245.820 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 579], Speed: 255.745 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 589], Speed: 246.253 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 599], Speed: 241.973 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 609], Speed: 240.405 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 619], Speed: 232.433 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 629], Speed: 250.078 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.250 [Epoch 42][Batch 639], Speed: 232.943 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 649], Speed: 235.639 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 659], Speed: 226.842 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 669], Speed: 249.719 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 679], Speed: 257.641 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 689], Speed: 260.272 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 699], Speed: 224.902 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 709], Speed: 237.464 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.249 [Epoch 42][Batch 719], Speed: 224.496 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 729], Speed: 251.378 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 739], Speed: 239.623 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 749], Speed: 235.622 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 759], Speed: 235.023 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 769], Speed: 245.253 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 779], Speed: 252.365 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 789], Speed: 247.969 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.248 [Epoch 42][Batch 799], Speed: 240.953 samples/sec, LR=0.0005, WHL1=0.335, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 809], Speed: 237.208 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 819], Speed: 251.968 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 829], Speed: 259.602 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 839], Speed: 277.180 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 849], Speed: 280.624 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 859], Speed: 278.797 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 869], Speed: 244.379 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 879], Speed: 268.588 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.247 [Epoch 42][Batch 889], Speed: 260.131 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.246 [Epoch 42][Batch 899], Speed: 278.013 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.246 [Epoch 42][Batch 909], Speed: 294.015 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.246 [Epoch 42] Training cost: 496.090, WHL1=0.334, CenterRegL1=0.235, HeatmapFocal=2.246 [Epoch 43][Batch 9], Speed: 123.767 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.246 [Epoch 43][Batch 19], Speed: 157.158 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.246 [Epoch 43][Batch 29], Speed: 246.340 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.246 [Epoch 43][Batch 39], Speed: 226.615 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.246 [Epoch 43][Batch 49], Speed: 237.841 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 59], Speed: 275.265 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 69], Speed: 261.624 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 79], Speed: 251.879 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 89], Speed: 249.677 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 99], Speed: 227.093 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 109], Speed: 236.943 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 119], Speed: 235.144 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.245 [Epoch 43][Batch 129], Speed: 283.093 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.244 [Epoch 43][Batch 139], Speed: 273.363 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.244 [Epoch 43][Batch 149], Speed: 237.975 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.244 [Epoch 43][Batch 159], Speed: 218.227 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.244 [Epoch 43][Batch 169], Speed: 257.700 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.244 [Epoch 43][Batch 179], Speed: 275.471 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.244 [Epoch 43][Batch 189], Speed: 273.737 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.244 [Epoch 43][Batch 199], Speed: 250.007 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.244 [Epoch 43][Batch 209], Speed: 243.567 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.244 [Epoch 43][Batch 219], Speed: 232.616 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 229], Speed: 265.699 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 239], Speed: 270.838 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 249], Speed: 253.674 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 259], Speed: 256.849 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 269], Speed: 238.070 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 279], Speed: 243.889 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 289], Speed: 266.946 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.243 [Epoch 43][Batch 299], Speed: 271.375 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.242 [Epoch 43][Batch 309], Speed: 255.408 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 319], Speed: 230.774 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 329], Speed: 224.474 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 339], Speed: 236.793 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 349], Speed: 247.697 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 359], Speed: 267.921 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 369], Speed: 257.710 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.242 [Epoch 43][Batch 379], Speed: 267.819 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.241 [Epoch 43][Batch 389], Speed: 235.110 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.241 [Epoch 43][Batch 399], Speed: 231.386 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.241 [Epoch 43][Batch 409], Speed: 259.115 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.241 [Epoch 43][Batch 419], Speed: 264.287 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.235, HeatmapFocal=2.241 [Epoch 43][Batch 429], Speed: 236.430 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.241 [Epoch 43][Batch 439], Speed: 250.153 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.241 [Epoch 43][Batch 449], Speed: 236.400 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.241 [Epoch 43][Batch 459], Speed: 228.400 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.241 [Epoch 43][Batch 469], Speed: 257.269 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.240 [Epoch 43][Batch 479], Speed: 248.233 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 489], Speed: 252.622 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 499], Speed: 242.263 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 509], Speed: 202.879 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 519], Speed: 240.879 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 529], Speed: 249.113 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 539], Speed: 255.595 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.240 [Epoch 43][Batch 549], Speed: 247.380 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 559], Speed: 274.170 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 569], Speed: 215.470 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 579], Speed: 220.563 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 589], Speed: 249.723 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 599], Speed: 266.393 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 609], Speed: 246.389 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 619], Speed: 281.635 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.239 [Epoch 43][Batch 629], Speed: 249.064 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 639], Speed: 238.823 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 649], Speed: 268.269 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 659], Speed: 244.856 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 669], Speed: 246.321 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 679], Speed: 259.871 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 689], Speed: 236.760 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 699], Speed: 218.621 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 709], Speed: 244.395 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.238 [Epoch 43][Batch 719], Speed: 269.607 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 729], Speed: 253.284 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 739], Speed: 274.784 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 749], Speed: 240.742 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 759], Speed: 218.800 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 769], Speed: 246.835 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 779], Speed: 241.051 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 789], Speed: 254.361 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 799], Speed: 271.718 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.237 [Epoch 43][Batch 809], Speed: 243.630 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 819], Speed: 245.991 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 829], Speed: 252.030 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 839], Speed: 282.764 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 849], Speed: 270.774 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 859], Speed: 266.693 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 869], Speed: 240.602 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 879], Speed: 248.446 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 889], Speed: 274.023 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.234, HeatmapFocal=2.236 [Epoch 43][Batch 899], Speed: 251.179 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.235 [Epoch 43][Batch 909], Speed: 254.093 samples/sec, LR=0.0005, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.235 [Epoch 43] Training cost: 491.979, WHL1=0.333, CenterRegL1=0.234, HeatmapFocal=2.235 [Epoch 44][Batch 9], Speed: 157.611 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.235 [Epoch 44][Batch 19], Speed: 169.844 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.235 [Epoch 44][Batch 29], Speed: 243.965 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.235 [Epoch 44][Batch 39], Speed: 234.485 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.233, HeatmapFocal=2.235 [Epoch 44][Batch 49], Speed: 230.722 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.235 [Epoch 44][Batch 59], Speed: 260.209 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 69], Speed: 262.499 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 79], Speed: 277.802 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 89], Speed: 250.570 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 99], Speed: 242.993 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 109], Speed: 228.340 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 119], Speed: 255.689 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 129], Speed: 268.386 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 139], Speed: 272.765 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.234 [Epoch 44][Batch 149], Speed: 232.538 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 159], Speed: 254.214 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 169], Speed: 247.385 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 179], Speed: 280.795 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 189], Speed: 251.624 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 199], Speed: 259.109 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 209], Speed: 246.817 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.234, HeatmapFocal=2.233 [Epoch 44][Batch 219], Speed: 238.661 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.233 [Epoch 44][Batch 229], Speed: 234.997 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.233 [Epoch 44][Batch 239], Speed: 253.774 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 249], Speed: 245.124 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 259], Speed: 272.402 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 269], Speed: 251.843 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 279], Speed: 247.447 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 289], Speed: 243.462 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 299], Speed: 259.694 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 309], Speed: 253.882 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.232 [Epoch 44][Batch 319], Speed: 279.607 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 329], Speed: 239.923 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 339], Speed: 242.364 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 349], Speed: 254.707 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 359], Speed: 236.375 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 369], Speed: 238.048 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 379], Speed: 270.395 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 389], Speed: 233.234 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 399], Speed: 246.590 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.231 [Epoch 44][Batch 409], Speed: 271.255 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 419], Speed: 269.483 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 429], Speed: 238.496 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 439], Speed: 275.157 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 449], Speed: 241.101 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 459], Speed: 258.187 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 469], Speed: 244.967 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 479], Speed: 248.463 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 489], Speed: 247.990 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.230 [Epoch 44][Batch 499], Speed: 278.631 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 509], Speed: 244.587 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 519], Speed: 258.070 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 529], Speed: 241.147 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 539], Speed: 224.514 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 549], Speed: 253.527 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 559], Speed: 252.570 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 569], Speed: 232.431 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.229 [Epoch 44][Batch 579], Speed: 255.850 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 589], Speed: 258.757 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 599], Speed: 239.097 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 609], Speed: 229.110 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 619], Speed: 280.259 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 629], Speed: 240.640 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 639], Speed: 254.856 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 649], Speed: 249.128 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 659], Speed: 256.071 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.228 [Epoch 44][Batch 669], Speed: 229.306 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 679], Speed: 276.674 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 689], Speed: 230.108 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 699], Speed: 235.504 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 709], Speed: 248.925 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 719], Speed: 252.939 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 729], Speed: 248.046 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 739], Speed: 268.496 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 749], Speed: 243.049 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.227 [Epoch 44][Batch 759], Speed: 229.480 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 769], Speed: 241.154 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 779], Speed: 248.485 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 789], Speed: 252.190 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 799], Speed: 283.598 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 809], Speed: 254.659 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 819], Speed: 249.969 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 829], Speed: 248.640 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 839], Speed: 245.112 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.226 [Epoch 44][Batch 849], Speed: 253.737 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 859], Speed: 271.387 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 869], Speed: 250.085 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 879], Speed: 276.481 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 889], Speed: 249.027 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 899], Speed: 280.282 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44][Batch 909], Speed: 259.835 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 44] Training cost: 491.248, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 45][Batch 9], Speed: 126.080 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.236, HeatmapFocal=2.225 [Epoch 45][Batch 19], Speed: 230.929 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.225 [Epoch 45][Batch 29], Speed: 233.557 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 39], Speed: 260.748 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 49], Speed: 225.260 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 59], Speed: 268.137 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 69], Speed: 275.842 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 79], Speed: 247.119 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 89], Speed: 252.026 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 99], Speed: 239.849 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.224 [Epoch 45][Batch 109], Speed: 246.093 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 119], Speed: 229.373 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 129], Speed: 283.321 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 139], Speed: 237.450 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 149], Speed: 254.991 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 159], Speed: 232.692 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 169], Speed: 268.493 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 179], Speed: 231.841 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 189], Speed: 243.896 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.223 [Epoch 45][Batch 199], Speed: 258.049 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 209], Speed: 239.230 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 219], Speed: 272.787 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 229], Speed: 237.679 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 239], Speed: 247.966 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 249], Speed: 270.606 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 259], Speed: 229.650 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 269], Speed: 246.398 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 279], Speed: 264.267 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.222 [Epoch 45][Batch 289], Speed: 247.256 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 299], Speed: 245.365 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 309], Speed: 275.291 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 319], Speed: 251.430 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 329], Speed: 239.466 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 339], Speed: 271.070 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 349], Speed: 249.860 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 359], Speed: 232.004 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 369], Speed: 270.834 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.235, HeatmapFocal=2.221 [Epoch 45][Batch 379], Speed: 272.366 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 389], Speed: 240.622 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 399], Speed: 263.182 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 409], Speed: 257.690 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 419], Speed: 229.547 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 429], Speed: 249.905 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 439], Speed: 256.421 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 449], Speed: 245.181 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 459], Speed: 265.859 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.220 [Epoch 45][Batch 469], Speed: 251.529 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 479], Speed: 241.922 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 489], Speed: 232.146 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 499], Speed: 236.779 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 509], Speed: 221.615 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 519], Speed: 256.553 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 529], Speed: 233.787 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 539], Speed: 221.302 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 549], Speed: 253.361 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 559], Speed: 250.174 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.219 [Epoch 45][Batch 569], Speed: 232.815 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 579], Speed: 275.556 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 589], Speed: 237.273 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 599], Speed: 237.034 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 609], Speed: 229.396 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 619], Speed: 263.760 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 629], Speed: 239.519 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 639], Speed: 257.473 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 649], Speed: 242.287 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.218 [Epoch 45][Batch 659], Speed: 226.214 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 669], Speed: 254.094 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 679], Speed: 258.462 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 689], Speed: 229.514 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 699], Speed: 279.814 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 709], Speed: 228.923 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 719], Speed: 236.980 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 729], Speed: 264.139 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 739], Speed: 246.564 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.217 [Epoch 45][Batch 749], Speed: 241.879 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 759], Speed: 278.205 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 769], Speed: 227.161 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 779], Speed: 239.731 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 789], Speed: 232.162 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 799], Speed: 257.984 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 809], Speed: 241.821 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 819], Speed: 258.765 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 829], Speed: 274.783 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 839], Speed: 260.335 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.216 [Epoch 45][Batch 849], Speed: 244.362 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 859], Speed: 287.572 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 869], Speed: 240.229 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 879], Speed: 260.785 samples/sec, LR=0.0005, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 889], Speed: 248.165 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 899], Speed: 273.308 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45][Batch 909], Speed: 247.811 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 45] Training cost: 496.900, WHL1=0.331, CenterRegL1=0.235, HeatmapFocal=2.215 [Epoch 46][Batch 9], Speed: 136.161 samples/sec, LR=0.0005, WHL1=0.337, CenterRegL1=0.238, HeatmapFocal=2.215 [Epoch 46][Batch 19], Speed: 182.667 samples/sec, LR=0.0005, WHL1=0.332, CenterRegL1=0.237, HeatmapFocal=2.214 [Epoch 46][Batch 29], Speed: 247.430 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.236, HeatmapFocal=2.214 [Epoch 46][Batch 39], Speed: 232.783 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 49], Speed: 269.797 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 59], Speed: 263.590 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 69], Speed: 279.204 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 79], Speed: 223.601 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 89], Speed: 242.883 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 99], Speed: 211.685 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.214 [Epoch 46][Batch 109], Speed: 254.746 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 119], Speed: 233.906 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 129], Speed: 277.403 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 139], Speed: 257.665 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 149], Speed: 239.027 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 159], Speed: 239.892 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 169], Speed: 245.599 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.213 [Epoch 46][Batch 179], Speed: 272.646 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.213 [Epoch 46][Batch 189], Speed: 270.177 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.213 [Epoch 46][Batch 199], Speed: 239.890 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 209], Speed: 248.747 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 219], Speed: 229.713 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 229], Speed: 263.415 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 239], Speed: 268.658 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 249], Speed: 255.964 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 259], Speed: 256.390 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 269], Speed: 226.092 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 279], Speed: 223.960 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.212 [Epoch 46][Batch 289], Speed: 232.683 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.211 [Epoch 46][Batch 299], Speed: 259.726 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.211 [Epoch 46][Batch 309], Speed: 253.047 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.235, HeatmapFocal=2.211 [Epoch 46][Batch 319], Speed: 252.219 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.211 [Epoch 46][Batch 329], Speed: 227.371 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.211 [Epoch 46][Batch 339], Speed: 232.762 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.211 [Epoch 46][Batch 349], Speed: 243.371 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.235, HeatmapFocal=2.211 [Epoch 46][Batch 359], Speed: 265.919 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.211 [Epoch 46][Batch 369], Speed: 268.796 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.211 [Epoch 46][Batch 379], Speed: 234.880 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.211 [Epoch 46][Batch 389], Speed: 245.648 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 399], Speed: 233.670 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 409], Speed: 246.196 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 419], Speed: 265.987 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 429], Speed: 251.184 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 439], Speed: 261.632 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 449], Speed: 239.527 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 459], Speed: 243.076 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 469], Speed: 241.676 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.210 [Epoch 46][Batch 479], Speed: 276.614 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 489], Speed: 252.702 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 499], Speed: 268.248 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 509], Speed: 242.829 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 519], Speed: 236.104 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 529], Speed: 243.793 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 539], Speed: 256.592 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 549], Speed: 280.629 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 559], Speed: 274.836 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 569], Speed: 244.518 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.209 [Epoch 46][Batch 579], Speed: 241.232 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 589], Speed: 239.721 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 599], Speed: 280.681 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 609], Speed: 254.935 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 619], Speed: 275.740 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 629], Speed: 215.959 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 639], Speed: 259.531 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 649], Speed: 223.152 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 659], Speed: 255.412 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.208 [Epoch 46][Batch 669], Speed: 253.703 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 679], Speed: 269.853 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 689], Speed: 227.460 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 699], Speed: 245.640 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 709], Speed: 245.784 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 719], Speed: 290.384 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 729], Speed: 250.738 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 739], Speed: 238.861 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 749], Speed: 244.881 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 759], Speed: 258.573 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.207 [Epoch 46][Batch 769], Speed: 239.318 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 779], Speed: 262.264 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 789], Speed: 265.825 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 799], Speed: 267.535 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 809], Speed: 242.196 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 819], Speed: 249.734 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 829], Speed: 227.917 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 839], Speed: 260.815 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 849], Speed: 288.211 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.206 [Epoch 46][Batch 859], Speed: 281.007 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46][Batch 869], Speed: 256.095 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46][Batch 879], Speed: 256.974 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46][Batch 889], Speed: 251.842 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46][Batch 899], Speed: 256.231 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46][Batch 909], Speed: 259.700 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 46] Training cost: 493.093, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.205 [Epoch 47][Batch 9], Speed: 145.983 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.235, HeatmapFocal=2.205 [Epoch 47][Batch 19], Speed: 187.784 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.236, HeatmapFocal=2.205 [Epoch 47][Batch 29], Speed: 251.073 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.235, HeatmapFocal=2.205 [Epoch 47][Batch 39], Speed: 229.029 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 49], Speed: 233.623 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 59], Speed: 234.643 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 69], Speed: 271.250 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 79], Speed: 259.301 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 89], Speed: 242.551 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 99], Speed: 231.939 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 109], Speed: 236.710 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 119], Speed: 236.025 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 129], Speed: 275.495 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.204 [Epoch 47][Batch 139], Speed: 247.253 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 149], Speed: 226.664 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 159], Speed: 218.672 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 169], Speed: 244.451 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 179], Speed: 260.294 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 189], Speed: 251.508 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 199], Speed: 259.846 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 209], Speed: 249.367 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 219], Speed: 229.119 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.203 [Epoch 47][Batch 229], Speed: 239.940 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 239], Speed: 281.575 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 249], Speed: 258.069 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 259], Speed: 275.887 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 269], Speed: 248.443 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 279], Speed: 218.424 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 289], Speed: 234.051 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 299], Speed: 251.541 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 309], Speed: 245.601 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 319], Speed: 257.681 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.202 [Epoch 47][Batch 329], Speed: 233.628 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 339], Speed: 225.378 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 349], Speed: 238.089 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 359], Speed: 277.912 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 369], Speed: 259.125 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 379], Speed: 281.317 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 389], Speed: 237.620 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 399], Speed: 226.945 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 409], Speed: 242.170 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.201 [Epoch 47][Batch 419], Speed: 257.898 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 429], Speed: 262.679 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 439], Speed: 262.457 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 449], Speed: 242.623 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 459], Speed: 230.317 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 469], Speed: 250.957 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 479], Speed: 275.878 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 489], Speed: 266.925 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 499], Speed: 269.004 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 509], Speed: 247.955 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.200 [Epoch 47][Batch 519], Speed: 224.953 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 529], Speed: 244.655 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 539], Speed: 267.942 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 549], Speed: 269.600 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 559], Speed: 245.413 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 569], Speed: 237.108 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 579], Speed: 239.160 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 589], Speed: 236.366 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 599], Speed: 253.175 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 609], Speed: 260.987 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.199 [Epoch 47][Batch 619], Speed: 257.181 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 629], Speed: 243.828 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 639], Speed: 246.997 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 649], Speed: 253.583 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 659], Speed: 261.115 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 669], Speed: 262.031 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 679], Speed: 267.169 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 689], Speed: 218.540 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 699], Speed: 249.226 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 709], Speed: 249.937 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.198 [Epoch 47][Batch 719], Speed: 261.497 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 729], Speed: 251.931 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 739], Speed: 240.043 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 749], Speed: 256.989 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 759], Speed: 261.020 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 769], Speed: 243.878 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 779], Speed: 276.162 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 789], Speed: 268.043 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 799], Speed: 278.318 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 809], Speed: 262.178 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.197 [Epoch 47][Batch 819], Speed: 241.450 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 829], Speed: 239.643 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 839], Speed: 259.830 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 849], Speed: 282.859 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 859], Speed: 266.448 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 869], Speed: 245.428 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 879], Speed: 246.957 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 889], Speed: 257.727 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 899], Speed: 277.835 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47][Batch 909], Speed: 267.905 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.196 [Epoch 47] Training cost: 491.190, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 9], Speed: 131.625 samples/sec, LR=0.0005, WHL1=0.350, CenterRegL1=0.233, HeatmapFocal=2.195 [Epoch 48][Batch 19], Speed: 147.598 samples/sec, LR=0.0005, WHL1=0.334, CenterRegL1=0.233, HeatmapFocal=2.195 [Epoch 48][Batch 29], Speed: 244.513 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 39], Speed: 228.495 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 49], Speed: 255.694 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 59], Speed: 258.837 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 69], Speed: 269.852 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 79], Speed: 246.892 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 89], Speed: 257.220 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.195 [Epoch 48][Batch 99], Speed: 218.611 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 109], Speed: 226.998 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 119], Speed: 236.500 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 129], Speed: 283.656 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 139], Speed: 221.179 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 149], Speed: 241.613 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 159], Speed: 240.006 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 169], Speed: 230.790 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 179], Speed: 276.105 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.194 [Epoch 48][Batch 189], Speed: 261.751 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 199], Speed: 242.091 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 209], Speed: 233.954 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 219], Speed: 228.896 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 229], Speed: 255.354 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 239], Speed: 275.367 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 249], Speed: 258.889 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 259], Speed: 251.222 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 269], Speed: 248.755 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 279], Speed: 229.137 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.193 [Epoch 48][Batch 289], Speed: 247.117 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 299], Speed: 245.661 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 309], Speed: 249.476 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 319], Speed: 263.824 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 329], Speed: 231.601 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 339], Speed: 218.128 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 349], Speed: 251.718 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 359], Speed: 262.950 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 369], Speed: 258.519 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 379], Speed: 234.431 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.192 [Epoch 48][Batch 389], Speed: 235.151 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 399], Speed: 223.821 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 409], Speed: 231.877 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 419], Speed: 261.389 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 429], Speed: 281.312 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 439], Speed: 239.324 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 449], Speed: 238.893 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 459], Speed: 236.296 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 469], Speed: 244.186 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 479], Speed: 273.524 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.191 [Epoch 48][Batch 489], Speed: 236.220 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 499], Speed: 248.503 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 509], Speed: 226.034 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 519], Speed: 220.905 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 529], Speed: 222.850 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 539], Speed: 248.857 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 549], Speed: 270.163 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 559], Speed: 250.967 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 569], Speed: 218.960 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 579], Speed: 236.376 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.190 [Epoch 48][Batch 589], Speed: 221.467 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 599], Speed: 247.041 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 609], Speed: 270.445 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 619], Speed: 263.173 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 629], Speed: 234.942 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 639], Speed: 225.332 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 649], Speed: 245.039 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 659], Speed: 263.831 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 669], Speed: 246.295 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 679], Speed: 236.849 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.189 [Epoch 48][Batch 689], Speed: 234.803 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 699], Speed: 222.808 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 709], Speed: 251.051 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 719], Speed: 246.915 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 729], Speed: 273.815 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 739], Speed: 224.216 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 749], Speed: 234.761 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 759], Speed: 219.394 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 769], Speed: 239.672 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 779], Speed: 254.346 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 789], Speed: 271.511 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.188 [Epoch 48][Batch 799], Speed: 253.084 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 809], Speed: 242.367 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 819], Speed: 248.055 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 829], Speed: 263.470 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 839], Speed: 250.785 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 849], Speed: 265.761 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 859], Speed: 251.899 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 869], Speed: 230.734 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 879], Speed: 243.202 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 889], Speed: 256.122 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.187 [Epoch 48][Batch 899], Speed: 255.528 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.186 [Epoch 48][Batch 909], Speed: 249.883 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.186 [Epoch 48] Training cost: 496.510, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.186 [Epoch 49][Batch 9], Speed: 124.275 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.233, HeatmapFocal=2.186 [Epoch 49][Batch 19], Speed: 162.889 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.232, HeatmapFocal=2.186 [Epoch 49][Batch 29], Speed: 245.438 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.232, HeatmapFocal=2.186 [Epoch 49][Batch 39], Speed: 251.911 samples/sec, LR=0.0005, WHL1=0.330, CenterRegL1=0.232, HeatmapFocal=2.186 [Epoch 49][Batch 49], Speed: 240.040 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.233, HeatmapFocal=2.186 [Epoch 49][Batch 59], Speed: 261.453 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.233, HeatmapFocal=2.186 [Epoch 49][Batch 69], Speed: 266.647 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.233, HeatmapFocal=2.186 [Epoch 49][Batch 79], Speed: 234.064 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.233, HeatmapFocal=2.185 [Epoch 49][Batch 89], Speed: 248.083 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 99], Speed: 234.737 samples/sec, LR=0.0005, WHL1=0.329, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 109], Speed: 244.525 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 119], Speed: 226.873 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 129], Speed: 283.197 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 139], Speed: 263.130 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 149], Speed: 234.927 samples/sec, LR=0.0005, WHL1=0.328, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 159], Speed: 237.480 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 169], Speed: 228.577 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.185 [Epoch 49][Batch 179], Speed: 260.061 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 189], Speed: 281.868 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 199], Speed: 235.060 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 209], Speed: 258.292 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 219], Speed: 224.741 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 229], Speed: 247.288 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 239], Speed: 231.958 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 249], Speed: 265.251 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 259], Speed: 234.737 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 269], Speed: 228.218 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 279], Speed: 235.262 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.184 [Epoch 49][Batch 289], Speed: 243.546 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 299], Speed: 245.164 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 309], Speed: 278.194 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 319], Speed: 246.894 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 329], Speed: 241.028 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 339], Speed: 234.598 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 349], Speed: 236.193 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 359], Speed: 226.073 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 369], Speed: 259.908 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 379], Speed: 237.898 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.183 [Epoch 49][Batch 389], Speed: 241.163 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 399], Speed: 247.386 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 409], Speed: 240.966 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 419], Speed: 231.903 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 429], Speed: 274.734 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 439], Speed: 248.727 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 449], Speed: 236.081 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 459], Speed: 257.003 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 469], Speed: 252.566 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 479], Speed: 238.194 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.182 [Epoch 49][Batch 489], Speed: 234.016 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 499], Speed: 263.989 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 509], Speed: 229.451 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 519], Speed: 242.493 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 529], Speed: 248.804 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 539], Speed: 249.766 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 549], Speed: 280.803 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 559], Speed: 255.468 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 569], Speed: 242.163 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 579], Speed: 242.579 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 589], Speed: 231.490 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.181 [Epoch 49][Batch 599], Speed: 230.980 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 609], Speed: 267.730 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 619], Speed: 237.568 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 629], Speed: 238.469 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 639], Speed: 248.550 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 649], Speed: 252.761 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 659], Speed: 234.670 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 669], Speed: 261.326 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 679], Speed: 242.850 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 689], Speed: 232.146 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.180 [Epoch 49][Batch 699], Speed: 261.337 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 709], Speed: 248.775 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 719], Speed: 254.259 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 729], Speed: 262.865 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 739], Speed: 255.186 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 749], Speed: 232.642 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 759], Speed: 254.105 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 769], Speed: 235.061 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 779], Speed: 249.581 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 789], Speed: 254.610 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 799], Speed: 242.786 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.179 [Epoch 49][Batch 809], Speed: 244.746 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 819], Speed: 249.702 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 829], Speed: 251.967 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 839], Speed: 279.065 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 849], Speed: 282.848 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 859], Speed: 251.123 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 869], Speed: 263.956 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 879], Speed: 248.341 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 889], Speed: 250.714 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 899], Speed: 246.784 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49][Batch 909], Speed: 269.224 samples/sec, LR=0.0005, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.178 [Epoch 49] Training cost: 495.653, WHL1=0.327, CenterRegL1=0.234, HeatmapFocal=2.177 [Epoch 50][Batch 9], Speed: 109.089 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.232, HeatmapFocal=2.177 [Epoch 50][Batch 19], Speed: 171.142 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 29], Speed: 260.911 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 39], Speed: 226.081 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 49], Speed: 239.234 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 59], Speed: 259.694 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.177 [Epoch 50][Batch 69], Speed: 263.422 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 79], Speed: 276.215 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 89], Speed: 258.126 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.233, HeatmapFocal=2.177 [Epoch 50][Batch 99], Speed: 242.458 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 109], Speed: 246.465 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 119], Speed: 250.745 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 129], Speed: 281.286 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.233, HeatmapFocal=2.176 [Epoch 50][Batch 139], Speed: 258.456 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 149], Speed: 229.554 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 159], Speed: 225.826 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 169], Speed: 260.218 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 179], Speed: 273.270 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 189], Speed: 234.811 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 199], Speed: 278.648 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.176 [Epoch 50][Batch 209], Speed: 240.380 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 219], Speed: 106.744 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 229], Speed: 263.827 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 239], Speed: 262.296 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 249], Speed: 245.391 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 259], Speed: 253.738 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 269], Speed: 243.470 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 279], Speed: 237.793 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 289], Speed: 260.626 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 299], Speed: 269.247 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.175 [Epoch 50][Batch 309], Speed: 224.034 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 319], Speed: 251.463 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 329], Speed: 238.074 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 339], Speed: 236.084 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 349], Speed: 272.873 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 359], Speed: 259.124 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 369], Speed: 220.792 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 379], Speed: 250.159 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 389], Speed: 239.328 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 399], Speed: 231.172 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 409], Speed: 258.923 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.174 [Epoch 50][Batch 419], Speed: 250.176 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 429], Speed: 246.069 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 439], Speed: 263.348 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 449], Speed: 236.838 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 459], Speed: 234.035 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 469], Speed: 262.760 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 479], Speed: 241.936 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 489], Speed: 241.556 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 499], Speed: 269.861 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 509], Speed: 238.121 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 519], Speed: 233.938 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.173 [Epoch 50][Batch 529], Speed: 272.181 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 539], Speed: 245.975 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 549], Speed: 241.073 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 559], Speed: 252.674 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 569], Speed: 222.181 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 579], Speed: 238.162 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 589], Speed: 264.237 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 599], Speed: 230.546 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 609], Speed: 235.677 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 619], Speed: 275.187 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.172 [Epoch 50][Batch 629], Speed: 234.672 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 639], Speed: 233.856 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 649], Speed: 263.145 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 659], Speed: 245.332 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 669], Speed: 234.476 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 679], Speed: 242.889 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 689], Speed: 239.211 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 699], Speed: 233.839 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 709], Speed: 250.599 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 719], Speed: 261.785 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 729], Speed: 232.975 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.171 [Epoch 50][Batch 739], Speed: 250.971 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 749], Speed: 229.279 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 759], Speed: 223.400 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 769], Speed: 242.043 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 779], Speed: 245.252 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 789], Speed: 249.335 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 799], Speed: 285.778 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 809], Speed: 259.130 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 819], Speed: 238.638 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 829], Speed: 256.779 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 839], Speed: 252.442 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.170 [Epoch 50][Batch 849], Speed: 253.886 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 859], Speed: 279.170 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 869], Speed: 234.031 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 879], Speed: 239.434 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 889], Speed: 245.535 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 899], Speed: 251.916 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50][Batch 909], Speed: 269.924 samples/sec, LR=0.0005, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50] Training cost: 493.052, WHL1=0.326, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 50] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.201 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.206 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.056 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.216 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.210 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.093 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.336 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.550 person=33.1 bicycle=13.3 car=17.5 motorcycle=16.1 airplane=38.9 bus=41.2 train=41.4 truck=15.4 boat=8.2 traffic light=8.5 fire hydrant=44.7 stop sign=45.0 parking meter=25.5 bench=9.6 bird=12.3 cat=43.4 dog=37.9 horse=32.1 sheep=28.1 cow=24.6 elephant=43.9 bear=50.0 zebra=47.3 giraffe=52.5 backpack=3.3 umbrella=18.0 handbag=2.0 tie=10.2 suitcase=14.3 frisbee=31.4 skis=8.4 snowboard=9.0 sports ball=13.4 kite=14.5 baseball bat=8.5 baseball glove=13.6 skateboard=26.3 surfboard=12.9 tennis racket=20.5 bottle=14.0 wine glass=11.9 cup=18.4 fork=5.4 knife=2.6 spoon=0.8 bowl=20.3 banana=8.7 apple=6.6 sandwich=14.2 orange=14.1 broccoli=11.9 carrot=5.8 hot dog=15.4 pizza=28.9 donut=25.3 cake=13.3 chair=12.1 couch=25.5 potted plant=10.6 bed=20.4 dining table=11.6 toilet=45.1 tv=35.6 laptop=36.6 mouse=26.9 remote=4.4 keyboard=27.0 cell phone=14.0 microwave=34.2 oven=16.5 toaster=1.5 sink=17.2 refrigerator=29.6 book=2.0 clock=28.4 vase=19.8 scissors=8.6 teddy bear=24.2 hair drier=0.0 toothbrush=1.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =20.1 [Epoch 51][Batch 9], Speed: 122.217 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.169 [Epoch 51][Batch 19], Speed: 158.133 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 51][Batch 29], Speed: 240.291 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.169 [Epoch 51][Batch 39], Speed: 239.292 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.169 [Epoch 51][Batch 49], Speed: 251.653 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 59], Speed: 272.392 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 69], Speed: 257.249 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 79], Speed: 243.899 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 89], Speed: 258.897 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 99], Speed: 219.913 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 109], Speed: 227.799 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 119], Speed: 235.614 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 129], Speed: 272.011 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 139], Speed: 280.941 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.168 [Epoch 51][Batch 149], Speed: 228.721 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 159], Speed: 241.329 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 169], Speed: 236.158 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 179], Speed: 242.610 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 189], Speed: 274.678 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 199], Speed: 248.402 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 209], Speed: 252.059 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 219], Speed: 248.747 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 229], Speed: 239.563 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 239], Speed: 250.749 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 249], Speed: 247.460 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.167 [Epoch 51][Batch 259], Speed: 270.269 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 269], Speed: 242.437 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 279], Speed: 245.677 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 289], Speed: 230.129 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 299], Speed: 259.742 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 309], Speed: 252.912 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 319], Speed: 248.577 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 329], Speed: 234.368 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 339], Speed: 237.352 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 349], Speed: 234.635 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 359], Speed: 250.705 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.166 [Epoch 51][Batch 369], Speed: 245.560 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 379], Speed: 239.253 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 389], Speed: 220.034 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 399], Speed: 254.681 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 409], Speed: 224.740 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 419], Speed: 267.141 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 429], Speed: 251.598 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 439], Speed: 244.298 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 449], Speed: 231.053 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 459], Speed: 246.867 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 469], Speed: 225.408 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.165 [Epoch 51][Batch 479], Speed: 263.158 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 489], Speed: 253.933 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 499], Speed: 257.415 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 509], Speed: 245.838 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 519], Speed: 230.026 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 529], Speed: 223.896 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 539], Speed: 268.462 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 549], Speed: 280.962 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 559], Speed: 249.533 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 569], Speed: 236.747 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 579], Speed: 247.334 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.164 [Epoch 51][Batch 589], Speed: 245.165 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 599], Speed: 268.639 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 609], Speed: 261.025 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 619], Speed: 234.972 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 629], Speed: 232.662 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 639], Speed: 246.290 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 649], Speed: 226.183 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 659], Speed: 237.447 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 669], Speed: 274.401 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 679], Speed: 261.981 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 689], Speed: 242.428 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.163 [Epoch 51][Batch 699], Speed: 226.387 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 709], Speed: 239.484 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 719], Speed: 264.908 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 729], Speed: 271.645 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 739], Speed: 253.137 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 749], Speed: 253.241 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 759], Speed: 246.942 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 769], Speed: 235.625 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 779], Speed: 270.934 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 789], Speed: 271.812 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 799], Speed: 256.128 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 809], Speed: 245.067 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.162 [Epoch 51][Batch 819], Speed: 245.040 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 829], Speed: 244.316 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 839], Speed: 258.969 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 849], Speed: 245.020 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 859], Speed: 254.421 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 869], Speed: 260.175 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 879], Speed: 271.877 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 889], Speed: 268.337 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 899], Speed: 257.726 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51][Batch 909], Speed: 241.314 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 51] Training cost: 494.885, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.161 [Epoch 52][Batch 9], Speed: 119.086 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.236, HeatmapFocal=2.161 [Epoch 52][Batch 19], Speed: 239.085 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.160 [Epoch 52][Batch 29], Speed: 248.963 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 39], Speed: 249.198 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 49], Speed: 251.540 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.160 [Epoch 52][Batch 59], Speed: 255.055 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 69], Speed: 247.225 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 79], Speed: 244.922 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 89], Speed: 244.853 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 99], Speed: 262.082 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 109], Speed: 238.452 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.160 [Epoch 52][Batch 119], Speed: 236.407 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 129], Speed: 278.240 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 139], Speed: 230.726 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 149], Speed: 234.800 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 159], Speed: 229.739 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 169], Speed: 248.610 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 179], Speed: 249.571 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 189], Speed: 240.517 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 199], Speed: 247.256 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 209], Speed: 227.491 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 219], Speed: 246.199 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 229], Speed: 233.579 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.159 [Epoch 52][Batch 239], Speed: 236.315 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 249], Speed: 245.060 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 259], Speed: 276.568 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 269], Speed: 240.493 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 279], Speed: 240.940 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 289], Speed: 244.769 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 299], Speed: 229.402 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 309], Speed: 239.122 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 319], Speed: 240.022 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 329], Speed: 240.135 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 339], Speed: 230.790 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.158 [Epoch 52][Batch 349], Speed: 214.315 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 359], Speed: 236.123 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 369], Speed: 236.820 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 379], Speed: 239.526 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 389], Speed: 248.475 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 399], Speed: 238.003 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 409], Speed: 232.244 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 419], Speed: 240.063 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 429], Speed: 282.526 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 439], Speed: 253.190 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 449], Speed: 233.075 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.157 [Epoch 52][Batch 459], Speed: 237.348 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 469], Speed: 242.670 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 479], Speed: 235.446 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 489], Speed: 277.297 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 499], Speed: 253.541 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 509], Speed: 237.834 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 519], Speed: 237.462 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 529], Speed: 236.660 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 539], Speed: 219.852 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 549], Speed: 277.765 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 559], Speed: 271.394 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 569], Speed: 228.782 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.156 [Epoch 52][Batch 579], Speed: 238.566 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 589], Speed: 227.507 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 599], Speed: 238.967 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 609], Speed: 234.839 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 619], Speed: 271.620 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 629], Speed: 224.039 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 639], Speed: 240.790 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 649], Speed: 238.728 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 659], Speed: 238.795 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 669], Speed: 222.969 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 679], Speed: 270.673 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.155 [Epoch 52][Batch 689], Speed: 226.745 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 699], Speed: 228.231 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 709], Speed: 227.261 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 719], Speed: 242.682 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 729], Speed: 273.412 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 739], Speed: 253.301 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 749], Speed: 233.737 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 759], Speed: 228.173 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 769], Speed: 233.895 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 779], Speed: 239.746 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 789], Speed: 243.490 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 799], Speed: 255.001 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.154 [Epoch 52][Batch 809], Speed: 241.151 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 819], Speed: 264.852 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 829], Speed: 254.599 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 839], Speed: 250.529 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 849], Speed: 279.824 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 859], Speed: 248.991 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 869], Speed: 256.650 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 879], Speed: 256.300 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 889], Speed: 263.531 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 899], Speed: 260.506 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52][Batch 909], Speed: 253.180 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 52] Training cost: 494.888, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.153 [Epoch 53][Batch 9], Speed: 117.018 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 19], Speed: 196.312 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.234, HeatmapFocal=2.152 [Epoch 53][Batch 29], Speed: 240.366 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.234, HeatmapFocal=2.152 [Epoch 53][Batch 39], Speed: 235.908 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.152 [Epoch 53][Batch 49], Speed: 222.128 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.152 [Epoch 53][Batch 59], Speed: 261.671 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.152 [Epoch 53][Batch 69], Speed: 261.039 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 79], Speed: 235.396 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 89], Speed: 245.727 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 99], Speed: 235.592 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 109], Speed: 250.075 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.152 [Epoch 53][Batch 119], Speed: 231.590 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.151 [Epoch 53][Batch 129], Speed: 266.944 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.151 [Epoch 53][Batch 139], Speed: 252.759 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.151 [Epoch 53][Batch 149], Speed: 237.873 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 159], Speed: 249.685 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 169], Speed: 248.079 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 179], Speed: 240.029 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 189], Speed: 248.808 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 199], Speed: 261.513 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 209], Speed: 242.729 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 219], Speed: 232.702 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 229], Speed: 242.702 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.151 [Epoch 53][Batch 239], Speed: 270.511 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.150 [Epoch 53][Batch 249], Speed: 248.610 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.150 [Epoch 53][Batch 259], Speed: 279.453 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.150 [Epoch 53][Batch 269], Speed: 232.501 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 279], Speed: 232.122 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 289], Speed: 240.893 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 299], Speed: 247.079 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 309], Speed: 250.919 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 319], Speed: 252.451 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 329], Speed: 231.492 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 339], Speed: 256.676 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.150 [Epoch 53][Batch 349], Speed: 245.301 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 359], Speed: 261.919 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 369], Speed: 230.809 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 379], Speed: 276.643 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 389], Speed: 252.623 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 399], Speed: 240.904 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 409], Speed: 237.057 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 419], Speed: 258.540 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 429], Speed: 248.933 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 439], Speed: 247.028 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 449], Speed: 247.577 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 459], Speed: 241.491 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.149 [Epoch 53][Batch 469], Speed: 236.327 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 479], Speed: 251.777 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 489], Speed: 243.031 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 499], Speed: 270.701 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 509], Speed: 228.971 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 519], Speed: 239.346 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 529], Speed: 229.172 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 539], Speed: 266.107 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 549], Speed: 250.761 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 559], Speed: 241.593 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 569], Speed: 221.902 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 579], Speed: 256.865 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.148 [Epoch 53][Batch 589], Speed: 235.769 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 599], Speed: 259.034 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 609], Speed: 245.998 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 619], Speed: 247.676 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 629], Speed: 228.388 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 639], Speed: 252.371 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 649], Speed: 248.834 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 659], Speed: 260.844 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 669], Speed: 259.521 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 679], Speed: 269.571 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 689], Speed: 221.512 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 699], Speed: 251.392 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.147 [Epoch 53][Batch 709], Speed: 230.529 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 719], Speed: 244.665 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 729], Speed: 242.781 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 739], Speed: 247.895 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 749], Speed: 234.985 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 759], Speed: 258.324 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 769], Speed: 250.715 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 779], Speed: 245.002 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 789], Speed: 241.521 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 799], Speed: 266.361 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 809], Speed: 250.770 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.146 [Epoch 53][Batch 819], Speed: 244.842 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 829], Speed: 259.739 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 839], Speed: 268.703 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 849], Speed: 260.290 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 859], Speed: 266.776 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 869], Speed: 265.987 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 879], Speed: 250.061 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 889], Speed: 277.144 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 899], Speed: 269.266 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53][Batch 909], Speed: 279.814 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 53] Training cost: 492.537, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 54][Batch 9], Speed: 108.623 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.145 [Epoch 54][Batch 19], Speed: 150.289 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 29], Speed: 248.259 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 39], Speed: 251.167 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 49], Speed: 230.287 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 59], Speed: 268.040 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 69], Speed: 260.280 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 79], Speed: 278.409 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 89], Speed: 249.051 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 99], Speed: 217.744 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 109], Speed: 241.604 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 119], Speed: 245.696 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 129], Speed: 276.803 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.144 [Epoch 54][Batch 139], Speed: 261.917 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 149], Speed: 243.841 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 159], Speed: 231.147 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 169], Speed: 244.056 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 179], Speed: 279.936 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 189], Speed: 249.233 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 199], Speed: 248.815 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 209], Speed: 235.756 samples/sec, LR=0.0005, WHL1=0.325, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 219], Speed: 259.045 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 229], Speed: 242.149 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.233, HeatmapFocal=2.143 [Epoch 54][Batch 239], Speed: 272.945 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 249], Speed: 252.731 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.143 [Epoch 54][Batch 259], Speed: 255.215 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 269], Speed: 223.403 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 279], Speed: 264.120 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 289], Speed: 267.307 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 299], Speed: 265.335 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 309], Speed: 255.269 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 319], Speed: 264.032 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 329], Speed: 244.552 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 339], Speed: 253.802 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 349], Speed: 232.715 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 359], Speed: 254.972 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 369], Speed: 258.223 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.142 [Epoch 54][Batch 379], Speed: 261.070 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 389], Speed: 237.718 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 399], Speed: 214.947 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 409], Speed: 261.097 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 419], Speed: 261.735 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 429], Speed: 240.971 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 439], Speed: 259.097 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 449], Speed: 234.841 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 459], Speed: 227.444 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 469], Speed: 256.576 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 479], Speed: 254.235 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 489], Speed: 234.050 samples/sec, LR=0.0005, WHL1=0.324, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 499], Speed: 251.674 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.141 [Epoch 54][Batch 509], Speed: 245.680 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 519], Speed: 231.020 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 529], Speed: 251.367 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 539], Speed: 258.098 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 549], Speed: 245.687 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 559], Speed: 249.960 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 569], Speed: 238.053 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 579], Speed: 223.291 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 589], Speed: 258.153 samples/sec, LR=0.0005, WHL1=0.323, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 599], Speed: 271.399 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 609], Speed: 240.971 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.140 [Epoch 54][Batch 619], Speed: 246.332 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 629], Speed: 241.156 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 639], Speed: 222.138 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 649], Speed: 257.616 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 659], Speed: 268.942 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 669], Speed: 284.534 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 679], Speed: 245.514 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 689], Speed: 218.666 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 699], Speed: 233.574 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 709], Speed: 258.481 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 719], Speed: 267.060 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 729], Speed: 271.549 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 739], Speed: 257.519 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.139 [Epoch 54][Batch 749], Speed: 231.155 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 759], Speed: 226.439 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 769], Speed: 258.503 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 779], Speed: 258.271 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 789], Speed: 255.265 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 799], Speed: 282.884 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 809], Speed: 245.102 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 819], Speed: 245.794 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 829], Speed: 254.526 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 839], Speed: 271.112 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 849], Speed: 248.768 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 859], Speed: 265.753 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.138 [Epoch 54][Batch 869], Speed: 250.655 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 54][Batch 879], Speed: 260.647 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 54][Batch 889], Speed: 263.722 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 54][Batch 899], Speed: 258.665 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 54][Batch 909], Speed: 278.531 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 54] Training cost: 494.397, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 9], Speed: 131.549 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.137 [Epoch 55][Batch 19], Speed: 178.581 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 29], Speed: 258.165 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 39], Speed: 239.245 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 49], Speed: 239.550 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 59], Speed: 260.373 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.137 [Epoch 55][Batch 69], Speed: 275.518 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 79], Speed: 264.333 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.136 [Epoch 55][Batch 89], Speed: 246.815 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.136 [Epoch 55][Batch 99], Speed: 227.444 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 109], Speed: 235.876 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 119], Speed: 248.638 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 129], Speed: 271.733 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 139], Speed: 280.537 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 149], Speed: 239.378 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 159], Speed: 250.151 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 169], Speed: 249.049 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 179], Speed: 261.365 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.136 [Epoch 55][Batch 189], Speed: 246.858 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.135 [Epoch 55][Batch 199], Speed: 261.682 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.135 [Epoch 55][Batch 209], Speed: 240.509 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.135 [Epoch 55][Batch 219], Speed: 251.284 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.135 [Epoch 55][Batch 229], Speed: 254.963 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 239], Speed: 285.258 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 249], Speed: 253.695 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 259], Speed: 247.581 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 269], Speed: 246.564 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 279], Speed: 241.493 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 289], Speed: 233.933 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.233, HeatmapFocal=2.135 [Epoch 55][Batch 299], Speed: 274.131 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.135 [Epoch 55][Batch 309], Speed: 243.117 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 319], Speed: 258.494 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 329], Speed: 235.095 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 339], Speed: 241.740 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 349], Speed: 223.739 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 359], Speed: 280.572 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 369], Speed: 254.193 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 379], Speed: 260.437 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 389], Speed: 234.771 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 399], Speed: 224.042 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 409], Speed: 243.378 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 419], Speed: 272.583 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 429], Speed: 267.928 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.134 [Epoch 55][Batch 439], Speed: 277.687 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 449], Speed: 256.434 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 459], Speed: 250.110 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 469], Speed: 239.131 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 479], Speed: 267.469 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 489], Speed: 245.123 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 499], Speed: 271.572 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 509], Speed: 237.761 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 519], Speed: 233.461 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 529], Speed: 230.879 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 539], Speed: 264.117 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 549], Speed: 261.580 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.133 [Epoch 55][Batch 559], Speed: 259.010 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 569], Speed: 218.930 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 579], Speed: 236.981 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 589], Speed: 226.349 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 599], Speed: 274.279 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 609], Speed: 248.979 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 619], Speed: 257.229 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 629], Speed: 233.006 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 639], Speed: 226.778 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 649], Speed: 262.477 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 659], Speed: 273.133 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 669], Speed: 267.503 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 679], Speed: 265.857 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.132 [Epoch 55][Batch 689], Speed: 239.969 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 699], Speed: 235.843 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 709], Speed: 267.465 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 719], Speed: 268.449 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 729], Speed: 242.578 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 739], Speed: 248.282 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 749], Speed: 261.383 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 759], Speed: 239.132 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 769], Speed: 261.033 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 779], Speed: 238.884 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 789], Speed: 263.577 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 799], Speed: 246.343 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 809], Speed: 263.355 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.131 [Epoch 55][Batch 819], Speed: 275.309 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 829], Speed: 241.028 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 839], Speed: 258.931 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 849], Speed: 273.552 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 859], Speed: 285.344 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 869], Speed: 255.801 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 879], Speed: 268.983 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 889], Speed: 237.650 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 899], Speed: 256.925 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55][Batch 909], Speed: 283.702 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 55] Training cost: 494.463, WHL1=0.322, CenterRegL1=0.234, HeatmapFocal=2.130 [Epoch 56][Batch 9], Speed: 117.645 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.130 [Epoch 56][Batch 19], Speed: 248.657 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.130 [Epoch 56][Batch 29], Speed: 231.648 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.129 [Epoch 56][Batch 39], Speed: 240.470 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 49], Speed: 234.849 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 59], Speed: 268.402 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 69], Speed: 273.892 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 79], Speed: 230.879 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 89], Speed: 249.112 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 99], Speed: 230.478 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 109], Speed: 266.866 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 119], Speed: 244.307 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 129], Speed: 292.656 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 139], Speed: 234.536 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.129 [Epoch 56][Batch 149], Speed: 240.844 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 159], Speed: 248.487 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 169], Speed: 235.672 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 179], Speed: 249.261 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 189], Speed: 270.599 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 199], Speed: 226.710 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 209], Speed: 228.489 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 219], Speed: 252.865 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 229], Speed: 227.591 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 239], Speed: 240.400 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 249], Speed: 248.057 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 259], Speed: 223.708 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.128 [Epoch 56][Batch 269], Speed: 244.210 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.128 [Epoch 56][Batch 279], Speed: 246.048 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 289], Speed: 249.771 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.127 [Epoch 56][Batch 299], Speed: 238.631 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 309], Speed: 263.564 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 319], Speed: 220.507 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 329], Speed: 238.040 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 339], Speed: 251.795 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 349], Speed: 238.602 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 359], Speed: 227.240 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 369], Speed: 275.627 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 379], Speed: 248.396 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 389], Speed: 226.097 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 399], Speed: 224.868 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.127 [Epoch 56][Batch 409], Speed: 246.198 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 419], Speed: 245.794 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 429], Speed: 264.065 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 439], Speed: 240.233 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 449], Speed: 231.309 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 459], Speed: 243.468 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 469], Speed: 253.842 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 479], Speed: 232.529 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 489], Speed: 255.531 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 499], Speed: 251.244 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 509], Speed: 226.478 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 519], Speed: 232.059 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 529], Speed: 247.650 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.126 [Epoch 56][Batch 539], Speed: 245.961 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 549], Speed: 259.170 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 559], Speed: 238.680 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 569], Speed: 237.819 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 579], Speed: 235.398 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 589], Speed: 242.270 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 599], Speed: 271.517 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 609], Speed: 253.876 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 619], Speed: 232.283 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 629], Speed: 243.924 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 639], Speed: 247.778 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 649], Speed: 240.617 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 659], Speed: 265.321 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.125 [Epoch 56][Batch 669], Speed: 266.581 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 679], Speed: 239.439 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 689], Speed: 225.175 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 699], Speed: 236.608 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 709], Speed: 262.364 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 719], Speed: 247.983 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 729], Speed: 271.114 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 739], Speed: 233.133 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 749], Speed: 233.075 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 759], Speed: 236.814 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 769], Speed: 245.962 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 779], Speed: 249.912 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 789], Speed: 278.104 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.124 [Epoch 56][Batch 799], Speed: 256.562 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 809], Speed: 249.447 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 819], Speed: 252.315 samples/sec, LR=0.0005, WHL1=0.321, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 829], Speed: 264.144 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 839], Speed: 250.629 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 849], Speed: 251.068 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 859], Speed: 259.021 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 869], Speed: 272.405 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 879], Speed: 224.798 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 889], Speed: 246.571 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.123 [Epoch 56][Batch 899], Speed: 260.829 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.123 [Epoch 56][Batch 909], Speed: 254.544 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.123 [Epoch 56] Training cost: 503.836, WHL1=0.320, CenterRegL1=0.233, HeatmapFocal=2.123 [Epoch 57][Batch 9], Speed: 120.942 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 19], Speed: 268.471 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 29], Speed: 221.010 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 39], Speed: 239.954 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 49], Speed: 264.521 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 59], Speed: 259.399 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 69], Speed: 266.679 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 79], Speed: 237.925 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 89], Speed: 255.114 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 99], Speed: 222.013 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.122 [Epoch 57][Batch 109], Speed: 234.030 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 119], Speed: 226.700 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.122 [Epoch 57][Batch 129], Speed: 280.556 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.121 [Epoch 57][Batch 139], Speed: 249.364 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.121 [Epoch 57][Batch 149], Speed: 256.885 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.121 [Epoch 57][Batch 159], Speed: 239.953 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 169], Speed: 227.805 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 179], Speed: 240.810 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 189], Speed: 252.488 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 199], Speed: 242.611 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 209], Speed: 241.550 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 219], Speed: 244.815 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 229], Speed: 225.739 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 239], Speed: 230.333 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 249], Speed: 240.831 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.121 [Epoch 57][Batch 259], Speed: 244.070 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 269], Speed: 240.072 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 279], Speed: 260.763 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 289], Speed: 230.665 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 299], Speed: 238.812 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 309], Speed: 277.549 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 319], Speed: 240.602 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 329], Speed: 227.695 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 339], Speed: 251.576 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 349], Speed: 256.689 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 359], Speed: 222.749 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 369], Speed: 228.532 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.120 [Epoch 57][Batch 379], Speed: 248.977 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 389], Speed: 231.421 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 399], Speed: 241.445 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 409], Speed: 218.097 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 419], Speed: 223.692 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 429], Speed: 229.930 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 439], Speed: 251.447 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 449], Speed: 242.579 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 459], Speed: 242.091 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 469], Speed: 223.688 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 479], Speed: 208.769 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 489], Speed: 248.572 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 499], Speed: 243.616 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 509], Speed: 239.348 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.119 [Epoch 57][Batch 519], Speed: 255.058 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 529], Speed: 221.170 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 539], Speed: 223.046 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 549], Speed: 229.449 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 559], Speed: 264.732 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 569], Speed: 248.994 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 579], Speed: 249.309 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 589], Speed: 216.128 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 599], Speed: 222.405 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 609], Speed: 253.452 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 619], Speed: 225.632 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 629], Speed: 232.984 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 639], Speed: 257.445 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.118 [Epoch 57][Batch 649], Speed: 232.806 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 659], Speed: 228.808 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 669], Speed: 263.142 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 679], Speed: 232.908 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 689], Speed: 217.192 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 699], Speed: 264.114 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 709], Speed: 218.199 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 719], Speed: 224.718 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 729], Speed: 236.916 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 739], Speed: 251.016 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 749], Speed: 219.561 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 759], Speed: 241.244 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 769], Speed: 235.679 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.117 [Epoch 57][Batch 779], Speed: 241.345 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 789], Speed: 249.658 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 799], Speed: 256.427 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 809], Speed: 244.120 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 819], Speed: 248.281 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 829], Speed: 248.508 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 839], Speed: 247.964 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 849], Speed: 251.839 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 859], Speed: 270.376 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 869], Speed: 248.442 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 879], Speed: 258.323 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 889], Speed: 240.856 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 899], Speed: 248.608 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57][Batch 909], Speed: 281.349 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.116 [Epoch 57] Training cost: 504.941, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 9], Speed: 144.867 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.115 [Epoch 58][Batch 19], Speed: 138.058 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 29], Speed: 246.130 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.115 [Epoch 58][Batch 39], Speed: 223.955 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.115 [Epoch 58][Batch 49], Speed: 228.858 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.115 [Epoch 58][Batch 59], Speed: 263.732 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.115 [Epoch 58][Batch 69], Speed: 259.617 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 79], Speed: 277.236 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 89], Speed: 241.113 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 99], Speed: 242.273 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 109], Speed: 253.054 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 119], Speed: 242.117 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.115 [Epoch 58][Batch 129], Speed: 271.442 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 139], Speed: 274.873 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 149], Speed: 225.594 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 159], Speed: 241.278 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 169], Speed: 238.370 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 179], Speed: 247.102 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 189], Speed: 232.381 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 199], Speed: 273.804 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 209], Speed: 238.172 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 219], Speed: 261.494 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 229], Speed: 239.414 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 239], Speed: 256.576 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 249], Speed: 226.450 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.114 [Epoch 58][Batch 259], Speed: 259.986 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 269], Speed: 232.603 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 279], Speed: 260.613 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 289], Speed: 239.512 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 299], Speed: 250.662 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 309], Speed: 259.185 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 319], Speed: 267.622 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 329], Speed: 228.537 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 339], Speed: 256.146 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 349], Speed: 242.739 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 359], Speed: 255.823 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.113 [Epoch 58][Batch 369], Speed: 264.616 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.113 [Epoch 58][Batch 379], Speed: 256.446 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.113 [Epoch 58][Batch 389], Speed: 229.364 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.113 [Epoch 58][Batch 399], Speed: 229.925 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 409], Speed: 258.949 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 419], Speed: 227.925 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 429], Speed: 273.295 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 439], Speed: 270.785 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 449], Speed: 235.906 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 459], Speed: 252.604 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 469], Speed: 260.348 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 479], Speed: 261.856 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 489], Speed: 227.061 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 499], Speed: 285.592 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 509], Speed: 231.106 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 519], Speed: 255.497 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.112 [Epoch 58][Batch 529], Speed: 249.454 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 539], Speed: 228.700 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 549], Speed: 229.478 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 559], Speed: 264.662 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 569], Speed: 243.949 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 579], Speed: 230.848 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 589], Speed: 244.595 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 599], Speed: 255.517 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 609], Speed: 241.672 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 619], Speed: 278.347 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 629], Speed: 240.273 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 639], Speed: 234.390 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 649], Speed: 233.811 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 659], Speed: 260.148 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.111 [Epoch 58][Batch 669], Speed: 245.937 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 679], Speed: 248.282 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 689], Speed: 246.290 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 699], Speed: 246.610 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 709], Speed: 245.857 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 719], Speed: 262.792 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 729], Speed: 224.681 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 739], Speed: 265.141 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 749], Speed: 233.521 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 759], Speed: 253.167 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 769], Speed: 239.587 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 779], Speed: 238.942 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 789], Speed: 225.888 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 799], Speed: 286.399 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.110 [Epoch 58][Batch 809], Speed: 272.950 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 58][Batch 819], Speed: 264.959 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 58][Batch 829], Speed: 265.526 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 58][Batch 839], Speed: 250.988 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 58][Batch 849], Speed: 253.152 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58][Batch 859], Speed: 252.066 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58][Batch 869], Speed: 247.447 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58][Batch 879], Speed: 252.766 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58][Batch 889], Speed: 239.131 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 58][Batch 899], Speed: 236.003 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58][Batch 909], Speed: 251.709 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 58] Training cost: 492.622, WHL1=0.319, CenterRegL1=0.234, HeatmapFocal=2.109 [Epoch 59][Batch 9], Speed: 125.441 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 59][Batch 19], Speed: 227.422 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.109 [Epoch 59][Batch 29], Speed: 237.283 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.108 [Epoch 59][Batch 39], Speed: 251.016 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 49], Speed: 248.018 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.108 [Epoch 59][Batch 59], Speed: 246.393 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.232, HeatmapFocal=2.108 [Epoch 59][Batch 69], Speed: 274.158 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.232, HeatmapFocal=2.108 [Epoch 59][Batch 79], Speed: 255.176 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 89], Speed: 239.716 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 99], Speed: 240.528 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 109], Speed: 254.559 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 119], Speed: 225.415 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 129], Speed: 259.582 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 139], Speed: 271.965 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 149], Speed: 242.467 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.108 [Epoch 59][Batch 159], Speed: 241.993 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 169], Speed: 248.970 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 179], Speed: 232.741 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 189], Speed: 239.915 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 199], Speed: 255.960 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 209], Speed: 238.070 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 219], Speed: 257.964 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 229], Speed: 279.363 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 239], Speed: 234.579 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 249], Speed: 245.086 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 259], Speed: 234.318 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 269], Speed: 244.807 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 279], Speed: 239.522 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 289], Speed: 280.213 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.107 [Epoch 59][Batch 299], Speed: 247.821 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 309], Speed: 250.936 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 319], Speed: 250.523 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 329], Speed: 236.777 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 339], Speed: 248.717 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 349], Speed: 283.131 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 359], Speed: 235.898 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 369], Speed: 236.032 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 379], Speed: 267.045 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 389], Speed: 226.432 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 399], Speed: 251.399 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 409], Speed: 275.204 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 419], Speed: 242.855 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 429], Speed: 235.687 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.106 [Epoch 59][Batch 439], Speed: 245.723 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 449], Speed: 237.338 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 459], Speed: 254.575 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 469], Speed: 260.772 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 479], Speed: 231.460 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 489], Speed: 258.475 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 499], Speed: 266.694 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 509], Speed: 229.383 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 519], Speed: 254.440 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 529], Speed: 251.199 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 539], Speed: 239.736 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 549], Speed: 242.450 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 559], Speed: 273.561 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 569], Speed: 244.679 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.105 [Epoch 59][Batch 579], Speed: 240.613 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 589], Speed: 279.595 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 599], Speed: 243.016 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 609], Speed: 233.372 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 619], Speed: 262.272 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 629], Speed: 222.536 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 639], Speed: 238.543 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 649], Speed: 276.984 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.104 [Epoch 59][Batch 659], Speed: 234.169 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 669], Speed: 226.402 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 679], Speed: 223.337 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 689], Speed: 243.663 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 699], Speed: 248.797 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 709], Speed: 289.342 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.104 [Epoch 59][Batch 719], Speed: 238.877 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 729], Speed: 227.906 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.103 [Epoch 59][Batch 739], Speed: 243.933 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.103 [Epoch 59][Batch 749], Speed: 219.145 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 759], Speed: 260.649 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 769], Speed: 276.150 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 779], Speed: 244.686 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 789], Speed: 238.599 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 799], Speed: 244.108 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 809], Speed: 263.265 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 819], Speed: 260.825 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 829], Speed: 261.096 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 839], Speed: 241.034 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 849], Speed: 269.527 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.103 [Epoch 59][Batch 859], Speed: 250.167 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59][Batch 869], Speed: 238.226 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59][Batch 879], Speed: 243.959 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59][Batch 889], Speed: 266.996 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59][Batch 899], Speed: 262.330 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59][Batch 909], Speed: 249.109 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 59] Training cost: 496.681, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 60][Batch 9], Speed: 118.306 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.235, HeatmapFocal=2.102 [Epoch 60][Batch 19], Speed: 221.108 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.234, HeatmapFocal=2.102 [Epoch 60][Batch 29], Speed: 247.072 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 60][Batch 39], Speed: 235.143 samples/sec, LR=0.0005, WHL1=0.320, CenterRegL1=0.234, HeatmapFocal=2.102 [Epoch 60][Batch 49], Speed: 232.403 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.102 [Epoch 60][Batch 59], Speed: 250.709 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.102 [Epoch 60][Batch 69], Speed: 280.240 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.102 [Epoch 60][Batch 79], Speed: 233.438 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.102 [Epoch 60][Batch 89], Speed: 251.024 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 99], Speed: 247.637 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 109], Speed: 224.551 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 119], Speed: 246.201 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 129], Speed: 270.962 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 139], Speed: 234.266 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 149], Speed: 235.841 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 159], Speed: 238.496 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 169], Speed: 245.848 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 179], Speed: 233.551 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 189], Speed: 286.716 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 199], Speed: 248.314 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 209], Speed: 257.431 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.101 [Epoch 60][Batch 219], Speed: 237.262 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 229], Speed: 225.722 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 239], Speed: 232.858 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 249], Speed: 239.876 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 259], Speed: 239.643 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 269], Speed: 245.631 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 279], Speed: 222.891 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 289], Speed: 230.083 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 299], Speed: 233.415 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 309], Speed: 237.915 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 319], Speed: 226.491 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 329], Speed: 254.505 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 339], Speed: 241.220 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 349], Speed: 219.385 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.100 [Epoch 60][Batch 359], Speed: 236.321 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 369], Speed: 247.100 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 379], Speed: 234.656 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 389], Speed: 251.531 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 399], Speed: 247.110 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 409], Speed: 233.130 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 419], Speed: 219.475 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 429], Speed: 248.526 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 439], Speed: 249.097 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 449], Speed: 249.597 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 459], Speed: 228.261 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 469], Speed: 237.131 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 479], Speed: 230.491 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 489], Speed: 240.546 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 499], Speed: 247.036 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.099 [Epoch 60][Batch 509], Speed: 247.009 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 519], Speed: 222.281 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 529], Speed: 214.371 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 539], Speed: 223.762 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 549], Speed: 250.684 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 559], Speed: 244.553 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 569], Speed: 256.029 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 579], Speed: 235.442 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 589], Speed: 233.557 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 599], Speed: 230.363 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 609], Speed: 227.185 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 619], Speed: 239.232 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 629], Speed: 251.352 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 639], Speed: 225.758 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.098 [Epoch 60][Batch 649], Speed: 221.346 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 659], Speed: 231.320 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 669], Speed: 237.446 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 679], Speed: 252.027 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 689], Speed: 261.067 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 699], Speed: 237.590 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 709], Speed: 228.830 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 719], Speed: 233.724 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 729], Speed: 256.512 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 739], Speed: 226.456 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 749], Speed: 249.290 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 759], Speed: 231.815 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 769], Speed: 226.474 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 779], Speed: 219.957 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 789], Speed: 252.474 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.097 [Epoch 60][Batch 799], Speed: 257.331 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 809], Speed: 274.100 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 819], Speed: 242.565 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 829], Speed: 250.315 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 839], Speed: 250.361 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 849], Speed: 266.414 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 859], Speed: 249.700 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 869], Speed: 251.942 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 879], Speed: 253.597 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 889], Speed: 254.935 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 899], Speed: 252.823 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60][Batch 909], Speed: 289.125 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60] Training cost: 502.782, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 60] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.206 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.212 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.057 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.214 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.326 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.096 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.554 person=33.5 bicycle=14.0 car=19.2 motorcycle=21.9 airplane=39.4 bus=43.2 train=41.2 truck=16.0 boat=8.5 traffic light=9.8 fire hydrant=45.8 stop sign=44.4 parking meter=27.2 bench=8.6 bird=14.8 cat=41.7 dog=35.5 horse=32.4 sheep=30.2 cow=28.8 elephant=30.5 bear=46.5 zebra=49.7 giraffe=52.3 backpack=4.3 umbrella=19.4 handbag=2.4 tie=12.1 suitcase=14.1 frisbee=32.0 skis=7.9 snowboard=9.8 sports ball=16.1 kite=20.7 baseball bat=9.0 baseball glove=15.5 skateboard=26.5 surfboard=14.7 tennis racket=20.0 bottle=13.2 wine glass=13.6 cup=18.3 fork=7.6 knife=2.5 spoon=1.8 bowl=19.2 banana=10.2 apple=5.3 sandwich=19.3 orange=16.1 broccoli=13.3 carrot=6.0 hot dog=15.3 pizza=29.9 donut=18.0 cake=14.6 chair=11.0 couch=27.7 potted plant=12.3 bed=15.4 dining table=12.3 toilet=43.9 tv=38.4 laptop=37.2 mouse=28.2 remote=4.2 keyboard=27.0 cell phone=14.7 microwave=31.7 oven=18.2 toaster=8.5 sink=16.3 refrigerator=33.0 book=1.9 clock=29.3 vase=18.1 scissors=10.0 teddy bear=25.6 hair drier=0.0 toothbrush=3.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =20.6 [Epoch 61][Batch 9], Speed: 122.032 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.096 [Epoch 61][Batch 19], Speed: 183.143 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.095 [Epoch 61][Batch 29], Speed: 235.468 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 39], Speed: 233.708 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 49], Speed: 238.130 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 59], Speed: 265.531 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 69], Speed: 257.873 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 79], Speed: 269.810 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 89], Speed: 234.375 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.095 [Epoch 61][Batch 99], Speed: 248.236 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 109], Speed: 216.693 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 119], Speed: 230.566 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 129], Speed: 253.843 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 139], Speed: 277.021 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 149], Speed: 225.429 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.095 [Epoch 61][Batch 159], Speed: 243.769 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.234, HeatmapFocal=2.094 [Epoch 61][Batch 169], Speed: 234.698 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 179], Speed: 246.311 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 189], Speed: 235.881 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 199], Speed: 257.652 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 209], Speed: 240.756 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 219], Speed: 242.697 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 229], Speed: 238.116 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 239], Speed: 262.051 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 249], Speed: 240.167 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 259], Speed: 247.359 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 269], Speed: 246.758 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 279], Speed: 222.272 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 289], Speed: 223.118 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.094 [Epoch 61][Batch 299], Speed: 269.700 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 309], Speed: 231.230 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 319], Speed: 260.340 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 329], Speed: 241.433 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 339], Speed: 238.185 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 349], Speed: 228.760 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 359], Speed: 265.193 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 369], Speed: 232.666 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 379], Speed: 262.026 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 389], Speed: 239.545 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 399], Speed: 238.282 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 409], Speed: 232.756 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 419], Speed: 253.430 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 429], Speed: 227.877 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 439], Speed: 251.769 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.093 [Epoch 61][Batch 449], Speed: 243.266 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 459], Speed: 248.721 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 469], Speed: 233.459 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 479], Speed: 263.605 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 489], Speed: 245.605 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 499], Speed: 261.045 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 509], Speed: 237.036 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 519], Speed: 249.016 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 529], Speed: 219.876 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 539], Speed: 256.477 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 549], Speed: 243.885 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 559], Speed: 257.157 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 569], Speed: 267.876 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 579], Speed: 261.444 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 589], Speed: 219.412 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.092 [Epoch 61][Batch 599], Speed: 250.164 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 609], Speed: 236.758 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 619], Speed: 264.465 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 629], Speed: 262.902 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 639], Speed: 260.676 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 649], Speed: 227.009 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 659], Speed: 234.581 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 669], Speed: 235.076 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.091 [Epoch 61][Batch 679], Speed: 264.751 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 689], Speed: 238.429 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 699], Speed: 252.699 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 709], Speed: 234.117 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 719], Speed: 243.411 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 729], Speed: 245.075 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 739], Speed: 238.908 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.091 [Epoch 61][Batch 749], Speed: 235.044 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.090 [Epoch 61][Batch 759], Speed: 263.013 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.090 [Epoch 61][Batch 769], Speed: 248.934 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.090 [Epoch 61][Batch 779], Speed: 218.898 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 789], Speed: 224.439 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 799], Speed: 265.399 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 809], Speed: 240.531 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 819], Speed: 252.141 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 829], Speed: 263.712 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 839], Speed: 271.620 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 849], Speed: 247.187 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 859], Speed: 279.005 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 869], Speed: 242.934 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 879], Speed: 277.062 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.090 [Epoch 61][Batch 889], Speed: 269.442 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 61][Batch 899], Speed: 248.747 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 61][Batch 909], Speed: 256.447 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 61] Training cost: 497.045, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 9], Speed: 149.019 samples/sec, LR=0.0005, WHL1=0.322, CenterRegL1=0.232, HeatmapFocal=2.089 [Epoch 62][Batch 19], Speed: 151.200 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.232, HeatmapFocal=2.089 [Epoch 62][Batch 29], Speed: 229.937 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 39], Speed: 250.618 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.232, HeatmapFocal=2.089 [Epoch 62][Batch 49], Speed: 241.727 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.232, HeatmapFocal=2.089 [Epoch 62][Batch 59], Speed: 251.854 samples/sec, LR=0.0005, WHL1=0.319, CenterRegL1=0.232, HeatmapFocal=2.089 [Epoch 62][Batch 69], Speed: 267.516 samples/sec, LR=0.0005, WHL1=0.318, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 79], Speed: 276.009 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 89], Speed: 242.434 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 99], Speed: 234.324 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 109], Speed: 239.731 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.089 [Epoch 62][Batch 119], Speed: 246.499 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 129], Speed: 280.326 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 139], Speed: 275.169 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 149], Speed: 235.700 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 159], Speed: 235.255 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 169], Speed: 267.819 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 179], Speed: 262.265 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 189], Speed: 243.981 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 199], Speed: 274.008 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 209], Speed: 251.161 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 219], Speed: 229.886 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 229], Speed: 280.406 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 239], Speed: 272.419 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 249], Speed: 226.142 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 259], Speed: 267.958 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.088 [Epoch 62][Batch 269], Speed: 254.696 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 279], Speed: 218.419 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 289], Speed: 254.130 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 299], Speed: 260.457 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 309], Speed: 233.573 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 319], Speed: 269.847 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 329], Speed: 241.892 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 339], Speed: 223.543 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 349], Speed: 248.032 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 359], Speed: 266.999 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 369], Speed: 252.770 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 379], Speed: 279.913 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 389], Speed: 220.235 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 399], Speed: 237.722 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 409], Speed: 260.085 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.087 [Epoch 62][Batch 419], Speed: 269.454 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 429], Speed: 255.574 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 439], Speed: 269.939 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 449], Speed: 242.429 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 459], Speed: 244.992 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 469], Speed: 261.208 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 479], Speed: 268.946 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 489], Speed: 247.147 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 499], Speed: 282.623 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 509], Speed: 244.204 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 519], Speed: 230.284 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 529], Speed: 261.284 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 539], Speed: 241.105 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 549], Speed: 249.383 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 559], Speed: 281.040 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.086 [Epoch 62][Batch 569], Speed: 237.923 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 579], Speed: 244.652 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 589], Speed: 245.872 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 599], Speed: 246.531 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 609], Speed: 249.949 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 619], Speed: 273.154 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 629], Speed: 213.917 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 639], Speed: 241.685 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 649], Speed: 246.390 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 659], Speed: 244.672 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 669], Speed: 243.829 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 679], Speed: 274.050 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 689], Speed: 241.958 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 699], Speed: 232.104 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 709], Speed: 257.737 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 719], Speed: 240.839 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.085 [Epoch 62][Batch 729], Speed: 239.503 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 739], Speed: 271.778 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 749], Speed: 242.416 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 759], Speed: 226.033 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 769], Speed: 270.193 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 779], Speed: 247.707 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 789], Speed: 239.659 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 799], Speed: 257.314 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 809], Speed: 248.297 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 819], Speed: 265.033 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 829], Speed: 269.692 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 839], Speed: 275.604 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 849], Speed: 258.694 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 859], Speed: 263.722 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 869], Speed: 248.837 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.084 [Epoch 62][Batch 879], Speed: 243.304 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 62][Batch 889], Speed: 252.014 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 62][Batch 899], Speed: 243.327 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 62][Batch 909], Speed: 247.068 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 62] Training cost: 490.468, WHL1=0.317, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 9], Speed: 130.628 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.232, HeatmapFocal=2.083 [Epoch 63][Batch 19], Speed: 160.764 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 29], Speed: 249.875 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.083 [Epoch 63][Batch 39], Speed: 231.861 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.083 [Epoch 63][Batch 49], Speed: 226.015 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.232, HeatmapFocal=2.083 [Epoch 63][Batch 59], Speed: 264.379 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 69], Speed: 277.378 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 79], Speed: 278.188 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 89], Speed: 225.348 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 99], Speed: 246.376 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.083 [Epoch 63][Batch 109], Speed: 245.055 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 119], Speed: 246.603 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 129], Speed: 259.210 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 139], Speed: 265.056 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 149], Speed: 256.957 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 159], Speed: 252.735 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 169], Speed: 244.741 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 179], Speed: 253.011 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 189], Speed: 232.857 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 199], Speed: 230.555 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 209], Speed: 257.703 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 219], Speed: 241.478 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 229], Speed: 238.843 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 239], Speed: 256.245 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 249], Speed: 229.140 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.082 [Epoch 63][Batch 259], Speed: 275.667 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 269], Speed: 244.413 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 279], Speed: 248.082 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 289], Speed: 254.635 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 299], Speed: 243.241 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 309], Speed: 243.713 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 319], Speed: 274.747 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 329], Speed: 250.741 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 339], Speed: 258.798 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 349], Speed: 236.093 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 359], Speed: 239.253 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 369], Speed: 246.668 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 379], Speed: 272.200 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 389], Speed: 224.724 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 399], Speed: 250.928 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.081 [Epoch 63][Batch 409], Speed: 260.953 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 419], Speed: 240.575 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 429], Speed: 238.306 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 439], Speed: 276.129 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 449], Speed: 237.963 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 459], Speed: 248.645 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 469], Speed: 246.650 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 479], Speed: 241.223 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 489], Speed: 223.278 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 499], Speed: 254.410 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 509], Speed: 249.273 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 519], Speed: 239.470 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 529], Speed: 239.874 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 539], Speed: 248.007 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 549], Speed: 227.453 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.080 [Epoch 63][Batch 559], Speed: 245.792 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 569], Speed: 234.731 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 579], Speed: 251.661 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 589], Speed: 243.513 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 599], Speed: 240.508 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 609], Speed: 239.341 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 619], Speed: 264.978 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 629], Speed: 226.116 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 639], Speed: 252.832 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 649], Speed: 262.314 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 659], Speed: 230.895 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 669], Speed: 225.291 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 679], Speed: 246.879 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 689], Speed: 238.765 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 699], Speed: 232.943 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 709], Speed: 240.987 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.079 [Epoch 63][Batch 719], Speed: 233.150 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 729], Speed: 244.805 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 739], Speed: 260.729 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 749], Speed: 224.342 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 759], Speed: 270.181 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 769], Speed: 263.237 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 779], Speed: 241.970 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 789], Speed: 231.800 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 799], Speed: 265.813 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 809], Speed: 254.498 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 819], Speed: 282.578 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 829], Speed: 253.520 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 839], Speed: 271.707 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 849], Speed: 249.757 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 859], Speed: 252.668 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 869], Speed: 238.706 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.078 [Epoch 63][Batch 879], Speed: 282.495 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 63][Batch 889], Speed: 229.111 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 63][Batch 899], Speed: 265.812 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 63][Batch 909], Speed: 248.185 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 63] Training cost: 493.436, WHL1=0.316, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 64][Batch 9], Speed: 115.168 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 64][Batch 19], Speed: 193.568 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 29], Speed: 244.773 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 64][Batch 39], Speed: 246.979 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 49], Speed: 248.376 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 59], Speed: 256.324 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 69], Speed: 266.346 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 79], Speed: 267.556 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=2.077 [Epoch 64][Batch 89], Speed: 239.027 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 64][Batch 99], Speed: 233.544 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.077 [Epoch 64][Batch 109], Speed: 252.076 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 119], Speed: 245.546 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 129], Speed: 258.698 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 139], Speed: 251.326 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 149], Speed: 221.446 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 159], Speed: 227.091 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 169], Speed: 249.911 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 179], Speed: 237.920 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 189], Speed: 227.816 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 199], Speed: 265.667 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 209], Speed: 262.649 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 219], Speed: 254.287 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 229], Speed: 267.271 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 239], Speed: 253.906 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 249], Speed: 250.989 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 259], Speed: 257.487 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.076 [Epoch 64][Batch 269], Speed: 255.062 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 279], Speed: 223.109 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 289], Speed: 269.622 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 299], Speed: 221.949 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 309], Speed: 264.767 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 319], Speed: 276.440 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 329], Speed: 258.391 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 339], Speed: 239.725 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 349], Speed: 267.231 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 359], Speed: 249.451 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 369], Speed: 271.493 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 379], Speed: 270.363 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 389], Speed: 247.426 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 399], Speed: 244.893 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 409], Speed: 255.007 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.075 [Epoch 64][Batch 419], Speed: 226.680 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 429], Speed: 243.312 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 439], Speed: 256.238 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 449], Speed: 256.887 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 459], Speed: 221.064 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 469], Speed: 265.736 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 479], Speed: 241.619 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 489], Speed: 256.015 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 499], Speed: 238.313 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 509], Speed: 257.837 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 519], Speed: 243.944 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 529], Speed: 242.939 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 539], Speed: 251.009 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 549], Speed: 244.568 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 559], Speed: 248.422 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 569], Speed: 246.792 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.074 [Epoch 64][Batch 579], Speed: 236.327 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 589], Speed: 257.811 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 599], Speed: 246.384 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 609], Speed: 227.914 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 619], Speed: 271.280 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 629], Speed: 260.825 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 639], Speed: 237.837 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 649], Speed: 238.553 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 659], Speed: 227.069 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 669], Speed: 237.534 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 679], Speed: 247.628 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 689], Speed: 255.371 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 699], Speed: 232.267 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 709], Speed: 256.903 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 719], Speed: 243.566 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 729], Speed: 237.347 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.073 [Epoch 64][Batch 739], Speed: 264.707 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 749], Speed: 248.515 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 759], Speed: 239.081 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 769], Speed: 246.152 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 779], Speed: 244.937 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 789], Speed: 241.051 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 799], Speed: 258.703 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 809], Speed: 259.754 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 819], Speed: 256.121 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 829], Speed: 252.478 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 839], Speed: 249.913 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 849], Speed: 279.376 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 859], Speed: 258.369 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 869], Speed: 235.771 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 879], Speed: 247.264 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.072 [Epoch 64][Batch 889], Speed: 265.106 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 64][Batch 899], Speed: 241.003 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 64][Batch 909], Speed: 254.474 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 64] Training cost: 493.645, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 9], Speed: 120.292 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.232, HeatmapFocal=2.071 [Epoch 65][Batch 19], Speed: 131.124 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 29], Speed: 244.284 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.071 [Epoch 65][Batch 39], Speed: 226.063 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.071 [Epoch 65][Batch 49], Speed: 255.981 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.071 [Epoch 65][Batch 59], Speed: 267.426 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.071 [Epoch 65][Batch 69], Speed: 264.159 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 79], Speed: 275.037 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 89], Speed: 243.983 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 99], Speed: 242.024 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 109], Speed: 257.556 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 119], Speed: 231.503 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.071 [Epoch 65][Batch 129], Speed: 268.728 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.070 [Epoch 65][Batch 139], Speed: 260.005 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.070 [Epoch 65][Batch 149], Speed: 247.954 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 159], Speed: 240.915 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 169], Speed: 246.631 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 179], Speed: 235.116 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 189], Speed: 266.166 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 199], Speed: 263.597 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 209], Speed: 223.398 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 219], Speed: 237.181 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 229], Speed: 241.994 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 239], Speed: 255.608 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 249], Speed: 249.429 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 259], Speed: 267.617 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 269], Speed: 238.592 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 279], Speed: 239.939 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.070 [Epoch 65][Batch 289], Speed: 238.083 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 299], Speed: 246.607 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 309], Speed: 273.983 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 319], Speed: 277.685 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 329], Speed: 239.210 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 339], Speed: 262.373 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 349], Speed: 238.163 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.069 [Epoch 65][Batch 359], Speed: 247.239 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 369], Speed: 260.498 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 379], Speed: 259.016 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 389], Speed: 241.813 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 399], Speed: 263.054 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 409], Speed: 256.120 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 419], Speed: 241.264 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 429], Speed: 246.154 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 439], Speed: 266.899 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.069 [Epoch 65][Batch 449], Speed: 244.193 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 459], Speed: 256.687 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 469], Speed: 257.717 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 479], Speed: 246.027 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 489], Speed: 259.358 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 499], Speed: 252.626 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 509], Speed: 244.109 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 519], Speed: 257.730 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 529], Speed: 252.771 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 539], Speed: 257.627 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 549], Speed: 264.909 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 559], Speed: 276.609 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 569], Speed: 233.002 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 579], Speed: 251.805 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 589], Speed: 241.635 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 599], Speed: 246.406 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.068 [Epoch 65][Batch 609], Speed: 239.472 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 619], Speed: 264.037 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 629], Speed: 248.136 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 639], Speed: 244.770 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 649], Speed: 261.892 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 659], Speed: 261.463 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 669], Speed: 274.372 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 679], Speed: 267.724 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 689], Speed: 235.161 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 699], Speed: 240.117 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 709], Speed: 253.666 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 719], Speed: 258.872 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 729], Speed: 262.760 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 739], Speed: 271.923 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 749], Speed: 254.207 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 759], Speed: 246.150 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.067 [Epoch 65][Batch 769], Speed: 254.262 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 779], Speed: 261.403 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 789], Speed: 257.369 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 799], Speed: 252.091 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 809], Speed: 249.357 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 819], Speed: 241.101 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 829], Speed: 261.305 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 839], Speed: 266.429 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 849], Speed: 255.542 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 859], Speed: 261.986 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 869], Speed: 267.339 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 879], Speed: 226.669 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 889], Speed: 248.441 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 899], Speed: 279.582 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65][Batch 909], Speed: 263.107 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 65] Training cost: 492.391, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.066 [Epoch 66][Batch 9], Speed: 113.942 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.066 [Epoch 66][Batch 19], Speed: 247.520 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=2.065 [Epoch 66][Batch 29], Speed: 263.178 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 39], Speed: 238.873 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 49], Speed: 239.922 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 59], Speed: 271.309 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 69], Speed: 252.213 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 79], Speed: 239.300 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 89], Speed: 234.082 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 99], Speed: 224.776 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 109], Speed: 253.450 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 119], Speed: 240.793 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 129], Speed: 276.499 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.065 [Epoch 66][Batch 139], Speed: 269.919 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 149], Speed: 226.045 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 159], Speed: 267.939 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 169], Speed: 252.703 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.065 [Epoch 66][Batch 179], Speed: 233.411 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 189], Speed: 256.328 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 199], Speed: 251.644 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 209], Speed: 238.856 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 219], Speed: 267.156 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 229], Speed: 259.591 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 239], Speed: 237.876 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 249], Speed: 273.593 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 259], Speed: 250.562 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 269], Speed: 229.548 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 279], Speed: 252.894 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 289], Speed: 266.205 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 299], Speed: 224.729 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 309], Speed: 271.323 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 319], Speed: 224.220 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.064 [Epoch 66][Batch 329], Speed: 239.618 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.064 [Epoch 66][Batch 339], Speed: 279.887 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 349], Speed: 245.298 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 359], Speed: 223.135 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 369], Speed: 268.062 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 379], Speed: 245.405 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 389], Speed: 226.701 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 399], Speed: 280.492 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 409], Speed: 228.396 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 419], Speed: 239.112 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 429], Speed: 268.714 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 439], Speed: 233.572 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 449], Speed: 239.160 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 459], Speed: 258.221 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 469], Speed: 224.444 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 479], Speed: 231.426 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 489], Speed: 243.768 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.063 [Epoch 66][Batch 499], Speed: 237.354 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 509], Speed: 239.698 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 519], Speed: 265.491 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 529], Speed: 241.772 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 539], Speed: 225.187 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 549], Speed: 227.772 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 559], Speed: 263.996 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 569], Speed: 244.480 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 579], Speed: 275.083 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 589], Speed: 243.739 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 599], Speed: 238.356 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 609], Speed: 242.359 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 619], Speed: 263.237 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 629], Speed: 241.091 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 639], Speed: 275.503 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 649], Speed: 241.781 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 659], Speed: 232.628 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.062 [Epoch 66][Batch 669], Speed: 248.771 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 679], Speed: 227.321 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 689], Speed: 233.645 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 699], Speed: 282.978 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 709], Speed: 226.644 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 719], Speed: 237.201 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 729], Speed: 246.948 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 739], Speed: 238.572 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 749], Speed: 240.966 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 759], Speed: 255.239 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 769], Speed: 232.020 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 779], Speed: 227.127 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 789], Speed: 233.738 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 799], Speed: 240.228 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 809], Speed: 243.340 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 819], Speed: 254.720 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 829], Speed: 248.451 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.061 [Epoch 66][Batch 839], Speed: 261.133 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 849], Speed: 241.676 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 859], Speed: 262.786 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 869], Speed: 239.945 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 879], Speed: 252.552 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 889], Speed: 238.856 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 899], Speed: 252.673 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66][Batch 909], Speed: 276.919 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 66] Training cost: 499.409, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 67][Batch 9], Speed: 123.914 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.234, HeatmapFocal=2.060 [Epoch 67][Batch 19], Speed: 151.714 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.234, HeatmapFocal=2.060 [Epoch 67][Batch 29], Speed: 231.997 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.060 [Epoch 67][Batch 39], Speed: 240.031 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.060 [Epoch 67][Batch 49], Speed: 244.260 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 67][Batch 59], Speed: 254.683 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 67][Batch 69], Speed: 283.261 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 67][Batch 79], Speed: 253.504 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.060 [Epoch 67][Batch 89], Speed: 244.845 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 99], Speed: 247.930 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 109], Speed: 250.067 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 119], Speed: 246.803 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 129], Speed: 273.983 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 139], Speed: 267.131 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 149], Speed: 244.261 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 159], Speed: 212.083 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 169], Speed: 243.478 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 179], Speed: 263.991 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 189], Speed: 255.086 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 199], Speed: 272.270 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 209], Speed: 228.024 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 219], Speed: 234.179 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 229], Speed: 243.394 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 239], Speed: 272.117 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.059 [Epoch 67][Batch 249], Speed: 234.460 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 259], Speed: 277.029 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 269], Speed: 241.638 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 279], Speed: 235.698 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 289], Speed: 236.475 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 299], Speed: 242.113 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 309], Speed: 252.649 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 319], Speed: 273.192 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 329], Speed: 240.184 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 339], Speed: 224.877 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 349], Speed: 246.888 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 359], Speed: 244.523 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 369], Speed: 232.853 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 379], Speed: 281.605 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 389], Speed: 236.586 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 399], Speed: 232.506 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 409], Speed: 225.280 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.058 [Epoch 67][Batch 419], Speed: 241.447 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 429], Speed: 254.141 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 439], Speed: 273.372 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 449], Speed: 244.031 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 459], Speed: 235.900 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 469], Speed: 246.762 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 479], Speed: 265.521 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 489], Speed: 257.195 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 499], Speed: 283.299 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 509], Speed: 243.490 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 519], Speed: 240.998 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 529], Speed: 252.209 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 539], Speed: 258.469 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 549], Speed: 250.248 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 559], Speed: 272.285 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 569], Speed: 230.335 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 579], Speed: 228.433 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.057 [Epoch 67][Batch 589], Speed: 241.582 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 599], Speed: 258.229 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 609], Speed: 256.694 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 619], Speed: 281.528 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 629], Speed: 244.731 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 639], Speed: 228.798 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 649], Speed: 234.327 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 659], Speed: 260.066 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 669], Speed: 255.631 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 679], Speed: 280.340 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 689], Speed: 216.537 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 699], Speed: 229.912 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 709], Speed: 239.425 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 719], Speed: 245.388 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 729], Speed: 248.091 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 739], Speed: 281.433 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 749], Speed: 241.491 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.056 [Epoch 67][Batch 759], Speed: 247.388 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 769], Speed: 241.867 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 779], Speed: 246.919 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 789], Speed: 257.552 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 799], Speed: 286.334 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 809], Speed: 255.674 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 819], Speed: 237.622 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 829], Speed: 242.409 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 839], Speed: 250.891 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 849], Speed: 247.008 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 859], Speed: 257.837 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 869], Speed: 241.644 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 879], Speed: 242.400 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 889], Speed: 257.876 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 899], Speed: 244.554 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67][Batch 909], Speed: 262.107 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 67] Training cost: 491.427, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.055 [Epoch 68][Batch 9], Speed: 117.926 samples/sec, LR=0.0005, WHL1=0.317, CenterRegL1=0.235, HeatmapFocal=2.055 [Epoch 68][Batch 19], Speed: 171.444 samples/sec, LR=0.0005, WHL1=0.315, CenterRegL1=0.234, HeatmapFocal=2.054 [Epoch 68][Batch 29], Speed: 251.879 samples/sec, LR=0.0005, WHL1=0.316, CenterRegL1=0.234, HeatmapFocal=2.054 [Epoch 68][Batch 39], Speed: 241.118 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 49], Speed: 233.302 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.054 [Epoch 68][Batch 59], Speed: 269.612 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 69], Speed: 247.791 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 79], Speed: 268.910 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.234, HeatmapFocal=2.054 [Epoch 68][Batch 89], Speed: 242.477 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 99], Speed: 246.936 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 109], Speed: 236.400 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 119], Speed: 243.800 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 129], Speed: 253.945 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 139], Speed: 259.134 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 149], Speed: 222.458 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 159], Speed: 239.486 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 169], Speed: 244.891 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 179], Speed: 250.346 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.054 [Epoch 68][Batch 189], Speed: 231.029 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 199], Speed: 272.803 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 209], Speed: 239.436 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 219], Speed: 248.186 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 229], Speed: 243.461 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 239], Speed: 252.411 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 249], Speed: 222.678 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 259], Speed: 264.274 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 269], Speed: 229.993 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 279], Speed: 250.213 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 289], Speed: 264.772 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 299], Speed: 247.803 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 309], Speed: 230.902 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 319], Speed: 273.998 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 329], Speed: 235.999 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 339], Speed: 261.448 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 349], Speed: 271.586 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.053 [Epoch 68][Batch 359], Speed: 250.423 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 369], Speed: 234.008 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 379], Speed: 266.125 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 389], Speed: 219.972 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 399], Speed: 249.251 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 409], Speed: 272.014 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 419], Speed: 230.878 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 429], Speed: 229.355 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 439], Speed: 253.506 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 449], Speed: 241.106 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 459], Speed: 251.769 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 469], Speed: 275.844 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 479], Speed: 246.398 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 489], Speed: 228.747 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 499], Speed: 277.919 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 509], Speed: 238.602 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 519], Speed: 254.898 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 529], Speed: 233.808 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.052 [Epoch 68][Batch 539], Speed: 239.397 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 549], Speed: 231.834 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 559], Speed: 267.581 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 569], Speed: 236.891 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 579], Speed: 247.797 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 589], Speed: 267.768 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 599], Speed: 244.383 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 609], Speed: 240.069 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 619], Speed: 265.157 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 629], Speed: 223.313 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 639], Speed: 249.765 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 649], Speed: 259.515 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 659], Speed: 249.083 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 669], Speed: 244.660 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 679], Speed: 267.990 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 689], Speed: 234.216 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 699], Speed: 248.691 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.051 [Epoch 68][Batch 709], Speed: 260.026 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 719], Speed: 245.741 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 729], Speed: 223.246 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 739], Speed: 256.535 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 749], Speed: 226.006 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 759], Speed: 227.170 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 769], Speed: 242.364 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 779], Speed: 226.542 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 789], Speed: 226.615 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 799], Speed: 267.175 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 809], Speed: 265.962 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 819], Speed: 263.071 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 829], Speed: 276.138 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 839], Speed: 251.333 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 849], Speed: 259.799 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 859], Speed: 254.663 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 869], Speed: 243.756 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 879], Speed: 266.275 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.050 [Epoch 68][Batch 889], Speed: 277.012 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 68][Batch 899], Speed: 239.804 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 68][Batch 909], Speed: 270.367 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 68] Training cost: 493.572, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 9], Speed: 133.215 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 19], Speed: 159.283 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 29], Speed: 267.417 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 39], Speed: 223.581 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 49], Speed: 248.924 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 59], Speed: 269.957 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 69], Speed: 263.919 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 79], Speed: 264.825 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 89], Speed: 241.100 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 99], Speed: 244.083 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 109], Speed: 242.143 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 119], Speed: 243.771 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 129], Speed: 276.876 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.049 [Epoch 69][Batch 139], Speed: 278.157 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 149], Speed: 237.934 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 159], Speed: 236.565 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 169], Speed: 247.265 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 179], Speed: 255.176 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 189], Speed: 259.575 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 199], Speed: 279.250 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 209], Speed: 237.827 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 219], Speed: 265.007 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 229], Speed: 267.398 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 239], Speed: 231.935 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 249], Speed: 262.591 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 259], Speed: 279.445 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 269], Speed: 226.829 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 279], Speed: 268.714 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 289], Speed: 248.555 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 299], Speed: 250.475 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.048 [Epoch 69][Batch 309], Speed: 266.956 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 319], Speed: 279.191 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 329], Speed: 237.120 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 339], Speed: 250.832 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 349], Speed: 248.705 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 359], Speed: 243.685 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 369], Speed: 269.810 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 379], Speed: 267.748 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 389], Speed: 228.786 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 399], Speed: 256.239 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 409], Speed: 237.362 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 419], Speed: 253.979 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 429], Speed: 258.281 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 439], Speed: 277.482 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 449], Speed: 224.538 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 459], Speed: 262.609 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 469], Speed: 261.045 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 479], Speed: 245.870 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.047 [Epoch 69][Batch 489], Speed: 248.991 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 499], Speed: 286.201 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 509], Speed: 226.097 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 519], Speed: 215.968 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 529], Speed: 263.000 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 539], Speed: 243.054 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 549], Speed: 268.125 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 559], Speed: 274.956 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 569], Speed: 229.734 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 579], Speed: 245.774 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 589], Speed: 239.067 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 599], Speed: 241.207 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 609], Speed: 275.643 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 619], Speed: 281.258 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 629], Speed: 246.356 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 639], Speed: 251.880 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 649], Speed: 223.724 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 659], Speed: 249.881 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.046 [Epoch 69][Batch 669], Speed: 253.895 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 679], Speed: 270.689 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 689], Speed: 241.390 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 699], Speed: 235.253 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 709], Speed: 256.518 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 719], Speed: 255.110 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 729], Speed: 258.802 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 739], Speed: 279.525 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 749], Speed: 237.591 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 759], Speed: 248.102 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 769], Speed: 235.857 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 779], Speed: 236.000 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 789], Speed: 262.747 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 799], Speed: 284.220 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 809], Speed: 242.620 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 819], Speed: 247.012 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 829], Speed: 275.713 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 839], Speed: 269.704 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.045 [Epoch 69][Batch 849], Speed: 271.566 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 859], Speed: 294.454 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 869], Speed: 256.803 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 879], Speed: 263.179 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 889], Speed: 249.950 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 899], Speed: 232.302 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69][Batch 909], Speed: 281.317 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 69] Training cost: 491.591, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 70][Batch 9], Speed: 121.985 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 70][Batch 19], Speed: 161.804 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 70][Batch 29], Speed: 240.356 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 70][Batch 39], Speed: 234.362 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.233, HeatmapFocal=2.044 [Epoch 70][Batch 49], Speed: 236.496 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 59], Speed: 261.237 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 69], Speed: 241.508 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 79], Speed: 274.399 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 89], Speed: 234.352 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 99], Speed: 230.779 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.044 [Epoch 70][Batch 109], Speed: 236.139 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 119], Speed: 252.260 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 129], Speed: 284.943 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 139], Speed: 280.691 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 149], Speed: 231.081 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 159], Speed: 244.230 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 169], Speed: 268.781 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 179], Speed: 267.541 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 189], Speed: 232.184 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 199], Speed: 263.473 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 209], Speed: 244.670 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 219], Speed: 222.466 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 229], Speed: 279.049 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 239], Speed: 247.335 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 249], Speed: 236.901 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 259], Speed: 256.349 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 269], Speed: 222.501 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 279], Speed: 228.509 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.043 [Epoch 70][Batch 289], Speed: 272.833 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 299], Speed: 250.223 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 309], Speed: 251.116 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 319], Speed: 256.480 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 329], Speed: 237.443 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 339], Speed: 223.866 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 349], Speed: 276.626 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 359], Speed: 240.373 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 369], Speed: 253.881 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 379], Speed: 253.495 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 389], Speed: 241.342 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 399], Speed: 235.517 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 409], Speed: 252.524 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 419], Speed: 254.932 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 429], Speed: 251.255 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 439], Speed: 263.200 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 449], Speed: 218.439 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 459], Speed: 238.420 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.042 [Epoch 70][Batch 469], Speed: 267.724 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 479], Speed: 248.881 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 489], Speed: 237.434 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 499], Speed: 267.513 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 509], Speed: 239.906 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 519], Speed: 239.314 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 529], Speed: 273.443 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 539], Speed: 243.790 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 549], Speed: 220.823 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 559], Speed: 246.824 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 569], Speed: 228.152 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 579], Speed: 223.375 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 589], Speed: 270.349 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 599], Speed: 223.214 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 609], Speed: 226.635 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 619], Speed: 234.853 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 629], Speed: 234.013 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 639], Speed: 238.249 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.041 [Epoch 70][Batch 649], Speed: 260.328 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 659], Speed: 216.257 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 669], Speed: 232.228 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 679], Speed: 250.323 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 689], Speed: 229.417 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 699], Speed: 232.492 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 709], Speed: 260.977 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 719], Speed: 233.800 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 729], Speed: 231.106 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 739], Speed: 240.666 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 749], Speed: 235.823 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 759], Speed: 238.279 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 769], Speed: 270.985 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 779], Speed: 244.154 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 789], Speed: 244.945 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 799], Speed: 262.103 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 809], Speed: 253.245 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 819], Speed: 255.894 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 829], Speed: 251.330 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.040 [Epoch 70][Batch 839], Speed: 248.052 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 849], Speed: 259.427 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 859], Speed: 282.129 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 869], Speed: 243.196 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 879], Speed: 250.094 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 889], Speed: 275.904 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 899], Speed: 265.529 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70][Batch 909], Speed: 269.947 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70] Training cost: 493.231, WHL1=0.312, CenterRegL1=0.232, HeatmapFocal=2.039 [Epoch 70] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.212 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.214 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.059 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.226 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.349 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.216 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.326 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.101 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.348 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.550 person=34.2 bicycle=13.4 car=18.8 motorcycle=23.6 airplane=39.2 bus=42.8 train=46.4 truck=16.2 boat=8.2 traffic light=10.0 fire hydrant=44.6 stop sign=47.3 parking meter=24.9 bench=10.2 bird=14.7 cat=44.3 dog=37.5 horse=34.3 sheep=26.3 cow=27.3 elephant=43.3 bear=49.9 zebra=48.1 giraffe=50.3 backpack=4.5 umbrella=19.7 handbag=3.0 tie=12.9 suitcase=16.1 frisbee=33.8 skis=8.2 snowboard=12.0 sports ball=17.2 kite=18.0 baseball bat=10.1 baseball glove=17.0 skateboard=25.7 surfboard=15.1 tennis racket=20.4 bottle=15.6 wine glass=13.2 cup=16.9 fork=8.0 knife=2.1 spoon=2.0 bowl=18.6 banana=9.6 apple=8.2 sandwich=15.6 orange=16.0 broccoli=12.8 carrot=6.7 hot dog=16.1 pizza=30.8 donut=25.4 cake=16.7 chair=11.7 couch=28.0 potted plant=11.3 bed=23.2 dining table=13.4 toilet=40.8 tv=35.7 laptop=37.0 mouse=28.8 remote=5.5 keyboard=28.4 cell phone=16.8 microwave=29.5 oven=20.0 toaster=2.6 sink=17.6 refrigerator=31.7 book=2.0 clock=27.8 vase=17.3 scissors=12.5 teddy bear=23.2 hair drier=0.0 toothbrush=4.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =21.2 [Epoch 71][Batch 9], Speed: 116.686 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 19], Speed: 222.604 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.235, HeatmapFocal=2.039 [Epoch 71][Batch 29], Speed: 244.472 samples/sec, LR=0.0005, WHL1=0.314, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 39], Speed: 243.422 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 49], Speed: 238.488 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 59], Speed: 254.085 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 69], Speed: 260.780 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.039 [Epoch 71][Batch 79], Speed: 248.530 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.234, HeatmapFocal=2.039 [Epoch 71][Batch 89], Speed: 244.925 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.039 [Epoch 71][Batch 99], Speed: 232.416 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.039 [Epoch 71][Batch 109], Speed: 246.713 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 119], Speed: 249.111 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 129], Speed: 276.164 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 139], Speed: 255.913 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 149], Speed: 252.271 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 159], Speed: 260.215 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 169], Speed: 263.390 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 179], Speed: 250.126 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 189], Speed: 281.114 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 199], Speed: 248.013 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 209], Speed: 247.078 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 219], Speed: 246.053 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 229], Speed: 253.762 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 239], Speed: 231.273 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 249], Speed: 232.987 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 259], Speed: 246.997 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 269], Speed: 251.155 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.038 [Epoch 71][Batch 279], Speed: 239.128 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 289], Speed: 266.051 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 299], Speed: 247.366 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 309], Speed: 252.588 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 319], Speed: 258.729 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 329], Speed: 258.288 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 339], Speed: 255.173 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 349], Speed: 259.447 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 359], Speed: 226.721 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 369], Speed: 268.543 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 379], Speed: 266.026 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 389], Speed: 226.481 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 399], Speed: 260.996 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 409], Speed: 243.974 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 419], Speed: 229.799 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 429], Speed: 232.193 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 439], Speed: 252.689 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 449], Speed: 240.074 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 459], Speed: 261.390 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.037 [Epoch 71][Batch 469], Speed: 244.828 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 479], Speed: 238.390 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 489], Speed: 243.421 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 499], Speed: 245.517 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 509], Speed: 261.196 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 519], Speed: 242.030 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 529], Speed: 239.844 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 539], Speed: 248.000 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 549], Speed: 226.910 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 559], Speed: 269.108 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 569], Speed: 244.584 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 579], Speed: 250.095 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 589], Speed: 239.494 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 599], Speed: 243.297 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 609], Speed: 247.734 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 619], Speed: 246.960 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 629], Speed: 240.931 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 639], Speed: 252.804 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 649], Speed: 255.288 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.036 [Epoch 71][Batch 659], Speed: 240.288 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 669], Speed: 236.773 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 679], Speed: 247.739 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 689], Speed: 245.461 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 699], Speed: 245.656 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 709], Speed: 269.370 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 719], Speed: 218.683 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 729], Speed: 243.337 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 739], Speed: 239.229 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 749], Speed: 231.729 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 759], Speed: 244.397 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 769], Speed: 260.375 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 779], Speed: 234.611 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 789], Speed: 239.445 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 799], Speed: 248.489 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 809], Speed: 255.818 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 819], Speed: 281.099 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 829], Speed: 262.220 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 839], Speed: 273.381 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.035 [Epoch 71][Batch 849], Speed: 264.558 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 859], Speed: 255.176 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 869], Speed: 244.538 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 879], Speed: 253.019 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 889], Speed: 262.568 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 899], Speed: 250.117 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71][Batch 909], Speed: 259.444 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 71] Training cost: 497.664, WHL1=0.311, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 9], Speed: 131.232 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.234, HeatmapFocal=2.034 [Epoch 72][Batch 19], Speed: 151.418 samples/sec, LR=0.0005, WHL1=0.313, CenterRegL1=0.234, HeatmapFocal=2.034 [Epoch 72][Batch 29], Speed: 241.496 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.234, HeatmapFocal=2.034 [Epoch 72][Batch 39], Speed: 230.165 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.234, HeatmapFocal=2.034 [Epoch 72][Batch 49], Speed: 238.190 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 59], Speed: 250.559 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 69], Speed: 252.443 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 79], Speed: 265.239 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 89], Speed: 245.389 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 99], Speed: 226.785 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 109], Speed: 255.522 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.034 [Epoch 72][Batch 119], Speed: 241.503 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 129], Speed: 267.104 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 139], Speed: 284.075 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 149], Speed: 215.741 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 159], Speed: 252.568 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 169], Speed: 259.733 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 179], Speed: 242.558 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 189], Speed: 227.958 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 199], Speed: 277.106 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 209], Speed: 237.264 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 219], Speed: 242.292 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 229], Speed: 261.003 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 239], Speed: 256.615 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 249], Speed: 245.009 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 259], Speed: 269.977 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 269], Speed: 220.265 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 279], Speed: 246.308 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 289], Speed: 260.235 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.033 [Epoch 72][Batch 299], Speed: 240.093 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 309], Speed: 236.564 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 319], Speed: 265.009 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 329], Speed: 242.211 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 339], Speed: 261.127 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 349], Speed: 249.724 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 359], Speed: 243.534 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 369], Speed: 234.682 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 379], Speed: 279.330 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 389], Speed: 238.210 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 399], Speed: 231.145 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 409], Speed: 258.993 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 419], Speed: 240.844 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 429], Speed: 233.941 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 439], Speed: 260.717 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 449], Speed: 238.111 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 459], Speed: 256.120 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 469], Speed: 243.322 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.032 [Epoch 72][Batch 479], Speed: 227.562 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.032 [Epoch 72][Batch 489], Speed: 228.965 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 499], Speed: 272.054 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 509], Speed: 251.498 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.031 [Epoch 72][Batch 519], Speed: 242.178 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 529], Speed: 258.024 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 539], Speed: 230.363 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 549], Speed: 223.327 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.031 [Epoch 72][Batch 559], Speed: 259.841 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.031 [Epoch 72][Batch 569], Speed: 244.024 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 579], Speed: 229.101 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 589], Speed: 268.546 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 599], Speed: 240.790 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 609], Speed: 226.583 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 619], Speed: 281.092 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.031 [Epoch 72][Batch 629], Speed: 235.800 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.031 [Epoch 72][Batch 639], Speed: 246.596 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 649], Speed: 240.897 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 659], Speed: 241.928 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 669], Speed: 243.750 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.031 [Epoch 72][Batch 679], Speed: 276.007 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 689], Speed: 248.155 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 699], Speed: 249.950 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 709], Speed: 235.764 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 719], Speed: 240.580 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 729], Speed: 227.763 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 739], Speed: 265.184 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 749], Speed: 241.914 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 759], Speed: 254.022 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 769], Speed: 241.706 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 779], Speed: 238.892 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.030 [Epoch 72][Batch 789], Speed: 221.339 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.030 [Epoch 72][Batch 799], Speed: 259.376 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.030 [Epoch 72][Batch 809], Speed: 261.765 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.030 [Epoch 72][Batch 819], Speed: 261.240 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.233, HeatmapFocal=2.030 [Epoch 72][Batch 829], Speed: 245.147 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 839], Speed: 254.239 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 849], Speed: 263.822 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 859], Speed: 263.563 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 869], Speed: 263.511 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.030 [Epoch 72][Batch 879], Speed: 237.184 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 72][Batch 889], Speed: 256.578 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 72][Batch 899], Speed: 244.812 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 72][Batch 909], Speed: 251.076 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 72] Training cost: 492.696, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 9], Speed: 118.427 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.231, HeatmapFocal=2.029 [Epoch 73][Batch 19], Speed: 256.914 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.231, HeatmapFocal=2.029 [Epoch 73][Batch 29], Speed: 228.172 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.231, HeatmapFocal=2.029 [Epoch 73][Batch 39], Speed: 250.415 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.231, HeatmapFocal=2.029 [Epoch 73][Batch 49], Speed: 239.672 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 59], Speed: 238.358 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 69], Speed: 257.928 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 79], Speed: 239.415 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 89], Speed: 254.356 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=2.029 [Epoch 73][Batch 99], Speed: 242.804 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 109], Speed: 227.798 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.029 [Epoch 73][Batch 119], Speed: 241.951 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 129], Speed: 276.855 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 139], Speed: 240.194 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.029 [Epoch 73][Batch 149], Speed: 253.452 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 159], Speed: 215.085 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 169], Speed: 257.699 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 179], Speed: 242.498 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 189], Speed: 276.448 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 199], Speed: 236.279 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 209], Speed: 236.333 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 219], Speed: 237.885 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 229], Speed: 235.974 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 239], Speed: 249.425 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 249], Speed: 266.355 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 259], Speed: 241.629 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 269], Speed: 233.954 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 279], Speed: 219.753 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 289], Speed: 250.212 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 299], Speed: 249.393 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 309], Speed: 244.449 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 319], Speed: 242.964 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 329], Speed: 225.983 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.028 [Epoch 73][Batch 339], Speed: 229.067 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 349], Speed: 261.743 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 359], Speed: 259.198 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 369], Speed: 243.664 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 379], Speed: 223.322 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 389], Speed: 230.909 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 399], Speed: 220.514 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 409], Speed: 256.453 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 419], Speed: 269.887 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 429], Speed: 262.909 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 439], Speed: 248.488 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 449], Speed: 226.357 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 459], Speed: 238.649 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 469], Speed: 256.060 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 479], Speed: 251.788 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 489], Speed: 245.730 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 499], Speed: 251.766 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 509], Speed: 234.947 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 519], Speed: 231.023 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.027 [Epoch 73][Batch 529], Speed: 244.916 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 539], Speed: 237.356 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 549], Speed: 251.265 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 559], Speed: 237.326 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 569], Speed: 252.112 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 579], Speed: 225.048 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 589], Speed: 239.306 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 599], Speed: 245.348 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 609], Speed: 245.515 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 619], Speed: 237.978 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 629], Speed: 230.371 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 639], Speed: 224.627 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 649], Speed: 238.079 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 659], Speed: 245.255 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 669], Speed: 253.949 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 679], Speed: 245.224 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 689], Speed: 220.903 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 699], Speed: 229.455 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 709], Speed: 215.735 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 719], Speed: 252.036 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.026 [Epoch 73][Batch 729], Speed: 245.946 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 739], Speed: 236.299 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 749], Speed: 232.935 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 759], Speed: 220.311 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 769], Speed: 220.547 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 779], Speed: 257.086 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 789], Speed: 248.386 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 799], Speed: 251.129 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 809], Speed: 240.392 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 819], Speed: 249.247 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 829], Speed: 254.897 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 839], Speed: 256.731 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 849], Speed: 272.695 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 859], Speed: 290.558 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 869], Speed: 236.415 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 879], Speed: 236.290 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 889], Speed: 237.071 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 899], Speed: 252.061 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73][Batch 909], Speed: 254.584 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 73] Training cost: 504.729, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.025 [Epoch 74][Batch 9], Speed: 145.290 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 19], Speed: 141.751 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.231, HeatmapFocal=2.024 [Epoch 74][Batch 29], Speed: 245.463 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 39], Speed: 241.227 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 49], Speed: 242.892 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 59], Speed: 272.773 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 69], Speed: 266.498 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 79], Speed: 275.968 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 89], Speed: 236.873 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 99], Speed: 210.356 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.233, HeatmapFocal=2.024 [Epoch 74][Batch 109], Speed: 252.942 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 119], Speed: 224.403 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 129], Speed: 258.771 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 139], Speed: 248.100 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 149], Speed: 248.710 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 159], Speed: 251.710 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 169], Speed: 255.770 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 179], Speed: 227.400 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 189], Speed: 246.065 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.024 [Epoch 74][Batch 199], Speed: 243.278 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 209], Speed: 237.940 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 219], Speed: 265.758 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 229], Speed: 241.582 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 239], Speed: 243.784 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 249], Speed: 237.578 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 259], Speed: 274.513 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 269], Speed: 259.204 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 279], Speed: 248.744 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 289], Speed: 258.548 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 299], Speed: 240.606 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 309], Speed: 238.017 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 319], Speed: 268.321 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 329], Speed: 245.641 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 339], Speed: 271.845 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 349], Speed: 269.213 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 359], Speed: 224.955 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 369], Speed: 241.769 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 379], Speed: 262.552 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 389], Speed: 255.228 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.023 [Epoch 74][Batch 399], Speed: 261.661 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 409], Speed: 240.556 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 419], Speed: 240.360 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 429], Speed: 226.153 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 439], Speed: 268.610 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 449], Speed: 219.303 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 459], Speed: 263.981 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 469], Speed: 251.210 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 479], Speed: 232.131 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 489], Speed: 237.912 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 499], Speed: 239.565 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 509], Speed: 235.129 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 519], Speed: 252.754 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 529], Speed: 253.601 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 539], Speed: 237.973 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 549], Speed: 228.670 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 559], Speed: 278.809 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 569], Speed: 258.047 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 579], Speed: 248.420 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 589], Speed: 253.022 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.022 [Epoch 74][Batch 599], Speed: 217.341 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 609], Speed: 247.480 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 619], Speed: 264.952 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 629], Speed: 255.740 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 639], Speed: 251.013 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 649], Speed: 266.350 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 659], Speed: 240.889 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 669], Speed: 232.747 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 679], Speed: 261.658 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 689], Speed: 257.348 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 699], Speed: 256.958 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 709], Speed: 257.013 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 719], Speed: 242.756 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 729], Speed: 238.346 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 739], Speed: 247.329 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 749], Speed: 264.104 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 759], Speed: 257.302 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 769], Speed: 251.738 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 779], Speed: 221.491 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 789], Speed: 227.535 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.021 [Epoch 74][Batch 799], Speed: 248.712 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 809], Speed: 259.223 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 819], Speed: 246.760 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 829], Speed: 257.788 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 839], Speed: 241.817 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 849], Speed: 246.802 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 859], Speed: 250.845 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 869], Speed: 255.092 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 879], Speed: 281.946 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 889], Speed: 286.430 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 899], Speed: 267.467 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74][Batch 909], Speed: 243.300 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 74] Training cost: 494.748, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 9], Speed: 135.704 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.233, HeatmapFocal=2.020 [Epoch 75][Batch 19], Speed: 132.478 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.234, HeatmapFocal=2.020 [Epoch 75][Batch 29], Speed: 240.103 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 39], Speed: 219.987 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 49], Speed: 233.106 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 59], Speed: 244.687 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 69], Speed: 276.015 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.020 [Epoch 75][Batch 79], Speed: 238.640 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 89], Speed: 247.181 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 99], Speed: 225.348 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 109], Speed: 247.709 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 119], Speed: 229.288 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 129], Speed: 255.589 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 139], Speed: 250.471 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 149], Speed: 231.209 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 159], Speed: 257.642 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 169], Speed: 232.110 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 179], Speed: 224.785 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 189], Speed: 253.499 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 199], Speed: 270.766 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 209], Speed: 224.263 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 219], Speed: 251.327 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 229], Speed: 236.402 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 239], Speed: 234.043 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 249], Speed: 221.781 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 259], Speed: 246.104 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 269], Speed: 223.197 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.019 [Epoch 75][Batch 279], Speed: 231.224 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 289], Speed: 261.270 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 299], Speed: 234.465 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 309], Speed: 260.398 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 319], Speed: 275.812 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 329], Speed: 239.786 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 339], Speed: 245.700 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 349], Speed: 263.836 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 359], Speed: 242.126 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 369], Speed: 242.800 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 379], Speed: 252.272 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 389], Speed: 238.778 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 399], Speed: 234.223 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 409], Speed: 258.124 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 419], Speed: 227.462 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 429], Speed: 256.949 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 439], Speed: 277.457 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 449], Speed: 236.200 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 459], Speed: 256.444 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 469], Speed: 260.559 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.018 [Epoch 75][Batch 479], Speed: 242.726 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 489], Speed: 229.779 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 499], Speed: 246.712 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 509], Speed: 243.118 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 519], Speed: 261.550 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 529], Speed: 243.757 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 539], Speed: 238.494 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 549], Speed: 249.543 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 559], Speed: 257.821 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 569], Speed: 251.531 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 579], Speed: 240.875 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 589], Speed: 256.864 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 599], Speed: 227.913 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 609], Speed: 245.861 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 619], Speed: 273.107 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 629], Speed: 260.163 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 639], Speed: 253.523 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 649], Speed: 258.084 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 659], Speed: 245.387 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 669], Speed: 245.232 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.017 [Epoch 75][Batch 679], Speed: 276.621 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 689], Speed: 237.253 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 699], Speed: 268.018 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 709], Speed: 257.964 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 719], Speed: 219.414 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 729], Speed: 245.172 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 739], Speed: 249.922 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 749], Speed: 233.153 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 759], Speed: 264.804 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 769], Speed: 263.503 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 779], Speed: 229.070 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 789], Speed: 229.272 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 799], Speed: 281.818 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 809], Speed: 252.648 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 819], Speed: 248.694 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 829], Speed: 256.840 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 839], Speed: 253.789 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 849], Speed: 259.028 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 859], Speed: 252.215 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 869], Speed: 251.369 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 879], Speed: 261.628 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.016 [Epoch 75][Batch 889], Speed: 273.804 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 75][Batch 899], Speed: 237.724 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 75][Batch 909], Speed: 258.698 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 75] Training cost: 495.665, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 76][Batch 9], Speed: 128.650 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.234, HeatmapFocal=2.015 [Epoch 76][Batch 19], Speed: 165.297 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 29], Speed: 235.660 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.234, HeatmapFocal=2.015 [Epoch 76][Batch 39], Speed: 251.865 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 49], Speed: 243.242 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 59], Speed: 274.264 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 69], Speed: 256.496 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 79], Speed: 270.070 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 89], Speed: 239.087 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 99], Speed: 244.409 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 109], Speed: 236.183 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 119], Speed: 247.024 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 129], Speed: 256.029 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 76][Batch 139], Speed: 268.554 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.233, HeatmapFocal=2.015 [Epoch 76][Batch 149], Speed: 242.492 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 76][Batch 159], Speed: 219.373 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.015 [Epoch 76][Batch 169], Speed: 246.486 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 179], Speed: 278.103 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 189], Speed: 236.743 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 199], Speed: 278.723 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 209], Speed: 232.377 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 219], Speed: 238.180 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 229], Speed: 254.956 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 239], Speed: 251.838 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 249], Speed: 243.243 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 259], Speed: 278.858 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 269], Speed: 225.560 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 279], Speed: 235.368 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 289], Speed: 235.314 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 299], Speed: 269.417 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 309], Speed: 241.082 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 319], Speed: 277.076 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 329], Speed: 236.185 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 339], Speed: 227.024 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 349], Speed: 260.063 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 359], Speed: 252.478 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.014 [Epoch 76][Batch 369], Speed: 270.634 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 379], Speed: 270.139 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 389], Speed: 246.382 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 399], Speed: 211.083 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 409], Speed: 225.604 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 419], Speed: 236.610 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 429], Speed: 256.425 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 439], Speed: 278.183 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 449], Speed: 239.886 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 459], Speed: 240.697 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 469], Speed: 231.973 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 479], Speed: 247.559 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 489], Speed: 270.396 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 499], Speed: 268.350 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 509], Speed: 242.509 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 519], Speed: 233.813 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 529], Speed: 239.694 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 539], Speed: 250.857 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 549], Speed: 268.505 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 559], Speed: 255.376 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 569], Speed: 228.557 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.013 [Epoch 76][Batch 579], Speed: 243.023 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 589], Speed: 250.549 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 599], Speed: 247.132 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 609], Speed: 272.207 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 619], Speed: 255.854 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 629], Speed: 229.654 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 639], Speed: 217.177 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 649], Speed: 255.023 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 659], Speed: 241.817 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 669], Speed: 256.477 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 679], Speed: 274.083 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 689], Speed: 237.050 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 699], Speed: 238.296 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 709], Speed: 253.948 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 719], Speed: 238.214 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 729], Speed: 270.529 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 739], Speed: 252.879 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 749], Speed: 225.824 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 759], Speed: 223.784 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 769], Speed: 256.531 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 779], Speed: 216.061 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.012 [Epoch 76][Batch 789], Speed: 259.664 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 799], Speed: 268.007 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 809], Speed: 236.558 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 819], Speed: 258.025 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 829], Speed: 256.690 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 839], Speed: 248.265 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 849], Speed: 258.178 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 859], Speed: 260.557 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 869], Speed: 240.858 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 879], Speed: 249.102 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 889], Speed: 257.707 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 899], Speed: 268.212 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76][Batch 909], Speed: 288.328 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 76] Training cost: 493.734, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 77][Batch 9], Speed: 119.863 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.233, HeatmapFocal=2.011 [Epoch 77][Batch 19], Speed: 155.241 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.233, HeatmapFocal=2.011 [Epoch 77][Batch 29], Speed: 249.121 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.233, HeatmapFocal=2.011 [Epoch 77][Batch 39], Speed: 227.856 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 77][Batch 49], Speed: 246.094 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 77][Batch 59], Speed: 256.033 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 77][Batch 69], Speed: 272.683 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.011 [Epoch 77][Batch 79], Speed: 265.434 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 89], Speed: 244.106 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 99], Speed: 221.850 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 109], Speed: 248.187 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 119], Speed: 230.860 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 129], Speed: 285.105 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 139], Speed: 244.788 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 149], Speed: 244.652 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 159], Speed: 212.613 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 169], Speed: 268.368 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 179], Speed: 240.425 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 189], Speed: 238.126 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 199], Speed: 252.133 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 209], Speed: 262.035 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 219], Speed: 241.359 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 229], Speed: 257.132 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 239], Speed: 234.343 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 249], Speed: 224.924 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 259], Speed: 274.627 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 269], Speed: 252.745 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 279], Speed: 262.162 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.010 [Epoch 77][Batch 289], Speed: 236.027 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 299], Speed: 234.695 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 309], Speed: 251.374 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 319], Speed: 251.069 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 329], Speed: 254.837 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 339], Speed: 245.482 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 349], Speed: 235.780 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 359], Speed: 239.757 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 369], Speed: 239.542 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 379], Speed: 259.737 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 389], Speed: 248.931 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 399], Speed: 246.885 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 409], Speed: 249.685 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 419], Speed: 257.787 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 429], Speed: 242.712 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 439], Speed: 277.162 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 449], Speed: 242.813 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 459], Speed: 265.428 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 469], Speed: 238.969 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 479], Speed: 250.676 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 489], Speed: 233.865 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.009 [Epoch 77][Batch 499], Speed: 265.465 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 509], Speed: 233.077 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 519], Speed: 261.056 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 529], Speed: 231.735 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 539], Speed: 258.779 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 549], Speed: 258.351 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 559], Speed: 271.435 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 569], Speed: 232.284 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 579], Speed: 241.349 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 589], Speed: 228.443 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 599], Speed: 232.541 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 609], Speed: 232.148 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 619], Speed: 278.345 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 629], Speed: 235.250 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 639], Speed: 246.697 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 649], Speed: 254.402 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 659], Speed: 246.194 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 669], Speed: 242.595 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 679], Speed: 277.539 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 689], Speed: 253.131 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 699], Speed: 237.677 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 709], Speed: 224.052 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.008 [Epoch 77][Batch 719], Speed: 243.955 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 729], Speed: 272.354 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 739], Speed: 249.524 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 749], Speed: 246.591 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 759], Speed: 233.093 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 769], Speed: 235.397 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 779], Speed: 229.314 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 789], Speed: 267.070 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 799], Speed: 260.030 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 809], Speed: 239.814 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 819], Speed: 247.896 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 829], Speed: 247.681 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 839], Speed: 266.732 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 849], Speed: 273.369 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 859], Speed: 257.453 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 869], Speed: 263.249 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 879], Speed: 261.593 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 889], Speed: 269.554 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 899], Speed: 255.852 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77][Batch 909], Speed: 282.852 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 77] Training cost: 493.034, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.007 [Epoch 78][Batch 9], Speed: 111.342 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.230, HeatmapFocal=2.007 [Epoch 78][Batch 19], Speed: 247.186 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.231, HeatmapFocal=2.006 [Epoch 78][Batch 29], Speed: 247.381 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.231, HeatmapFocal=2.006 [Epoch 78][Batch 39], Speed: 238.021 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 49], Speed: 241.646 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 59], Speed: 269.543 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 69], Speed: 262.950 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.233, HeatmapFocal=2.006 [Epoch 78][Batch 79], Speed: 228.279 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.233, HeatmapFocal=2.006 [Epoch 78][Batch 89], Speed: 235.915 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 99], Speed: 246.395 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 109], Speed: 238.983 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 119], Speed: 233.430 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 129], Speed: 256.589 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 139], Speed: 235.127 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 149], Speed: 237.450 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 159], Speed: 234.677 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 169], Speed: 261.385 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 179], Speed: 248.450 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 189], Speed: 273.830 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 199], Speed: 226.161 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 209], Speed: 239.521 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.006 [Epoch 78][Batch 219], Speed: 224.444 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 229], Speed: 254.775 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 239], Speed: 250.298 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 249], Speed: 275.609 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 259], Speed: 241.929 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 269], Speed: 239.430 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 279], Speed: 235.931 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 289], Speed: 262.213 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 299], Speed: 246.044 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 309], Speed: 254.287 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 319], Speed: 232.866 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 329], Speed: 235.548 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 339], Speed: 222.552 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 349], Speed: 251.648 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 359], Speed: 243.782 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 369], Speed: 243.667 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 379], Speed: 245.220 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 389], Speed: 241.951 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 399], Speed: 224.438 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 409], Speed: 238.162 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 419], Speed: 243.237 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.005 [Epoch 78][Batch 429], Speed: 266.362 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 439], Speed: 221.243 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 449], Speed: 238.336 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 459], Speed: 239.164 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 469], Speed: 230.664 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 479], Speed: 239.904 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 489], Speed: 269.972 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 499], Speed: 223.194 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 509], Speed: 207.481 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 519], Speed: 220.658 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 529], Speed: 250.876 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 539], Speed: 238.687 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 549], Speed: 276.558 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 559], Speed: 233.711 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 569], Speed: 226.762 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 579], Speed: 237.698 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 589], Speed: 232.294 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 599], Speed: 222.462 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 609], Speed: 261.362 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 619], Speed: 216.036 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 629], Speed: 223.609 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 639], Speed: 242.047 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.004 [Epoch 78][Batch 649], Speed: 227.862 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 659], Speed: 243.397 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 669], Speed: 272.169 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 679], Speed: 230.175 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 689], Speed: 238.253 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 699], Speed: 248.806 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 709], Speed: 243.249 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 719], Speed: 236.252 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 729], Speed: 274.458 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 739], Speed: 235.988 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 749], Speed: 227.918 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 759], Speed: 253.099 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 769], Speed: 225.647 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 779], Speed: 228.985 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 789], Speed: 240.742 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 799], Speed: 279.397 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 809], Speed: 245.059 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 819], Speed: 254.025 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 829], Speed: 233.908 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 839], Speed: 244.715 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 849], Speed: 256.735 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 859], Speed: 241.567 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.003 [Epoch 78][Batch 869], Speed: 260.917 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 78][Batch 879], Speed: 250.219 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 78][Batch 889], Speed: 233.761 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 78][Batch 899], Speed: 252.477 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 78][Batch 909], Speed: 265.362 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 78] Training cost: 502.458, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 9], Speed: 124.972 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.233, HeatmapFocal=2.002 [Epoch 79][Batch 19], Speed: 141.585 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.233, HeatmapFocal=2.002 [Epoch 79][Batch 29], Speed: 249.817 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=2.002 [Epoch 79][Batch 39], Speed: 245.204 samples/sec, LR=0.0005, WHL1=0.309, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 49], Speed: 239.651 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 59], Speed: 259.962 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 69], Speed: 278.907 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 79], Speed: 243.787 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 89], Speed: 246.588 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 99], Speed: 237.720 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 109], Speed: 242.033 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 119], Speed: 249.478 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 129], Speed: 258.146 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 139], Speed: 273.455 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 149], Speed: 226.317 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 159], Speed: 242.220 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.002 [Epoch 79][Batch 169], Speed: 245.033 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 179], Speed: 232.126 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 189], Speed: 227.876 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 199], Speed: 270.772 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 209], Speed: 226.727 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 219], Speed: 261.022 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 229], Speed: 245.330 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 239], Speed: 246.891 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 249], Speed: 245.052 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 259], Speed: 255.089 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 269], Speed: 235.897 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 279], Speed: 233.048 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 289], Speed: 264.655 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 299], Speed: 247.432 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 309], Speed: 230.173 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 319], Speed: 259.328 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 329], Speed: 250.252 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 339], Speed: 247.150 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 349], Speed: 262.013 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 359], Speed: 240.674 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 369], Speed: 249.310 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.001 [Epoch 79][Batch 379], Speed: 238.541 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 389], Speed: 230.714 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 399], Speed: 247.930 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 409], Speed: 259.685 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 419], Speed: 228.913 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 429], Speed: 248.585 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 439], Speed: 248.990 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 449], Speed: 248.104 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 459], Speed: 248.694 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 469], Speed: 262.802 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 479], Speed: 226.137 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 489], Speed: 229.646 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 499], Speed: 267.805 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 509], Speed: 243.190 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 519], Speed: 243.735 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 529], Speed: 252.998 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 539], Speed: 239.689 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 549], Speed: 250.018 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 559], Speed: 239.915 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 569], Speed: 228.790 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 579], Speed: 248.770 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 589], Speed: 268.864 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=2.000 [Epoch 79][Batch 599], Speed: 244.706 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 609], Speed: 226.731 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 619], Speed: 251.495 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 629], Speed: 241.541 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 639], Speed: 233.270 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 649], Speed: 277.042 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 659], Speed: 240.408 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 669], Speed: 254.135 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 679], Speed: 261.190 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 689], Speed: 249.981 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 699], Speed: 237.055 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 709], Speed: 273.292 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 719], Speed: 225.194 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 729], Speed: 265.846 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 739], Speed: 239.521 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 749], Speed: 238.882 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 759], Speed: 240.872 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 769], Speed: 252.635 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 779], Speed: 232.357 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 789], Speed: 246.818 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 799], Speed: 274.118 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 809], Speed: 260.705 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 819], Speed: 252.822 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.999 [Epoch 79][Batch 829], Speed: 256.722 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 839], Speed: 266.146 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 849], Speed: 254.866 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 859], Speed: 273.900 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 869], Speed: 234.737 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 879], Speed: 258.105 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 889], Speed: 240.260 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 899], Speed: 268.821 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79][Batch 909], Speed: 252.833 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 79] Training cost: 495.763, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 9], Speed: 124.523 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 19], Speed: 158.345 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 29], Speed: 245.859 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 39], Speed: 214.287 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 49], Speed: 253.432 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 59], Speed: 245.939 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 69], Speed: 256.884 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 79], Speed: 272.870 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 89], Speed: 239.316 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 99], Speed: 235.977 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 109], Speed: 245.773 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 119], Speed: 244.742 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.998 [Epoch 80][Batch 129], Speed: 279.995 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 139], Speed: 267.387 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 149], Speed: 247.426 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 159], Speed: 240.159 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 169], Speed: 258.470 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 179], Speed: 273.617 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 189], Speed: 279.275 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 199], Speed: 275.095 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 209], Speed: 258.121 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 219], Speed: 234.760 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 229], Speed: 258.531 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 239], Speed: 249.060 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 249], Speed: 238.524 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 259], Speed: 282.794 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 269], Speed: 262.179 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 279], Speed: 238.556 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 289], Speed: 266.918 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 299], Speed: 274.901 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 309], Speed: 250.651 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 319], Speed: 279.488 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 329], Speed: 240.290 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.997 [Epoch 80][Batch 339], Speed: 238.711 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 349], Speed: 260.602 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 359], Speed: 265.043 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 369], Speed: 270.854 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 379], Speed: 274.752 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 389], Speed: 243.486 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 399], Speed: 227.425 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 409], Speed: 263.891 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 419], Speed: 237.420 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 429], Speed: 244.333 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 439], Speed: 278.007 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 449], Speed: 255.460 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 459], Speed: 220.640 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 469], Speed: 257.077 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 479], Speed: 265.426 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 489], Speed: 256.762 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 499], Speed: 271.374 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 509], Speed: 265.351 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 519], Speed: 231.122 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 529], Speed: 266.448 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 539], Speed: 235.180 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 549], Speed: 239.245 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 559], Speed: 269.793 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.996 [Epoch 80][Batch 569], Speed: 256.056 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 579], Speed: 240.432 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 589], Speed: 258.620 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 599], Speed: 239.068 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 609], Speed: 222.500 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 619], Speed: 277.723 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 629], Speed: 251.902 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 639], Speed: 235.245 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 649], Speed: 250.773 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 659], Speed: 241.119 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 669], Speed: 245.478 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 679], Speed: 269.457 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 689], Speed: 254.378 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 699], Speed: 228.870 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 709], Speed: 244.807 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 719], Speed: 237.743 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 729], Speed: 249.529 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 739], Speed: 245.476 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 749], Speed: 262.497 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 759], Speed: 216.316 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 769], Speed: 248.534 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 779], Speed: 234.795 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 789], Speed: 238.866 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.995 [Epoch 80][Batch 799], Speed: 264.909 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 809], Speed: 246.486 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 819], Speed: 239.262 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 829], Speed: 251.894 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 839], Speed: 238.260 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 849], Speed: 252.940 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 859], Speed: 281.427 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 869], Speed: 253.012 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 879], Speed: 237.921 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 889], Speed: 248.382 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 899], Speed: 233.394 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80][Batch 909], Speed: 248.003 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80] Training cost: 492.683, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.994 [Epoch 80] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.217 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.060 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.232 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.353 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.218 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.342 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.569 person=33.9 bicycle=15.3 car=19.3 motorcycle=21.7 airplane=38.4 bus=44.3 train=43.8 truck=14.6 boat=8.7 traffic light=8.8 fire hydrant=47.2 stop sign=46.7 parking meter=23.4 bench=10.0 bird=16.3 cat=39.8 dog=36.4 horse=35.5 sheep=30.1 cow=30.0 elephant=47.7 bear=50.8 zebra=49.4 giraffe=53.6 backpack=3.5 umbrella=20.9 handbag=2.7 tie=12.9 suitcase=15.4 frisbee=34.7 skis=7.9 snowboard=12.1 sports ball=17.0 kite=19.1 baseball bat=10.1 baseball glove=15.2 skateboard=27.9 surfboard=13.9 tennis racket=21.0 bottle=14.0 wine glass=14.4 cup=18.6 fork=9.6 knife=2.9 spoon=1.7 bowl=20.7 banana=11.5 apple=8.3 sandwich=19.7 orange=18.3 broccoli=11.5 carrot=9.6 hot dog=17.3 pizza=33.2 donut=27.6 cake=16.5 chair=11.4 couch=24.2 potted plant=10.3 bed=22.7 dining table=11.7 toilet=44.3 tv=35.8 laptop=37.1 mouse=31.6 remote=5.7 keyboard=26.6 cell phone=15.8 microwave=33.7 oven=17.3 toaster=2.8 sink=20.4 refrigerator=32.7 book=1.4 clock=30.9 vase=19.7 scissors=8.7 teddy bear=31.0 hair drier=0.0 toothbrush=4.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =21.7 [Epoch 81][Batch 9], Speed: 136.066 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.994 [Epoch 81][Batch 19], Speed: 216.472 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.236, HeatmapFocal=1.994 [Epoch 81][Batch 29], Speed: 257.274 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.235, HeatmapFocal=1.994 [Epoch 81][Batch 39], Speed: 240.477 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.994 [Epoch 81][Batch 49], Speed: 242.899 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.234, HeatmapFocal=1.994 [Epoch 81][Batch 59], Speed: 228.397 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.234, HeatmapFocal=1.994 [Epoch 81][Batch 69], Speed: 250.914 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.233, HeatmapFocal=1.994 [Epoch 81][Batch 79], Speed: 243.139 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.233, HeatmapFocal=1.994 [Epoch 81][Batch 89], Speed: 231.201 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.233, HeatmapFocal=1.994 [Epoch 81][Batch 99], Speed: 234.345 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.233, HeatmapFocal=1.994 [Epoch 81][Batch 109], Speed: 244.115 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 119], Speed: 221.577 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 129], Speed: 255.560 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 139], Speed: 264.568 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 149], Speed: 252.466 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 159], Speed: 252.629 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 169], Speed: 242.671 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 179], Speed: 244.316 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 189], Speed: 232.462 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 199], Speed: 249.119 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 209], Speed: 239.088 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 219], Speed: 243.571 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 229], Speed: 236.013 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.233, HeatmapFocal=1.993 [Epoch 81][Batch 239], Speed: 243.506 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 249], Speed: 239.951 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 259], Speed: 243.540 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 269], Speed: 250.412 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 279], Speed: 238.549 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 289], Speed: 233.825 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 299], Speed: 240.015 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 309], Speed: 252.369 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 319], Speed: 226.252 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.993 [Epoch 81][Batch 329], Speed: 250.800 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 339], Speed: 239.531 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 349], Speed: 245.765 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 359], Speed: 242.925 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 369], Speed: 237.033 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 379], Speed: 264.111 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 389], Speed: 233.997 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 399], Speed: 231.505 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 409], Speed: 254.638 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 419], Speed: 243.140 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 429], Speed: 241.019 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 439], Speed: 237.367 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 449], Speed: 242.241 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 459], Speed: 233.065 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 469], Speed: 267.734 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 479], Speed: 219.098 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 489], Speed: 225.922 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 499], Speed: 249.402 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 509], Speed: 237.079 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 519], Speed: 236.073 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 529], Speed: 263.130 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 539], Speed: 241.128 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 549], Speed: 263.962 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.992 [Epoch 81][Batch 559], Speed: 245.300 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 569], Speed: 253.092 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 579], Speed: 225.667 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 589], Speed: 250.676 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 599], Speed: 237.380 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 609], Speed: 257.091 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 619], Speed: 218.846 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 629], Speed: 260.263 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 639], Speed: 234.175 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 649], Speed: 263.064 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 659], Speed: 233.047 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 669], Speed: 247.631 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 679], Speed: 235.809 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 689], Speed: 235.829 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 699], Speed: 224.304 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 709], Speed: 249.594 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 719], Speed: 237.216 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 729], Speed: 245.655 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 739], Speed: 232.952 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 749], Speed: 234.116 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 759], Speed: 224.331 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 769], Speed: 229.524 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 779], Speed: 242.690 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.991 [Epoch 81][Batch 789], Speed: 256.292 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 799], Speed: 254.487 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 809], Speed: 262.663 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 819], Speed: 263.212 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 829], Speed: 243.091 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 839], Speed: 238.642 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 849], Speed: 250.693 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 859], Speed: 257.426 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 869], Speed: 274.298 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 879], Speed: 256.598 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 889], Speed: 245.428 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 899], Speed: 261.167 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81][Batch 909], Speed: 252.284 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 81] Training cost: 498.218, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 82][Batch 9], Speed: 104.408 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 19], Speed: 148.648 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 29], Speed: 231.628 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 39], Speed: 227.952 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 49], Speed: 230.750 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 59], Speed: 269.423 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.231, HeatmapFocal=1.990 [Epoch 82][Batch 69], Speed: 248.340 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 82][Batch 79], Speed: 270.952 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 82][Batch 89], Speed: 237.298 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.990 [Epoch 82][Batch 99], Speed: 242.724 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 109], Speed: 245.993 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 119], Speed: 245.452 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 129], Speed: 262.495 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 139], Speed: 265.358 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 149], Speed: 237.369 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 159], Speed: 235.688 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 169], Speed: 239.270 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 179], Speed: 253.703 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 189], Speed: 234.106 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 199], Speed: 254.168 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 209], Speed: 245.048 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 219], Speed: 242.845 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 229], Speed: 251.366 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 239], Speed: 244.771 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 249], Speed: 225.227 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 259], Speed: 279.494 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 269], Speed: 248.236 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 279], Speed: 235.740 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 289], Speed: 242.762 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 299], Speed: 241.930 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 309], Speed: 248.529 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.989 [Epoch 82][Batch 319], Speed: 253.973 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 329], Speed: 243.157 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 339], Speed: 228.856 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 349], Speed: 260.938 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 359], Speed: 240.808 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 369], Speed: 217.257 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 379], Speed: 256.402 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 389], Speed: 242.271 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 399], Speed: 250.704 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 409], Speed: 233.929 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 419], Speed: 227.603 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 429], Speed: 232.278 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 439], Speed: 259.689 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 449], Speed: 249.997 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 459], Speed: 226.213 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 469], Speed: 256.929 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 479], Speed: 249.355 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 489], Speed: 243.893 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 499], Speed: 261.878 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 509], Speed: 254.211 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 519], Speed: 227.600 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 529], Speed: 247.669 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 539], Speed: 242.375 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 549], Speed: 239.666 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.988 [Epoch 82][Batch 559], Speed: 276.605 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 569], Speed: 251.860 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 579], Speed: 248.672 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 589], Speed: 266.777 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 599], Speed: 229.132 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 609], Speed: 228.292 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 619], Speed: 258.243 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 629], Speed: 236.181 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 639], Speed: 249.245 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 649], Speed: 256.512 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 659], Speed: 234.793 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 669], Speed: 237.606 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 679], Speed: 255.829 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 689], Speed: 252.749 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 699], Speed: 234.023 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 709], Speed: 264.038 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 719], Speed: 252.663 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 729], Speed: 230.313 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 739], Speed: 267.180 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 749], Speed: 230.943 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 759], Speed: 228.523 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 769], Speed: 250.655 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 779], Speed: 236.204 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.987 [Epoch 82][Batch 789], Speed: 247.293 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 799], Speed: 261.740 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 809], Speed: 239.792 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 819], Speed: 276.167 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 829], Speed: 284.246 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 839], Speed: 274.741 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 849], Speed: 237.182 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 859], Speed: 290.348 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 869], Speed: 252.187 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 879], Speed: 248.464 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 889], Speed: 251.586 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 899], Speed: 235.164 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82][Batch 909], Speed: 254.097 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 82] Training cost: 494.437, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 9], Speed: 127.779 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 19], Speed: 160.593 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 29], Speed: 247.732 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 39], Speed: 247.935 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 49], Speed: 256.284 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 59], Speed: 274.561 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 69], Speed: 251.342 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 79], Speed: 262.115 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 89], Speed: 243.624 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 99], Speed: 235.941 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 109], Speed: 245.540 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.986 [Epoch 83][Batch 119], Speed: 236.184 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 129], Speed: 280.437 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 139], Speed: 278.227 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 149], Speed: 238.177 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 159], Speed: 213.589 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 169], Speed: 256.838 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 179], Speed: 272.874 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 189], Speed: 231.252 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 199], Speed: 275.076 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 209], Speed: 240.751 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 219], Speed: 233.022 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 229], Speed: 250.379 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 239], Speed: 237.532 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 249], Speed: 224.751 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 259], Speed: 274.320 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 269], Speed: 237.048 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 279], Speed: 227.207 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 289], Speed: 250.473 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 299], Speed: 243.386 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 309], Speed: 232.118 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 319], Speed: 281.076 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 329], Speed: 239.197 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 339], Speed: 227.594 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.985 [Epoch 83][Batch 349], Speed: 262.778 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 359], Speed: 236.692 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 369], Speed: 232.795 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 379], Speed: 264.033 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 389], Speed: 229.662 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 399], Speed: 222.413 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 409], Speed: 243.066 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 419], Speed: 235.089 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 429], Speed: 238.373 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 439], Speed: 253.392 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 449], Speed: 247.313 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 459], Speed: 232.067 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 469], Speed: 262.630 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 479], Speed: 226.981 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 489], Speed: 272.791 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 499], Speed: 258.212 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 509], Speed: 230.248 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 519], Speed: 237.713 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 529], Speed: 260.476 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 539], Speed: 241.060 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 549], Speed: 245.490 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 559], Speed: 272.325 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 569], Speed: 223.355 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.984 [Epoch 83][Batch 579], Speed: 231.239 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 589], Speed: 254.194 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 599], Speed: 234.259 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 609], Speed: 256.750 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 619], Speed: 257.454 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 629], Speed: 225.565 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 639], Speed: 232.363 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 649], Speed: 256.692 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 659], Speed: 239.857 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 669], Speed: 255.154 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 679], Speed: 279.296 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 689], Speed: 226.390 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 699], Speed: 235.655 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 709], Speed: 264.533 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 719], Speed: 234.892 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 729], Speed: 252.312 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 739], Speed: 263.394 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 749], Speed: 242.327 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 759], Speed: 255.046 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 769], Speed: 258.448 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 779], Speed: 238.343 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 789], Speed: 263.309 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 799], Speed: 283.760 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 809], Speed: 252.522 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 819], Speed: 260.433 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.983 [Epoch 83][Batch 829], Speed: 272.392 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 839], Speed: 254.211 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 849], Speed: 248.699 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 859], Speed: 271.223 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 869], Speed: 238.675 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 879], Speed: 247.228 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 889], Speed: 250.564 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 899], Speed: 237.828 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83][Batch 909], Speed: 281.789 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 83] Training cost: 494.290, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 9], Speed: 124.966 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=1.982 [Epoch 84][Batch 19], Speed: 163.047 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 29], Speed: 250.852 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 39], Speed: 252.283 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 49], Speed: 232.753 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 59], Speed: 265.741 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 69], Speed: 269.210 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 79], Speed: 244.048 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 89], Speed: 242.241 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 99], Speed: 225.472 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 109], Speed: 242.321 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 119], Speed: 240.263 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 129], Speed: 276.012 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 139], Speed: 245.493 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.982 [Epoch 84][Batch 149], Speed: 245.775 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 159], Speed: 230.703 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 169], Speed: 237.109 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 179], Speed: 253.913 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 189], Speed: 265.839 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.231, HeatmapFocal=1.981 [Epoch 84][Batch 199], Speed: 236.419 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 209], Speed: 266.590 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.231, HeatmapFocal=1.981 [Epoch 84][Batch 219], Speed: 236.982 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 229], Speed: 228.461 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 239], Speed: 233.796 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 249], Speed: 244.055 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 259], Speed: 241.669 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 269], Speed: 266.439 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 279], Speed: 232.567 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 289], Speed: 222.924 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 299], Speed: 248.204 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 309], Speed: 260.367 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 319], Speed: 221.717 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 329], Speed: 259.719 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 339], Speed: 237.958 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 349], Speed: 231.489 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 359], Speed: 237.082 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 369], Speed: 264.745 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 379], Speed: 228.607 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.981 [Epoch 84][Batch 389], Speed: 230.345 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 399], Speed: 216.633 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 409], Speed: 237.307 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 419], Speed: 234.613 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 429], Speed: 244.018 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 439], Speed: 238.166 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 449], Speed: 265.603 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 459], Speed: 205.279 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 469], Speed: 240.074 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 479], Speed: 237.788 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 489], Speed: 268.020 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 499], Speed: 252.543 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 509], Speed: 254.671 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 519], Speed: 218.012 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 529], Speed: 238.743 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 539], Speed: 244.737 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 549], Speed: 269.639 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 559], Speed: 229.203 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 569], Speed: 262.749 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 579], Speed: 224.018 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 589], Speed: 228.611 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 599], Speed: 250.983 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 609], Speed: 269.358 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.980 [Epoch 84][Batch 619], Speed: 228.163 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 629], Speed: 265.903 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 639], Speed: 209.783 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 649], Speed: 237.821 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 659], Speed: 234.752 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 669], Speed: 251.502 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 679], Speed: 244.916 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 689], Speed: 250.439 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 699], Speed: 232.640 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 709], Speed: 236.124 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 719], Speed: 271.730 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 729], Speed: 261.675 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 739], Speed: 256.624 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 749], Speed: 249.532 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 759], Speed: 218.236 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 769], Speed: 238.014 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 779], Speed: 263.749 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 789], Speed: 273.409 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 799], Speed: 278.910 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 809], Speed: 279.384 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 819], Speed: 250.358 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 829], Speed: 257.851 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 839], Speed: 261.305 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 849], Speed: 244.505 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 859], Speed: 293.814 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.979 [Epoch 84][Batch 869], Speed: 266.494 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 84][Batch 879], Speed: 260.908 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 84][Batch 889], Speed: 241.942 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 84][Batch 899], Speed: 260.459 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 84][Batch 909], Speed: 269.543 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 84] Training cost: 498.523, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 9], Speed: 118.768 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.233, HeatmapFocal=1.978 [Epoch 85][Batch 19], Speed: 138.081 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 29], Speed: 246.739 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 39], Speed: 230.262 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 49], Speed: 254.928 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 59], Speed: 247.771 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 69], Speed: 254.446 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 79], Speed: 254.890 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 89], Speed: 247.196 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.231, HeatmapFocal=1.978 [Epoch 85][Batch 99], Speed: 223.296 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 109], Speed: 252.472 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 119], Speed: 241.545 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 129], Speed: 268.078 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 139], Speed: 269.271 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 149], Speed: 244.456 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 159], Speed: 247.634 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 169], Speed: 242.810 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 179], Speed: 252.180 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.978 [Epoch 85][Batch 189], Speed: 244.768 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 199], Speed: 255.246 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 209], Speed: 253.194 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 219], Speed: 237.530 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 229], Speed: 255.373 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 239], Speed: 268.550 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 249], Speed: 232.540 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 259], Speed: 271.972 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 269], Speed: 251.237 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 279], Speed: 232.158 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 289], Speed: 263.809 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 299], Speed: 250.222 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 309], Speed: 252.894 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 319], Speed: 241.921 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 329], Speed: 255.556 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 339], Speed: 235.789 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 349], Speed: 270.223 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 359], Speed: 281.322 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 369], Speed: 233.933 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 379], Speed: 278.982 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 389], Speed: 230.518 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 399], Speed: 230.794 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 409], Speed: 236.669 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 419], Speed: 275.535 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.977 [Epoch 85][Batch 429], Speed: 234.807 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 439], Speed: 281.667 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 449], Speed: 262.755 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 459], Speed: 248.833 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 469], Speed: 261.192 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 479], Speed: 246.607 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 489], Speed: 239.227 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 499], Speed: 249.061 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 509], Speed: 249.014 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 519], Speed: 257.158 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 529], Speed: 257.178 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 539], Speed: 269.193 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 549], Speed: 225.374 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 559], Speed: 268.281 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 569], Speed: 235.739 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 579], Speed: 250.700 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 589], Speed: 259.937 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 599], Speed: 269.995 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 609], Speed: 247.208 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 619], Speed: 261.830 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 629], Speed: 235.609 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 639], Speed: 238.915 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 649], Speed: 268.698 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 659], Speed: 273.544 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 669], Speed: 228.162 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 679], Speed: 276.346 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.976 [Epoch 85][Batch 689], Speed: 236.822 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 699], Speed: 255.991 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 709], Speed: 253.711 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 719], Speed: 285.087 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 729], Speed: 242.033 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 739], Speed: 247.328 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 749], Speed: 239.694 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 759], Speed: 230.901 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 769], Speed: 231.015 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 779], Speed: 251.537 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 789], Speed: 226.865 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 799], Speed: 252.541 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 809], Speed: 257.974 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 819], Speed: 273.322 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 829], Speed: 264.764 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 839], Speed: 261.131 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 849], Speed: 251.020 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 859], Speed: 277.120 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 869], Speed: 253.065 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 879], Speed: 264.565 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 889], Speed: 272.392 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 899], Speed: 246.722 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85][Batch 909], Speed: 262.182 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 85] Training cost: 494.635, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 86][Batch 9], Speed: 110.528 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 86][Batch 19], Speed: 166.282 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.975 [Epoch 86][Batch 29], Speed: 235.618 samples/sec, LR=0.0005, WHL1=0.293, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 39], Speed: 234.920 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 49], Speed: 233.698 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 59], Speed: 266.264 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 69], Speed: 279.257 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 79], Speed: 274.595 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 89], Speed: 236.258 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 99], Speed: 221.601 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 109], Speed: 246.806 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 119], Speed: 225.764 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 129], Speed: 276.192 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 139], Speed: 253.136 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 149], Speed: 241.431 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 159], Speed: 220.013 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 169], Speed: 247.152 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 179], Speed: 230.177 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 189], Speed: 259.939 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 199], Speed: 269.536 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 209], Speed: 220.025 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 219], Speed: 228.615 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.974 [Epoch 86][Batch 229], Speed: 241.372 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 239], Speed: 224.799 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 249], Speed: 234.717 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 259], Speed: 270.733 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.974 [Epoch 86][Batch 269], Speed: 246.600 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 279], Speed: 210.145 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 289], Speed: 240.171 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 299], Speed: 238.608 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 309], Speed: 236.664 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 319], Speed: 244.419 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 329], Speed: 228.829 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 339], Speed: 232.357 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 349], Speed: 247.448 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 359], Speed: 220.763 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 369], Speed: 246.035 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 379], Speed: 245.995 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 389], Speed: 231.592 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 399], Speed: 233.747 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.231, HeatmapFocal=1.973 [Epoch 86][Batch 409], Speed: 239.635 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 419], Speed: 224.307 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 429], Speed: 240.742 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 439], Speed: 255.333 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 449], Speed: 230.127 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 459], Speed: 239.045 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 469], Speed: 243.920 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 479], Speed: 231.873 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 489], Speed: 245.806 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 499], Speed: 277.432 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 509], Speed: 229.381 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.973 [Epoch 86][Batch 519], Speed: 226.942 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 529], Speed: 226.198 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 539], Speed: 228.963 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 549], Speed: 235.981 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 559], Speed: 277.852 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 569], Speed: 243.746 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 579], Speed: 240.634 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 589], Speed: 228.893 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 599], Speed: 231.453 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 609], Speed: 221.575 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 619], Speed: 273.142 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 629], Speed: 237.763 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 639], Speed: 237.071 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 649], Speed: 241.625 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 659], Speed: 226.943 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 669], Speed: 235.081 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 679], Speed: 276.875 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 689], Speed: 242.271 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 699], Speed: 255.054 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 709], Speed: 235.113 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 719], Speed: 232.399 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 729], Speed: 251.902 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 739], Speed: 266.571 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 749], Speed: 230.405 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 759], Speed: 263.448 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 769], Speed: 233.862 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.972 [Epoch 86][Batch 779], Speed: 226.255 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 789], Speed: 249.984 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 799], Speed: 277.262 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 809], Speed: 260.613 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 819], Speed: 260.365 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 829], Speed: 257.612 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 839], Speed: 270.356 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 849], Speed: 276.225 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 859], Speed: 293.239 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 869], Speed: 259.758 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 879], Speed: 241.033 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 889], Speed: 239.544 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 899], Speed: 259.672 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86][Batch 909], Speed: 270.805 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 86] Training cost: 492.379, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 9], Speed: 122.238 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.230, HeatmapFocal=1.971 [Epoch 87][Batch 19], Speed: 233.971 samples/sec, LR=0.0005, WHL1=0.293, CenterRegL1=0.230, HeatmapFocal=1.971 [Epoch 87][Batch 29], Speed: 251.847 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.231, HeatmapFocal=1.971 [Epoch 87][Batch 39], Speed: 224.068 samples/sec, LR=0.0005, WHL1=0.293, CenterRegL1=0.231, HeatmapFocal=1.971 [Epoch 87][Batch 49], Speed: 245.754 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 59], Speed: 263.662 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 69], Speed: 279.043 samples/sec, LR=0.0005, WHL1=0.294, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 79], Speed: 256.302 samples/sec, LR=0.0005, WHL1=0.295, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 89], Speed: 245.664 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 99], Speed: 232.358 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 109], Speed: 245.114 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.971 [Epoch 87][Batch 119], Speed: 233.664 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 129], Speed: 265.312 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 139], Speed: 239.795 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 149], Speed: 240.917 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 159], Speed: 227.170 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 169], Speed: 238.293 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 179], Speed: 251.097 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 189], Speed: 230.489 samples/sec, LR=0.0005, WHL1=0.296, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 199], Speed: 248.353 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 209], Speed: 242.134 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 219], Speed: 234.907 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 229], Speed: 212.300 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 239], Speed: 242.082 samples/sec, LR=0.0005, WHL1=0.297, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 249], Speed: 259.514 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 259], Speed: 228.674 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 269], Speed: 236.286 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 279], Speed: 234.058 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 289], Speed: 236.545 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 299], Speed: 228.871 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 309], Speed: 273.551 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 319], Speed: 232.392 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 329], Speed: 221.095 samples/sec, LR=0.0005, WHL1=0.298, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 339], Speed: 227.550 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 349], Speed: 242.078 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 359], Speed: 219.654 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.970 [Epoch 87][Batch 369], Speed: 260.591 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 379], Speed: 250.815 samples/sec, LR=0.0005, WHL1=0.299, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 389], Speed: 225.493 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 399], Speed: 220.947 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 409], Speed: 241.050 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 419], Speed: 233.286 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 429], Speed: 264.205 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 439], Speed: 229.215 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 449], Speed: 211.510 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 459], Speed: 240.919 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 469], Speed: 235.130 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 479], Speed: 219.038 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 489], Speed: 248.495 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 499], Speed: 241.730 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 509], Speed: 225.639 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 519], Speed: 236.895 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 529], Speed: 238.447 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 539], Speed: 238.084 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 549], Speed: 273.692 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 559], Speed: 264.873 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 569], Speed: 232.417 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 579], Speed: 228.885 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 589], Speed: 228.667 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 599], Speed: 231.473 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 609], Speed: 237.298 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 619], Speed: 224.330 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.969 [Epoch 87][Batch 629], Speed: 224.592 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 639], Speed: 231.444 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 649], Speed: 237.994 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 659], Speed: 240.008 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 669], Speed: 249.197 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 679], Speed: 260.311 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 689], Speed: 243.136 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 699], Speed: 212.489 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 709], Speed: 245.780 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 719], Speed: 215.634 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 729], Speed: 249.470 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 739], Speed: 240.134 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 749], Speed: 226.063 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 759], Speed: 235.518 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 769], Speed: 243.820 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 779], Speed: 231.041 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 789], Speed: 228.081 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 799], Speed: 235.465 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 809], Speed: 266.113 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 819], Speed: 248.451 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 829], Speed: 251.105 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 839], Speed: 239.544 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 849], Speed: 268.075 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 859], Speed: 254.158 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 869], Speed: 234.572 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 879], Speed: 263.237 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.968 [Epoch 87][Batch 889], Speed: 251.005 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 87][Batch 899], Speed: 237.458 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 87][Batch 909], Speed: 270.108 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 87] Training cost: 500.136, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 9], Speed: 145.461 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.231, HeatmapFocal=1.967 [Epoch 88][Batch 19], Speed: 176.205 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 29], Speed: 245.873 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 39], Speed: 234.782 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 49], Speed: 243.521 samples/sec, LR=0.0005, WHL1=0.310, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 59], Speed: 254.152 samples/sec, LR=0.0005, WHL1=0.311, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 69], Speed: 250.675 samples/sec, LR=0.0005, WHL1=0.307, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 79], Speed: 273.876 samples/sec, LR=0.0005, WHL1=0.308, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 89], Speed: 251.219 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 99], Speed: 230.148 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 109], Speed: 244.666 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 119], Speed: 237.935 samples/sec, LR=0.0005, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 129], Speed: 257.031 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 139], Speed: 273.438 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 149], Speed: 240.630 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 159], Speed: 234.359 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 169], Speed: 261.487 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 179], Speed: 242.308 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 189], Speed: 235.467 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 199], Speed: 269.819 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 209], Speed: 244.125 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 219], Speed: 215.557 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.967 [Epoch 88][Batch 229], Speed: 269.615 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 239], Speed: 243.620 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 249], Speed: 220.296 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 259], Speed: 239.466 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 269], Speed: 225.194 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 279], Speed: 219.833 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 289], Speed: 247.291 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 299], Speed: 253.101 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 309], Speed: 245.692 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 319], Speed: 262.818 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 329], Speed: 230.214 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 339], Speed: 221.693 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 349], Speed: 269.204 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 359], Speed: 269.750 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 369], Speed: 240.403 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 379], Speed: 256.569 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 389], Speed: 250.035 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 399], Speed: 237.521 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 409], Speed: 276.455 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 419], Speed: 267.118 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 429], Speed: 246.142 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 439], Speed: 254.362 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 449], Speed: 223.071 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 459], Speed: 228.938 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 469], Speed: 263.033 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 479], Speed: 253.389 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.966 [Epoch 88][Batch 489], Speed: 236.397 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 499], Speed: 242.551 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 509], Speed: 224.190 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 519], Speed: 233.920 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 529], Speed: 269.896 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 539], Speed: 264.943 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 549], Speed: 253.168 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 559], Speed: 249.156 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 569], Speed: 228.103 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 579], Speed: 240.865 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 589], Speed: 273.814 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 599], Speed: 271.491 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 609], Speed: 254.352 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 619], Speed: 235.672 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 629], Speed: 232.337 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 639], Speed: 219.397 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 649], Speed: 255.868 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 659], Speed: 255.853 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 669], Speed: 263.569 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 679], Speed: 274.452 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 689], Speed: 225.912 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 699], Speed: 235.960 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 709], Speed: 277.035 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 719], Speed: 254.591 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 729], Speed: 266.561 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 739], Speed: 233.607 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.965 [Epoch 88][Batch 749], Speed: 245.259 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 759], Speed: 224.312 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 769], Speed: 281.713 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 779], Speed: 231.503 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 789], Speed: 269.249 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 799], Speed: 260.466 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 809], Speed: 247.451 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 819], Speed: 251.991 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 829], Speed: 261.992 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 839], Speed: 264.817 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 849], Speed: 290.945 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 859], Speed: 248.573 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 869], Speed: 255.317 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 879], Speed: 244.135 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 889], Speed: 248.528 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 899], Speed: 264.735 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88][Batch 909], Speed: 263.472 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 88] Training cost: 495.003, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 89][Batch 9], Speed: 137.508 samples/sec, LR=0.0005, WHL1=0.312, CenterRegL1=0.234, HeatmapFocal=1.964 [Epoch 89][Batch 19], Speed: 237.098 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=1.964 [Epoch 89][Batch 29], Speed: 254.541 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=1.964 [Epoch 89][Batch 39], Speed: 240.125 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=1.964 [Epoch 89][Batch 49], Speed: 233.304 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.233, HeatmapFocal=1.964 [Epoch 89][Batch 59], Speed: 243.590 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 89][Batch 69], Speed: 258.622 samples/sec, LR=0.0005, WHL1=0.305, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 89][Batch 79], Speed: 218.601 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.232, HeatmapFocal=1.964 [Epoch 89][Batch 89], Speed: 251.639 samples/sec, LR=0.0005, WHL1=0.304, CenterRegL1=0.233, HeatmapFocal=1.964 [Epoch 89][Batch 99], Speed: 234.474 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.233, HeatmapFocal=1.963 [Epoch 89][Batch 109], Speed: 240.524 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 119], Speed: 223.305 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 129], Speed: 274.847 samples/sec, LR=0.0005, WHL1=0.303, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 139], Speed: 223.637 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 149], Speed: 225.330 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 159], Speed: 219.534 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 169], Speed: 241.409 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 179], Speed: 250.099 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 189], Speed: 272.489 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 199], Speed: 221.888 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 209], Speed: 240.766 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 219], Speed: 224.820 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 229], Speed: 228.913 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 239], Speed: 247.717 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 249], Speed: 234.408 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 259], Speed: 225.467 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 269], Speed: 225.171 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 279], Speed: 217.657 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 289], Speed: 226.835 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 299], Speed: 228.721 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 309], Speed: 266.510 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 319], Speed: 259.810 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 329], Speed: 235.819 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 339], Speed: 224.303 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 349], Speed: 236.267 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.963 [Epoch 89][Batch 359], Speed: 244.703 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 369], Speed: 250.142 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 379], Speed: 255.804 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 389], Speed: 236.884 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 399], Speed: 230.416 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 409], Speed: 246.050 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 419], Speed: 238.232 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 429], Speed: 270.556 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 439], Speed: 232.708 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 449], Speed: 249.998 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 459], Speed: 230.758 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 469], Speed: 242.220 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 479], Speed: 234.110 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 489], Speed: 260.307 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 499], Speed: 234.193 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 509], Speed: 234.573 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 519], Speed: 238.258 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 529], Speed: 262.569 samples/sec, LR=0.0005, WHL1=0.300, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 539], Speed: 233.940 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 549], Speed: 271.935 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 559], Speed: 248.765 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 569], Speed: 231.193 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 579], Speed: 237.074 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 589], Speed: 238.394 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 599], Speed: 227.224 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 609], Speed: 235.486 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 619], Speed: 219.972 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.962 [Epoch 89][Batch 629], Speed: 230.517 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 639], Speed: 221.695 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 649], Speed: 242.637 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 659], Speed: 233.978 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 669], Speed: 254.817 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 679], Speed: 228.080 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 689], Speed: 220.920 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 699], Speed: 220.277 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 709], Speed: 227.839 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 719], Speed: 241.695 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 729], Speed: 267.503 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 739], Speed: 219.200 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 749], Speed: 233.918 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 759], Speed: 220.638 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 769], Speed: 220.497 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 779], Speed: 226.347 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 789], Speed: 256.466 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 799], Speed: 224.146 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 809], Speed: 242.330 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 819], Speed: 269.988 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 829], Speed: 267.898 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 839], Speed: 252.922 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 849], Speed: 265.021 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 859], Speed: 267.954 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 869], Speed: 254.202 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 879], Speed: 255.784 samples/sec, LR=0.0005, WHL1=0.301, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 889], Speed: 245.391 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.961 [Epoch 89][Batch 899], Speed: 250.617 samples/sec, LR=0.0005, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 89][Batch 909], Speed: 248.818 samples/sec, LR=5e-05, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 89] Training cost: 504.187, WHL1=0.302, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 90][Batch 9], Speed: 124.582 samples/sec, LR=5e-05, WHL1=0.306, CenterRegL1=0.232, HeatmapFocal=1.960 [Epoch 90][Batch 19], Speed: 174.079 samples/sec, LR=5e-05, WHL1=0.301, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 29], Speed: 243.037 samples/sec, LR=5e-05, WHL1=0.301, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 39], Speed: 225.640 samples/sec, LR=5e-05, WHL1=0.300, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 49], Speed: 222.378 samples/sec, LR=5e-05, WHL1=0.296, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 59], Speed: 262.908 samples/sec, LR=5e-05, WHL1=0.293, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 69], Speed: 269.640 samples/sec, LR=5e-05, WHL1=0.293, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 79], Speed: 273.004 samples/sec, LR=5e-05, WHL1=0.292, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 89], Speed: 237.702 samples/sec, LR=5e-05, WHL1=0.291, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 99], Speed: 251.857 samples/sec, LR=5e-05, WHL1=0.291, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 109], Speed: 245.937 samples/sec, LR=5e-05, WHL1=0.290, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 119], Speed: 236.613 samples/sec, LR=5e-05, WHL1=0.290, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 129], Speed: 278.212 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 139], Speed: 227.874 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 149], Speed: 253.189 samples/sec, LR=5e-05, WHL1=0.289, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 159], Speed: 250.138 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 169], Speed: 252.972 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.231, HeatmapFocal=1.960 [Epoch 90][Batch 179], Speed: 234.107 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 189], Speed: 255.693 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 199], Speed: 270.044 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.960 [Epoch 90][Batch 209], Speed: 245.335 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.231, HeatmapFocal=1.959 [Epoch 90][Batch 219], Speed: 241.746 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 229], Speed: 253.273 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 239], Speed: 239.710 samples/sec, LR=5e-05, WHL1=0.288, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 249], Speed: 261.147 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 259], Speed: 239.074 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 269], Speed: 236.739 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 279], Speed: 256.321 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 289], Speed: 249.226 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 299], Speed: 229.583 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 309], Speed: 262.400 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 319], Speed: 253.393 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 329], Speed: 234.635 samples/sec, LR=5e-05, WHL1=0.287, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 339], Speed: 250.897 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 349], Speed: 246.586 samples/sec, LR=5e-05, WHL1=0.286, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 359], Speed: 255.930 samples/sec, LR=5e-05, WHL1=0.285, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 369], Speed: 250.594 samples/sec, LR=5e-05, WHL1=0.285, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 379], Speed: 246.478 samples/sec, LR=5e-05, WHL1=0.285, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 389], Speed: 242.436 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 399], Speed: 265.030 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 409], Speed: 258.919 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.959 [Epoch 90][Batch 419], Speed: 248.651 samples/sec, LR=5e-05, WHL1=0.285, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 429], Speed: 261.681 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 439], Speed: 247.281 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 449], Speed: 227.880 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 459], Speed: 237.809 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 469], Speed: 265.294 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 479], Speed: 233.589 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 489], Speed: 270.672 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 499], Speed: 256.442 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 509], Speed: 234.500 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 519], Speed: 263.243 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 529], Speed: 249.661 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 539], Speed: 241.941 samples/sec, LR=5e-05, WHL1=0.284, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 549], Speed: 264.345 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 559], Speed: 235.232 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 569], Speed: 231.799 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 579], Speed: 242.253 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 589], Speed: 233.832 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 599], Speed: 236.966 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 609], Speed: 263.498 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 619], Speed: 267.825 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.958 [Epoch 90][Batch 629], Speed: 230.302 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 639], Speed: 252.329 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 649], Speed: 246.053 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 659], Speed: 243.921 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 669], Speed: 266.326 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 679], Speed: 268.785 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 689], Speed: 244.537 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 699], Speed: 241.423 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 709], Speed: 248.595 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 719], Speed: 257.659 samples/sec, LR=5e-05, WHL1=0.283, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 729], Speed: 258.380 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 739], Speed: 239.111 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 749], Speed: 243.132 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 759], Speed: 243.613 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 769], Speed: 239.198 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 779], Speed: 230.073 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 789], Speed: 277.489 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 799], Speed: 250.302 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 809], Speed: 266.645 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 819], Speed: 255.548 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.957 [Epoch 90][Batch 829], Speed: 246.540 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 839], Speed: 248.595 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 849], Speed: 270.976 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 859], Speed: 253.753 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 869], Speed: 245.038 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 879], Speed: 247.652 samples/sec, LR=5e-05, WHL1=0.282, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 889], Speed: 269.314 samples/sec, LR=5e-05, WHL1=0.281, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 899], Speed: 250.234 samples/sec, LR=5e-05, WHL1=0.281, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90][Batch 909], Speed: 263.335 samples/sec, LR=5e-05, WHL1=0.281, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90] Training cost: 513.746, WHL1=0.281, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 90] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.246 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.073 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.405 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.117 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.607 person=36.6 bicycle=16.6 car=21.7 motorcycle=26.2 airplane=46.1 bus=46.1 train=48.8 truck=20.0 boat=11.1 traffic light=11.2 fire hydrant=49.3 stop sign=49.3 parking meter=27.5 bench=12.5 bird=18.5 cat=47.9 dog=46.3 horse=39.0 sheep=31.9 cow=33.3 elephant=49.3 bear=57.1 zebra=51.9 giraffe=55.5 backpack=4.6 umbrella=22.6 handbag=3.2 tie=14.6 suitcase=20.2 frisbee=37.8 skis=11.6 snowboard=13.0 sports ball=17.7 kite=20.5 baseball bat=10.7 baseball glove=15.7 skateboard=31.1 surfboard=17.3 tennis racket=25.9 bottle=17.8 wine glass=16.2 cup=20.6 fork=10.7 knife=3.5 spoon=2.2 bowl=23.9 banana=12.4 apple=9.6 sandwich=23.9 orange=21.3 broccoli=14.4 carrot=10.9 hot dog=22.0 pizza=34.8 donut=29.1 cake=20.9 chair=14.0 couch=33.4 potted plant=12.0 bed=31.0 dining table=17.8 toilet=49.2 tv=41.2 laptop=41.6 mouse=34.8 remote=6.3 keyboard=32.7 cell phone=16.9 microwave=36.3 oven=21.6 toaster=2.9 sink=21.1 refrigerator=36.7 book=2.1 clock=32.6 vase=22.6 scissors=10.9 teddy bear=33.6 hair drier=0.2 toothbrush=5.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =24.6 [Epoch 91][Batch 9], Speed: 126.089 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.229, HeatmapFocal=1.956 [Epoch 91][Batch 19], Speed: 213.442 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.229, HeatmapFocal=1.956 [Epoch 91][Batch 29], Speed: 228.738 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.229, HeatmapFocal=1.956 [Epoch 91][Batch 39], Speed: 216.986 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 49], Speed: 244.569 samples/sec, LR=5e-05, WHL1=0.278, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 59], Speed: 240.623 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 69], Speed: 263.696 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 79], Speed: 220.893 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 89], Speed: 237.670 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 99], Speed: 215.436 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.956 [Epoch 91][Batch 109], Speed: 210.165 samples/sec, LR=5e-05, WHL1=0.273, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 119], Speed: 253.174 samples/sec, LR=5e-05, WHL1=0.273, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 129], Speed: 272.433 samples/sec, LR=5e-05, WHL1=0.272, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 139], Speed: 233.945 samples/sec, LR=5e-05, WHL1=0.272, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 149], Speed: 229.849 samples/sec, LR=5e-05, WHL1=0.273, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 159], Speed: 214.289 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 169], Speed: 211.172 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 179], Speed: 272.116 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 189], Speed: 271.659 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 199], Speed: 235.643 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 209], Speed: 221.010 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 219], Speed: 230.190 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 229], Speed: 230.866 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 239], Speed: 243.770 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 249], Speed: 270.414 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 259], Speed: 242.256 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 269], Speed: 234.738 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 279], Speed: 220.829 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 289], Speed: 236.525 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 299], Speed: 236.688 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.955 [Epoch 91][Batch 309], Speed: 255.416 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 319], Speed: 237.096 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 329], Speed: 249.497 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 339], Speed: 238.116 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 349], Speed: 226.642 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 359], Speed: 249.375 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 369], Speed: 252.939 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 379], Speed: 252.839 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 389], Speed: 249.241 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 399], Speed: 227.742 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 409], Speed: 229.919 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 419], Speed: 237.744 samples/sec, LR=5e-05, WHL1=0.277, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 429], Speed: 243.082 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 439], Speed: 251.845 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 449], Speed: 211.095 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 459], Speed: 226.211 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 469], Speed: 234.609 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 479], Speed: 249.046 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 489], Speed: 252.307 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 499], Speed: 253.628 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.954 [Epoch 91][Batch 509], Speed: 232.145 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 519], Speed: 227.800 samples/sec, LR=5e-05, WHL1=0.276, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 529], Speed: 236.869 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 539], Speed: 245.650 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 549], Speed: 261.695 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 559], Speed: 238.097 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 569], Speed: 235.147 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 579], Speed: 224.518 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 589], Speed: 217.659 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 599], Speed: 256.061 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 609], Speed: 241.012 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 619], Speed: 254.106 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 629], Speed: 241.129 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 639], Speed: 218.001 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 649], Speed: 215.323 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 659], Speed: 257.542 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 669], Speed: 250.449 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 679], Speed: 244.203 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 689], Speed: 245.229 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.953 [Epoch 91][Batch 699], Speed: 222.478 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 709], Speed: 221.505 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 719], Speed: 261.517 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 729], Speed: 263.850 samples/sec, LR=5e-05, WHL1=0.275, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 739], Speed: 247.984 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 749], Speed: 228.532 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 759], Speed: 224.975 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 769], Speed: 223.938 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 779], Speed: 256.517 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 789], Speed: 249.350 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 799], Speed: 273.446 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 809], Speed: 245.899 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 819], Speed: 244.038 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 829], Speed: 238.595 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 839], Speed: 289.525 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 849], Speed: 250.080 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 859], Speed: 267.597 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 869], Speed: 247.943 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 879], Speed: 251.089 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 889], Speed: 273.064 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.952 [Epoch 91][Batch 899], Speed: 282.606 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.951 [Epoch 91][Batch 909], Speed: 277.623 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.951 [Epoch 91] Training cost: 507.456, WHL1=0.274, CenterRegL1=0.230, HeatmapFocal=1.951 [Epoch 92][Batch 9], Speed: 141.563 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 19], Speed: 225.770 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 29], Speed: 225.355 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.951 [Epoch 92][Batch 39], Speed: 247.545 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 49], Speed: 263.420 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 59], Speed: 242.076 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 69], Speed: 248.641 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 79], Speed: 247.856 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 89], Speed: 261.222 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 99], Speed: 216.884 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 109], Speed: 226.914 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 119], Speed: 230.495 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 129], Speed: 249.285 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 139], Speed: 227.725 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 149], Speed: 236.572 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 159], Speed: 232.084 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 169], Speed: 235.642 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.951 [Epoch 92][Batch 179], Speed: 240.845 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 189], Speed: 233.404 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 199], Speed: 227.501 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 209], Speed: 238.367 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 219], Speed: 231.435 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 229], Speed: 216.587 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 239], Speed: 224.457 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 249], Speed: 238.567 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 259], Speed: 231.460 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 269], Speed: 238.986 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 279], Speed: 242.309 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 289], Speed: 242.887 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 299], Speed: 236.191 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 309], Speed: 217.027 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 319], Speed: 221.377 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 329], Speed: 246.203 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 339], Speed: 239.962 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 349], Speed: 231.716 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 359], Speed: 244.805 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.950 [Epoch 92][Batch 369], Speed: 256.911 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 379], Speed: 227.093 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 389], Speed: 245.759 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 399], Speed: 235.794 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 409], Speed: 239.484 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 419], Speed: 247.480 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 429], Speed: 252.642 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 439], Speed: 241.233 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 449], Speed: 242.519 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 459], Speed: 234.416 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 469], Speed: 216.590 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 479], Speed: 239.793 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 489], Speed: 236.933 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 499], Speed: 247.075 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 509], Speed: 226.596 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 519], Speed: 234.020 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 529], Speed: 232.862 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 539], Speed: 226.531 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 549], Speed: 223.817 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 559], Speed: 232.170 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.949 [Epoch 92][Batch 569], Speed: 228.968 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 579], Speed: 216.699 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 589], Speed: 224.847 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 599], Speed: 227.596 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 609], Speed: 236.716 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 619], Speed: 226.141 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 629], Speed: 219.813 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 639], Speed: 228.962 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 649], Speed: 222.069 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 659], Speed: 238.219 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 669], Speed: 238.395 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 679], Speed: 234.633 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 689], Speed: 233.138 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 699], Speed: 221.439 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 709], Speed: 221.304 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 719], Speed: 241.680 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 729], Speed: 229.086 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 739], Speed: 229.089 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 749], Speed: 234.454 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 759], Speed: 212.472 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.948 [Epoch 92][Batch 769], Speed: 239.703 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 779], Speed: 236.827 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 789], Speed: 223.926 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 799], Speed: 232.173 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 809], Speed: 251.261 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 819], Speed: 248.647 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 829], Speed: 266.415 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 839], Speed: 265.725 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 849], Speed: 254.141 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 859], Speed: 243.827 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 869], Speed: 245.067 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 879], Speed: 274.424 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 889], Speed: 272.422 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 899], Speed: 267.686 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92][Batch 909], Speed: 245.394 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 92] Training cost: 509.977, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 93][Batch 9], Speed: 122.449 samples/sec, LR=5e-05, WHL1=0.271, CenterRegL1=0.230, HeatmapFocal=1.947 [Epoch 93][Batch 19], Speed: 261.698 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 93][Batch 29], Speed: 231.096 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 93][Batch 39], Speed: 240.400 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.947 [Epoch 93][Batch 49], Speed: 272.405 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 59], Speed: 270.879 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 69], Speed: 255.132 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 79], Speed: 262.993 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 89], Speed: 265.741 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 99], Speed: 219.491 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 109], Speed: 231.133 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.230, HeatmapFocal=1.946 [Epoch 93][Batch 119], Speed: 242.678 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 129], Speed: 266.946 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 139], Speed: 259.839 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 149], Speed: 224.178 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 159], Speed: 243.094 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 169], Speed: 240.104 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 179], Speed: 243.506 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 189], Speed: 243.484 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 199], Speed: 257.836 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 209], Speed: 250.623 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 219], Speed: 231.584 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 229], Speed: 228.576 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.946 [Epoch 93][Batch 239], Speed: 244.641 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 249], Speed: 250.801 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 259], Speed: 223.423 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 269], Speed: 241.222 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 279], Speed: 256.541 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 289], Speed: 229.966 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 299], Speed: 241.641 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 309], Speed: 255.919 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 319], Speed: 246.676 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 329], Speed: 235.377 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 339], Speed: 254.716 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 349], Speed: 225.590 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 359], Speed: 252.864 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 369], Speed: 232.249 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 379], Speed: 229.778 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 389], Speed: 242.237 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 399], Speed: 256.600 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 409], Speed: 218.400 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 419], Speed: 226.358 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 429], Speed: 248.565 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.945 [Epoch 93][Batch 439], Speed: 254.412 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 449], Speed: 232.503 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 459], Speed: 250.567 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 469], Speed: 235.842 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 479], Speed: 244.700 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 489], Speed: 242.082 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 499], Speed: 241.636 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 509], Speed: 227.012 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 519], Speed: 257.266 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 529], Speed: 240.803 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 539], Speed: 245.926 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 549], Speed: 246.621 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 559], Speed: 251.589 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 569], Speed: 226.871 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 579], Speed: 233.882 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 589], Speed: 225.774 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 599], Speed: 241.951 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 609], Speed: 246.904 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 619], Speed: 242.145 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 629], Speed: 236.858 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.944 [Epoch 93][Batch 639], Speed: 217.832 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 649], Speed: 241.765 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 659], Speed: 223.060 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 669], Speed: 226.366 samples/sec, LR=5e-05, WHL1=0.270, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 679], Speed: 271.856 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 689], Speed: 222.123 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 699], Speed: 229.737 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 709], Speed: 231.409 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 719], Speed: 243.015 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 729], Speed: 228.595 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 739], Speed: 256.067 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 749], Speed: 217.910 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 759], Speed: 211.460 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 769], Speed: 236.042 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 779], Speed: 237.802 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 789], Speed: 233.708 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 799], Speed: 235.946 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 809], Speed: 249.402 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 819], Speed: 237.707 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.943 [Epoch 93][Batch 829], Speed: 251.453 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 839], Speed: 251.899 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 849], Speed: 279.152 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 859], Speed: 259.336 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 869], Speed: 273.116 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 879], Speed: 236.676 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 889], Speed: 277.148 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 899], Speed: 238.575 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93][Batch 909], Speed: 248.665 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 93] Training cost: 498.836, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 94][Batch 9], Speed: 109.159 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 94][Batch 19], Speed: 249.648 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 29], Speed: 234.787 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.942 [Epoch 94][Batch 39], Speed: 225.887 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 49], Speed: 224.183 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 59], Speed: 275.501 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 69], Speed: 252.299 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 79], Speed: 265.868 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 89], Speed: 239.703 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 99], Speed: 229.907 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.228, HeatmapFocal=1.942 [Epoch 94][Batch 109], Speed: 227.032 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 119], Speed: 249.085 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.941 [Epoch 94][Batch 129], Speed: 273.744 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.941 [Epoch 94][Batch 139], Speed: 271.915 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 149], Speed: 230.845 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 159], Speed: 218.577 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 169], Speed: 248.803 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 179], Speed: 234.594 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 189], Speed: 242.199 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 199], Speed: 224.272 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 209], Speed: 234.226 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 219], Speed: 231.059 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 229], Speed: 239.721 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 239], Speed: 233.625 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 249], Speed: 244.483 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 259], Speed: 239.412 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 269], Speed: 237.637 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 279], Speed: 222.860 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 289], Speed: 231.699 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 299], Speed: 258.110 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.941 [Epoch 94][Batch 309], Speed: 254.170 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 319], Speed: 233.655 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 329], Speed: 238.422 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 339], Speed: 233.497 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 349], Speed: 253.084 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 359], Speed: 243.356 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 369], Speed: 270.550 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 379], Speed: 222.278 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 389], Speed: 211.921 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 399], Speed: 225.092 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 409], Speed: 226.801 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 419], Speed: 248.855 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 429], Speed: 272.015 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 439], Speed: 231.449 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 449], Speed: 235.890 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 459], Speed: 218.921 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 469], Speed: 247.765 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 479], Speed: 249.334 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 489], Speed: 257.730 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 499], Speed: 277.601 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.940 [Epoch 94][Batch 509], Speed: 241.076 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 519], Speed: 245.176 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 529], Speed: 250.022 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 539], Speed: 250.077 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 549], Speed: 247.119 samples/sec, LR=5e-05, WHL1=0.269, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 559], Speed: 250.014 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 569], Speed: 225.258 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 579], Speed: 234.188 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 589], Speed: 246.572 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 599], Speed: 245.479 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 609], Speed: 222.465 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 619], Speed: 234.294 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 629], Speed: 223.067 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 639], Speed: 227.230 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 649], Speed: 249.167 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 659], Speed: 245.105 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 669], Speed: 276.014 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 679], Speed: 265.958 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 689], Speed: 231.793 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 699], Speed: 215.809 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.939 [Epoch 94][Batch 709], Speed: 256.124 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 719], Speed: 241.214 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 729], Speed: 247.767 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 739], Speed: 240.431 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 749], Speed: 231.851 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 759], Speed: 233.288 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 769], Speed: 241.681 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 779], Speed: 250.919 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 789], Speed: 249.504 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 799], Speed: 266.055 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 809], Speed: 259.488 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 819], Speed: 256.919 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 829], Speed: 280.785 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 839], Speed: 254.882 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 849], Speed: 256.059 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 859], Speed: 290.348 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 869], Speed: 235.780 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 879], Speed: 255.806 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 889], Speed: 253.426 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 899], Speed: 238.140 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.938 [Epoch 94][Batch 909], Speed: 285.235 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 94] Training cost: 495.594, WHL1=0.267, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 9], Speed: 115.039 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 19], Speed: 168.725 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 29], Speed: 242.177 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 39], Speed: 257.715 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 49], Speed: 232.712 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 59], Speed: 271.726 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 69], Speed: 280.006 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 79], Speed: 281.661 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 89], Speed: 230.708 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 99], Speed: 222.429 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 109], Speed: 233.405 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 119], Speed: 237.634 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 129], Speed: 279.232 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 139], Speed: 267.383 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 149], Speed: 226.065 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 159], Speed: 273.341 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.228, HeatmapFocal=1.937 [Epoch 95][Batch 169], Speed: 244.030 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 179], Speed: 229.246 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.937 [Epoch 95][Batch 189], Speed: 238.611 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 199], Speed: 268.260 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 209], Speed: 231.480 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 219], Speed: 276.036 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 229], Speed: 233.487 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 239], Speed: 237.379 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 249], Speed: 255.433 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 259], Speed: 253.788 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 269], Speed: 226.001 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 279], Speed: 264.745 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 289], Speed: 231.299 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 299], Speed: 242.782 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 309], Speed: 242.645 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 319], Speed: 223.022 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 329], Speed: 239.141 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 339], Speed: 242.971 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 349], Speed: 242.183 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 359], Speed: 231.347 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 369], Speed: 271.476 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.936 [Epoch 95][Batch 379], Speed: 287.482 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 389], Speed: 236.647 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 399], Speed: 256.718 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 409], Speed: 234.480 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 419], Speed: 226.098 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 429], Speed: 246.124 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 439], Speed: 272.580 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 449], Speed: 222.828 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 459], Speed: 263.474 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 469], Speed: 240.332 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 479], Speed: 244.037 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 489], Speed: 257.894 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 499], Speed: 273.934 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 509], Speed: 236.711 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 519], Speed: 251.937 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 529], Speed: 233.651 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 539], Speed: 260.509 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 549], Speed: 257.341 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 559], Speed: 271.562 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 569], Speed: 235.561 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.935 [Epoch 95][Batch 579], Speed: 267.436 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 589], Speed: 229.269 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 599], Speed: 221.766 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 609], Speed: 266.980 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 619], Speed: 273.318 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 629], Speed: 240.202 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 639], Speed: 259.196 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 649], Speed: 229.063 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 659], Speed: 236.546 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 669], Speed: 240.571 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 679], Speed: 275.503 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 689], Speed: 243.764 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 699], Speed: 265.774 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 709], Speed: 222.994 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 719], Speed: 237.679 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 729], Speed: 237.009 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 739], Speed: 255.137 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 749], Speed: 242.206 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 759], Speed: 251.252 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 769], Speed: 221.875 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.934 [Epoch 95][Batch 779], Speed: 235.797 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 789], Speed: 234.345 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 799], Speed: 275.163 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 809], Speed: 246.307 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 819], Speed: 277.749 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 829], Speed: 256.437 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 839], Speed: 271.766 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 849], Speed: 258.991 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 859], Speed: 262.976 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 869], Speed: 245.153 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 879], Speed: 240.559 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 889], Speed: 262.283 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 899], Speed: 246.320 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95][Batch 909], Speed: 273.848 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 95] Training cost: 493.959, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 96][Batch 9], Speed: 118.770 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.933 [Epoch 96][Batch 19], Speed: 216.463 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.933 [Epoch 96][Batch 29], Speed: 236.994 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.933 [Epoch 96][Batch 39], Speed: 217.098 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.933 [Epoch 96][Batch 49], Speed: 242.006 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.933 [Epoch 96][Batch 59], Speed: 271.547 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 69], Speed: 281.441 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 79], Speed: 261.554 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 89], Speed: 232.080 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 99], Speed: 234.539 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 109], Speed: 227.501 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 119], Speed: 226.013 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 129], Speed: 253.049 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 139], Speed: 233.373 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 149], Speed: 235.276 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 159], Speed: 229.892 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 169], Speed: 260.324 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 179], Speed: 249.771 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 189], Speed: 230.580 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 199], Speed: 245.336 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 209], Speed: 237.899 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 219], Speed: 233.589 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 229], Speed: 236.656 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 239], Speed: 245.855 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 249], Speed: 241.796 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 259], Speed: 231.405 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.932 [Epoch 96][Batch 269], Speed: 226.372 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 279], Speed: 220.190 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 289], Speed: 246.712 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 299], Speed: 269.649 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 309], Speed: 228.018 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 319], Speed: 265.828 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 329], Speed: 243.894 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 339], Speed: 236.413 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 349], Speed: 249.208 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 359], Speed: 220.762 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 369], Speed: 218.292 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 379], Speed: 221.954 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 389], Speed: 232.297 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 399], Speed: 228.095 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 409], Speed: 246.010 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 419], Speed: 236.604 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 429], Speed: 228.756 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 439], Speed: 225.244 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 449], Speed: 258.285 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 459], Speed: 221.777 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.931 [Epoch 96][Batch 469], Speed: 255.694 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 479], Speed: 226.327 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 489], Speed: 234.947 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 499], Speed: 260.026 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 509], Speed: 254.931 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 519], Speed: 224.959 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 529], Speed: 248.584 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 539], Speed: 229.186 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 549], Speed: 243.814 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 559], Speed: 254.654 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 569], Speed: 262.251 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 579], Speed: 223.401 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 589], Speed: 241.221 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 599], Speed: 251.581 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 609], Speed: 240.333 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 619], Speed: 233.527 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 629], Speed: 243.198 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 639], Speed: 225.435 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 649], Speed: 254.146 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 659], Speed: 232.584 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.930 [Epoch 96][Batch 669], Speed: 235.974 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 679], Speed: 240.556 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 689], Speed: 233.971 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 699], Speed: 211.420 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 709], Speed: 248.399 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 719], Speed: 239.464 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 729], Speed: 220.098 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 739], Speed: 245.251 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 749], Speed: 231.023 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 759], Speed: 207.399 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 769], Speed: 246.505 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 779], Speed: 230.626 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 789], Speed: 221.963 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 799], Speed: 239.176 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 809], Speed: 243.776 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 819], Speed: 246.160 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 829], Speed: 259.211 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 839], Speed: 249.969 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 849], Speed: 245.791 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 859], Speed: 263.698 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.929 [Epoch 96][Batch 869], Speed: 234.153 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 96][Batch 879], Speed: 261.059 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 96][Batch 889], Speed: 256.993 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 96][Batch 899], Speed: 250.321 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 96][Batch 909], Speed: 255.654 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 96] Training cost: 501.923, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 9], Speed: 113.672 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 19], Speed: 142.538 samples/sec, LR=5e-05, WHL1=0.268, CenterRegL1=0.228, HeatmapFocal=1.928 [Epoch 97][Batch 29], Speed: 262.983 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.928 [Epoch 97][Batch 39], Speed: 232.122 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.228, HeatmapFocal=1.928 [Epoch 97][Batch 49], Speed: 240.175 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.928 [Epoch 97][Batch 59], Speed: 244.471 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 69], Speed: 255.152 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 79], Speed: 263.375 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 89], Speed: 254.471 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 99], Speed: 219.694 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 109], Speed: 242.604 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 119], Speed: 237.280 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 129], Speed: 255.960 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 139], Speed: 271.054 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.928 [Epoch 97][Batch 149], Speed: 250.479 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 159], Speed: 220.237 samples/sec, LR=5e-05, WHL1=0.266, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 169], Speed: 229.094 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 179], Speed: 249.479 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 189], Speed: 262.954 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 199], Speed: 269.304 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 209], Speed: 238.416 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 219], Speed: 242.675 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 229], Speed: 264.730 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 239], Speed: 236.116 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 249], Speed: 246.557 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 259], Speed: 266.948 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 269], Speed: 234.228 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 279], Speed: 236.694 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 289], Speed: 251.870 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 299], Speed: 253.512 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 309], Speed: 249.800 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 319], Speed: 250.921 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 329], Speed: 233.594 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 339], Speed: 246.988 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.927 [Epoch 97][Batch 349], Speed: 250.870 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 359], Speed: 229.851 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 369], Speed: 264.470 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 379], Speed: 263.865 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 389], Speed: 227.350 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 399], Speed: 234.031 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 409], Speed: 258.235 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 419], Speed: 246.816 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 429], Speed: 248.510 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 439], Speed: 250.004 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 449], Speed: 241.944 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 459], Speed: 257.701 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 469], Speed: 256.663 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 479], Speed: 239.309 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 489], Speed: 238.441 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 499], Speed: 235.965 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 509], Speed: 240.810 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 519], Speed: 239.884 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 529], Speed: 264.133 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 539], Speed: 237.635 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.926 [Epoch 97][Batch 549], Speed: 247.216 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 559], Speed: 247.742 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 569], Speed: 219.923 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 579], Speed: 250.900 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 589], Speed: 251.484 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 599], Speed: 249.059 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 609], Speed: 225.745 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 619], Speed: 250.939 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 629], Speed: 240.253 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 639], Speed: 239.575 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 649], Speed: 239.685 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 659], Speed: 244.076 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 669], Speed: 241.240 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 679], Speed: 239.700 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 689], Speed: 227.211 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 699], Speed: 237.968 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 709], Speed: 264.895 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 719], Speed: 241.791 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 729], Speed: 241.021 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 739], Speed: 254.227 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 749], Speed: 242.390 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.925 [Epoch 97][Batch 759], Speed: 242.547 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 769], Speed: 226.852 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 779], Speed: 216.467 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 789], Speed: 256.059 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 799], Speed: 274.057 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 809], Speed: 257.670 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 819], Speed: 252.336 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 829], Speed: 249.915 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 839], Speed: 271.901 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 849], Speed: 260.526 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 859], Speed: 244.721 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 869], Speed: 246.871 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 879], Speed: 246.944 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 889], Speed: 256.039 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 899], Speed: 273.243 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97][Batch 909], Speed: 258.127 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 97] Training cost: 495.895, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 98][Batch 9], Speed: 105.592 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 98][Batch 19], Speed: 167.171 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.924 [Epoch 98][Batch 29], Speed: 232.573 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.924 [Epoch 98][Batch 39], Speed: 232.795 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.923 [Epoch 98][Batch 49], Speed: 247.604 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.923 [Epoch 98][Batch 59], Speed: 259.029 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.923 [Epoch 98][Batch 69], Speed: 278.169 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 79], Speed: 239.702 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 89], Speed: 217.588 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 99], Speed: 240.391 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 109], Speed: 233.152 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 119], Speed: 236.336 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 129], Speed: 281.467 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 139], Speed: 252.238 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 149], Speed: 230.955 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 159], Speed: 263.300 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 169], Speed: 213.823 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 179], Speed: 251.432 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 189], Speed: 238.045 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 199], Speed: 269.964 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 209], Speed: 241.839 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 219], Speed: 275.757 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 229], Speed: 266.423 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.923 [Epoch 98][Batch 239], Speed: 229.720 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 249], Speed: 256.967 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 259], Speed: 261.562 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 269], Speed: 226.382 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 279], Speed: 245.557 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 289], Speed: 264.588 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 299], Speed: 248.876 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 309], Speed: 257.354 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 319], Speed: 276.261 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 329], Speed: 240.052 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 339], Speed: 259.252 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 349], Speed: 254.306 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 359], Speed: 247.869 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 369], Speed: 224.667 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 379], Speed: 254.196 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 389], Speed: 216.815 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 399], Speed: 260.586 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 409], Speed: 252.845 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 419], Speed: 231.938 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 429], Speed: 247.915 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 439], Speed: 247.874 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.922 [Epoch 98][Batch 449], Speed: 235.087 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 459], Speed: 273.073 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 469], Speed: 256.304 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 479], Speed: 239.066 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 489], Speed: 221.800 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 499], Speed: 243.748 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 509], Speed: 231.186 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 519], Speed: 260.285 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 529], Speed: 250.000 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 539], Speed: 237.901 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 549], Speed: 230.345 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 559], Speed: 252.355 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 569], Speed: 221.047 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 579], Speed: 248.087 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 589], Speed: 221.537 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 599], Speed: 231.276 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 609], Speed: 243.815 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 619], Speed: 231.408 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 629], Speed: 233.020 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 639], Speed: 252.588 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.921 [Epoch 98][Batch 649], Speed: 236.530 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 659], Speed: 248.909 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 669], Speed: 250.418 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 679], Speed: 247.436 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 689], Speed: 235.369 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 699], Speed: 264.632 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 709], Speed: 261.215 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 719], Speed: 246.831 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 729], Speed: 244.560 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 739], Speed: 252.550 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 749], Speed: 228.479 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 759], Speed: 257.916 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 769], Speed: 255.674 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 779], Speed: 224.339 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 789], Speed: 244.368 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 799], Speed: 263.631 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 809], Speed: 237.211 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 819], Speed: 254.465 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 829], Speed: 260.661 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 839], Speed: 246.968 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 849], Speed: 258.229 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.920 [Epoch 98][Batch 859], Speed: 262.441 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98][Batch 869], Speed: 238.856 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98][Batch 879], Speed: 248.641 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98][Batch 889], Speed: 248.066 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98][Batch 899], Speed: 269.176 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98][Batch 909], Speed: 274.934 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 98] Training cost: 498.170, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 9], Speed: 133.106 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 19], Speed: 125.529 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.227, HeatmapFocal=1.919 [Epoch 99][Batch 29], Speed: 241.151 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 39], Speed: 234.612 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 49], Speed: 241.344 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 59], Speed: 242.670 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 69], Speed: 275.139 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 79], Speed: 275.482 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 89], Speed: 254.562 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 99], Speed: 237.625 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 109], Speed: 245.563 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 119], Speed: 250.739 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 129], Speed: 287.537 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.919 [Epoch 99][Batch 139], Speed: 294.608 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.919 [Epoch 99][Batch 149], Speed: 223.358 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 159], Speed: 217.159 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 169], Speed: 262.325 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 179], Speed: 252.364 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 189], Speed: 245.856 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 199], Speed: 267.597 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 209], Speed: 237.712 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 219], Speed: 248.365 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 229], Speed: 227.944 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 239], Speed: 238.619 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 249], Speed: 248.348 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 259], Speed: 257.729 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 269], Speed: 234.181 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 279], Speed: 233.103 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 289], Speed: 253.095 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 299], Speed: 253.040 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 309], Speed: 246.412 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 319], Speed: 268.190 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.918 [Epoch 99][Batch 329], Speed: 219.047 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 339], Speed: 247.742 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.918 [Epoch 99][Batch 349], Speed: 262.967 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 359], Speed: 237.867 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 369], Speed: 258.583 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 379], Speed: 269.305 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 389], Speed: 233.954 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 399], Speed: 226.911 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 409], Speed: 247.234 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 419], Speed: 254.623 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.917 [Epoch 99][Batch 429], Speed: 245.073 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 439], Speed: 267.720 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 449], Speed: 229.607 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 459], Speed: 227.060 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 469], Speed: 259.910 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 479], Speed: 246.186 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 489], Speed: 241.288 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 499], Speed: 248.738 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 509], Speed: 231.205 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 519], Speed: 228.400 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 529], Speed: 264.467 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 539], Speed: 246.082 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 549], Speed: 276.898 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.917 [Epoch 99][Batch 559], Speed: 273.831 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 569], Speed: 245.613 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 579], Speed: 230.665 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 589], Speed: 254.579 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 599], Speed: 234.045 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 609], Speed: 231.000 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 619], Speed: 261.059 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 629], Speed: 231.856 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 639], Speed: 236.806 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 649], Speed: 256.570 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 659], Speed: 244.391 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 669], Speed: 240.203 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 679], Speed: 275.756 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 689], Speed: 231.642 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 699], Speed: 219.838 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 709], Speed: 262.417 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 719], Speed: 243.427 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 729], Speed: 238.480 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 739], Speed: 277.060 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 749], Speed: 222.413 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 759], Speed: 241.998 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.916 [Epoch 99][Batch 769], Speed: 253.941 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 779], Speed: 268.356 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 789], Speed: 250.924 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 799], Speed: 252.706 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 809], Speed: 249.492 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 819], Speed: 240.240 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 829], Speed: 248.943 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 839], Speed: 251.797 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 849], Speed: 248.887 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 859], Speed: 255.173 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 869], Speed: 260.298 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 879], Speed: 263.532 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 889], Speed: 224.158 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 899], Speed: 252.268 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99][Batch 909], Speed: 256.310 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 99] Training cost: 526.482, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 100][Batch 9], Speed: 119.101 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.915 [Epoch 100][Batch 19], Speed: 163.467 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.915 [Epoch 100][Batch 29], Speed: 235.029 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.915 [Epoch 100][Batch 39], Speed: 230.231 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.915 [Epoch 100][Batch 49], Speed: 253.965 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.915 [Epoch 100][Batch 59], Speed: 273.763 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.914 [Epoch 100][Batch 69], Speed: 249.999 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 79], Speed: 267.528 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 89], Speed: 256.977 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 99], Speed: 230.999 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 109], Speed: 225.756 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 119], Speed: 250.518 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 129], Speed: 277.099 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 139], Speed: 274.223 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 149], Speed: 243.994 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 159], Speed: 251.793 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 169], Speed: 254.240 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 179], Speed: 254.932 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 189], Speed: 227.668 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 199], Speed: 268.473 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 209], Speed: 248.672 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 219], Speed: 249.226 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 229], Speed: 234.916 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 239], Speed: 249.025 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 249], Speed: 234.879 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.914 [Epoch 100][Batch 259], Speed: 229.189 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 269], Speed: 234.590 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 279], Speed: 236.221 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 289], Speed: 249.688 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 299], Speed: 253.479 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 309], Speed: 271.286 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 319], Speed: 253.549 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 329], Speed: 244.159 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 339], Speed: 272.339 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 349], Speed: 252.446 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 359], Speed: 243.445 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 369], Speed: 269.551 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 379], Speed: 243.785 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 389], Speed: 239.281 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 399], Speed: 237.124 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 409], Speed: 274.826 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 419], Speed: 243.944 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 429], Speed: 248.893 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 439], Speed: 268.901 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 449], Speed: 237.237 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 459], Speed: 245.911 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 469], Speed: 257.266 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.913 [Epoch 100][Batch 479], Speed: 253.947 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 489], Speed: 245.798 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 499], Speed: 249.990 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 509], Speed: 228.047 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 519], Speed: 254.075 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 529], Speed: 237.869 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 539], Speed: 248.783 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 549], Speed: 265.412 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 559], Speed: 277.020 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 569], Speed: 231.903 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 579], Speed: 247.929 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 589], Speed: 252.517 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 599], Speed: 246.632 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 609], Speed: 219.208 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 619], Speed: 273.919 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 629], Speed: 247.210 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 639], Speed: 261.092 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 649], Speed: 252.740 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 659], Speed: 258.572 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.912 [Epoch 100][Batch 669], Speed: 238.714 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.912 [Epoch 100][Batch 679], Speed: 272.219 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 689], Speed: 220.615 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 699], Speed: 257.444 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 709], Speed: 259.763 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 719], Speed: 245.017 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 729], Speed: 234.311 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 739], Speed: 257.605 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 749], Speed: 234.327 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 759], Speed: 249.014 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 769], Speed: 253.401 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 779], Speed: 234.649 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 789], Speed: 219.551 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 799], Speed: 277.698 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 809], Speed: 233.082 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 819], Speed: 243.215 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 829], Speed: 281.547 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 839], Speed: 251.273 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 849], Speed: 273.401 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 859], Speed: 261.738 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 869], Speed: 255.560 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 879], Speed: 264.506 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.911 [Epoch 100][Batch 889], Speed: 258.978 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.911 [Epoch 100][Batch 899], Speed: 262.606 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 100][Batch 909], Speed: 287.156 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 100] Training cost: 496.734, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 100] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.418 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.076 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.424 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.243 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.615 person=37.4 bicycle=17.0 car=21.7 motorcycle=30.0 airplane=47.9 bus=49.0 train=51.1 truck=20.3 boat=12.0 traffic light=11.3 fire hydrant=49.3 stop sign=49.6 parking meter=29.9 bench=12.3 bird=19.0 cat=51.9 dog=46.1 horse=38.9 sheep=34.0 cow=33.4 elephant=52.3 bear=61.2 zebra=54.1 giraffe=56.5 backpack=5.1 umbrella=22.9 handbag=3.9 tie=16.2 suitcase=20.1 frisbee=39.6 skis=11.4 snowboard=14.5 sports ball=18.5 kite=21.4 baseball bat=12.3 baseball glove=16.6 skateboard=33.3 surfboard=18.1 tennis racket=26.7 bottle=18.7 wine glass=17.6 cup=21.7 fork=10.7 knife=3.5 spoon=2.9 bowl=24.4 banana=13.4 apple=10.3 sandwich=24.2 orange=21.2 broccoli=13.9 carrot=11.3 hot dog=20.9 pizza=35.2 donut=29.7 cake=21.1 chair=14.8 couch=33.8 potted plant=13.4 bed=31.6 dining table=18.5 toilet=49.4 tv=41.3 laptop=42.6 mouse=36.0 remote=7.5 keyboard=32.6 cell phone=17.5 microwave=36.4 oven=21.8 toaster=4.3 sink=20.9 refrigerator=38.1 book=2.3 clock=33.7 vase=22.8 scissors=9.6 teddy bear=34.3 hair drier=0.2 toothbrush=6.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =25.5 [Epoch 101][Batch 9], Speed: 126.586 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 19], Speed: 174.628 samples/sec, LR=5e-05, WHL1=0.267, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 29], Speed: 243.796 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 39], Speed: 239.085 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 49], Speed: 229.238 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 59], Speed: 256.992 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.910 [Epoch 101][Batch 69], Speed: 267.261 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 79], Speed: 252.277 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 89], Speed: 241.460 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.910 [Epoch 101][Batch 99], Speed: 233.962 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.910 [Epoch 101][Batch 109], Speed: 215.153 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 119], Speed: 244.379 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 129], Speed: 263.371 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 139], Speed: 258.262 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.910 [Epoch 101][Batch 149], Speed: 237.543 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 159], Speed: 229.097 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.910 [Epoch 101][Batch 169], Speed: 233.281 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 179], Speed: 242.325 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 189], Speed: 278.677 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.910 [Epoch 101][Batch 199], Speed: 225.756 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 209], Speed: 243.005 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 219], Speed: 232.481 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 229], Speed: 235.918 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 239], Speed: 239.049 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 249], Speed: 235.051 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 259], Speed: 224.892 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 269], Speed: 231.979 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 279], Speed: 226.324 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 289], Speed: 226.490 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 299], Speed: 269.119 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 309], Speed: 251.267 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 319], Speed: 238.260 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 329], Speed: 237.947 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 339], Speed: 240.017 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 349], Speed: 231.034 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 359], Speed: 265.061 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 369], Speed: 249.852 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 379], Speed: 277.684 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 389], Speed: 213.956 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 399], Speed: 222.542 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.909 [Epoch 101][Batch 409], Speed: 223.174 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 419], Speed: 266.733 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 429], Speed: 255.710 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 439], Speed: 242.953 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 449], Speed: 233.853 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 459], Speed: 238.242 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 469], Speed: 228.625 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 479], Speed: 249.823 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 489], Speed: 258.583 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 499], Speed: 253.829 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 509], Speed: 247.136 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 519], Speed: 233.026 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 529], Speed: 231.173 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 539], Speed: 248.368 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 549], Speed: 252.772 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 559], Speed: 243.185 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 569], Speed: 236.737 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 579], Speed: 230.719 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 589], Speed: 231.284 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 599], Speed: 267.559 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 609], Speed: 238.858 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.908 [Epoch 101][Batch 619], Speed: 253.394 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 629], Speed: 227.747 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 639], Speed: 237.488 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 649], Speed: 237.468 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 659], Speed: 254.460 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 669], Speed: 246.545 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 679], Speed: 243.907 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 689], Speed: 239.237 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 699], Speed: 224.281 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 709], Speed: 231.334 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 719], Speed: 252.277 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 729], Speed: 257.370 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 739], Speed: 278.275 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 749], Speed: 226.381 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 759], Speed: 245.045 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 769], Speed: 230.975 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 779], Speed: 246.548 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 789], Speed: 251.158 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 799], Speed: 279.201 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 809], Speed: 256.154 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 819], Speed: 245.329 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.907 [Epoch 101][Batch 829], Speed: 235.759 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 839], Speed: 255.600 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 849], Speed: 274.627 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 859], Speed: 268.216 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 869], Speed: 241.966 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 879], Speed: 264.258 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 889], Speed: 240.166 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 899], Speed: 273.396 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101][Batch 909], Speed: 271.327 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 101] Training cost: 497.313, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 9], Speed: 124.292 samples/sec, LR=5e-05, WHL1=0.274, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 19], Speed: 223.578 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 29], Speed: 242.675 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 39], Speed: 257.929 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 49], Speed: 240.901 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 59], Speed: 242.643 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 69], Speed: 256.972 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 79], Speed: 253.027 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 89], Speed: 244.101 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 99], Speed: 244.274 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.906 [Epoch 102][Batch 109], Speed: 244.680 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.906 [Epoch 102][Batch 119], Speed: 214.067 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.906 [Epoch 102][Batch 129], Speed: 272.763 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 139], Speed: 231.352 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 149], Speed: 230.400 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 159], Speed: 219.188 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 169], Speed: 233.498 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 179], Speed: 234.185 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 189], Speed: 259.761 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 199], Speed: 242.213 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 209], Speed: 253.245 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 219], Speed: 227.731 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.905 [Epoch 102][Batch 229], Speed: 260.659 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 239], Speed: 247.926 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 249], Speed: 255.616 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 259], Speed: 252.545 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 269], Speed: 244.034 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 279], Speed: 217.866 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 289], Speed: 260.366 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 299], Speed: 265.301 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 309], Speed: 244.940 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 319], Speed: 258.395 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 329], Speed: 246.934 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.905 [Epoch 102][Batch 339], Speed: 230.264 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 349], Speed: 266.641 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 359], Speed: 245.127 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 369], Speed: 251.339 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 379], Speed: 271.292 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 389], Speed: 239.121 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 399], Speed: 223.860 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 409], Speed: 241.461 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 419], Speed: 252.885 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.904 [Epoch 102][Batch 429], Speed: 240.526 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 439], Speed: 253.939 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 449], Speed: 208.225 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 459], Speed: 243.485 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 469], Speed: 266.282 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 479], Speed: 271.516 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 489], Speed: 248.904 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 499], Speed: 281.570 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 509], Speed: 234.176 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 519], Speed: 220.097 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 529], Speed: 238.606 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 539], Speed: 238.098 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 549], Speed: 246.223 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.904 [Epoch 102][Batch 559], Speed: 256.109 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 569], Speed: 236.028 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 579], Speed: 226.163 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 589], Speed: 260.418 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 599], Speed: 238.885 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 609], Speed: 249.552 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 619], Speed: 233.043 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 629], Speed: 243.218 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 639], Speed: 216.576 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 649], Speed: 242.135 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 659], Speed: 255.601 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 669], Speed: 260.410 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 679], Speed: 256.440 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 689], Speed: 231.418 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 699], Speed: 218.567 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 709], Speed: 262.956 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 719], Speed: 242.454 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 729], Speed: 244.397 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 739], Speed: 258.572 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 749], Speed: 240.655 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 759], Speed: 227.565 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 769], Speed: 240.106 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.903 [Epoch 102][Batch 779], Speed: 258.467 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 789], Speed: 253.351 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 799], Speed: 259.081 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 809], Speed: 256.845 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 819], Speed: 250.087 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 829], Speed: 267.162 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 839], Speed: 244.886 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 849], Speed: 253.792 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 859], Speed: 257.686 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 869], Speed: 237.146 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 879], Speed: 234.220 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 889], Speed: 254.231 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 899], Speed: 249.416 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102][Batch 909], Speed: 265.934 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 102] Training cost: 497.302, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 103][Batch 9], Speed: 118.586 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 103][Batch 19], Speed: 220.486 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.902 [Epoch 103][Batch 29], Speed: 225.921 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.229, HeatmapFocal=1.902 [Epoch 103][Batch 39], Speed: 215.495 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.902 [Epoch 103][Batch 49], Speed: 228.321 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.902 [Epoch 103][Batch 59], Speed: 270.066 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.902 [Epoch 103][Batch 69], Speed: 245.635 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.902 [Epoch 103][Batch 79], Speed: 240.389 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 89], Speed: 250.949 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 99], Speed: 217.224 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 109], Speed: 222.153 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 119], Speed: 240.546 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 129], Speed: 270.331 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 139], Speed: 223.270 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 149], Speed: 225.299 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 159], Speed: 227.443 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 169], Speed: 222.408 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 179], Speed: 261.061 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 189], Speed: 241.213 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.901 [Epoch 103][Batch 199], Speed: 228.995 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 209], Speed: 227.107 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 219], Speed: 245.573 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 229], Speed: 233.430 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 239], Speed: 248.760 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 249], Speed: 243.477 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 259], Speed: 234.302 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 269], Speed: 239.726 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 279], Speed: 247.929 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.901 [Epoch 103][Batch 289], Speed: 218.046 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 299], Speed: 222.607 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 309], Speed: 228.430 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 319], Speed: 234.763 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 329], Speed: 231.123 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 339], Speed: 242.012 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 349], Speed: 222.870 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 359], Speed: 218.667 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 369], Speed: 229.161 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 379], Speed: 235.542 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 389], Speed: 234.988 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 399], Speed: 221.768 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 409], Speed: 226.753 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 419], Speed: 239.265 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 429], Speed: 248.381 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 439], Speed: 229.444 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 449], Speed: 237.456 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 459], Speed: 246.954 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 469], Speed: 210.000 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 479], Speed: 227.592 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 489], Speed: 250.301 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 499], Speed: 234.764 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.900 [Epoch 103][Batch 509], Speed: 230.780 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 519], Speed: 217.069 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 529], Speed: 229.490 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 539], Speed: 227.674 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 549], Speed: 240.578 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 559], Speed: 229.147 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 569], Speed: 243.988 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 579], Speed: 218.636 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 589], Speed: 221.157 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 599], Speed: 223.756 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 609], Speed: 229.263 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 619], Speed: 237.416 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 629], Speed: 241.693 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 639], Speed: 227.313 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 649], Speed: 223.624 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.899 [Epoch 103][Batch 659], Speed: 238.998 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 669], Speed: 257.950 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 679], Speed: 233.739 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 689], Speed: 233.672 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 699], Speed: 253.633 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 709], Speed: 233.141 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.899 [Epoch 103][Batch 719], Speed: 238.321 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 729], Speed: 251.159 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 739], Speed: 230.038 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 749], Speed: 221.955 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 759], Speed: 220.854 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 769], Speed: 221.923 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 779], Speed: 243.091 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 789], Speed: 242.878 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 799], Speed: 242.645 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 809], Speed: 248.922 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 819], Speed: 250.138 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 829], Speed: 249.827 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 839], Speed: 253.716 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 849], Speed: 262.192 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 859], Speed: 252.792 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 869], Speed: 236.644 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 879], Speed: 266.474 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 889], Speed: 265.216 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 899], Speed: 289.524 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103][Batch 909], Speed: 276.316 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 103] Training cost: 511.668, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 104][Batch 9], Speed: 133.003 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.898 [Epoch 104][Batch 19], Speed: 210.181 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.898 [Epoch 104][Batch 29], Speed: 239.105 samples/sec, LR=5e-05, WHL1=0.263, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 39], Speed: 226.228 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 49], Speed: 264.769 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 59], Speed: 252.811 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 69], Speed: 253.658 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 79], Speed: 231.131 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 89], Speed: 253.977 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 99], Speed: 220.947 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 109], Speed: 234.437 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.897 [Epoch 104][Batch 119], Speed: 228.588 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 129], Speed: 263.230 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 139], Speed: 260.642 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 149], Speed: 239.889 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 159], Speed: 219.145 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 169], Speed: 231.879 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 179], Speed: 254.497 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 189], Speed: 247.620 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 199], Speed: 227.959 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 209], Speed: 230.441 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 219], Speed: 225.951 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 229], Speed: 238.978 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 239], Speed: 265.370 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.897 [Epoch 104][Batch 249], Speed: 254.907 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 259], Speed: 224.540 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 269], Speed: 244.751 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 279], Speed: 245.458 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 289], Speed: 222.839 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 299], Speed: 252.423 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 309], Speed: 259.107 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 319], Speed: 217.543 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 329], Speed: 237.605 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 339], Speed: 233.314 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 349], Speed: 210.804 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 359], Speed: 243.245 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 369], Speed: 254.901 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 379], Speed: 215.868 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 389], Speed: 237.170 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 399], Speed: 211.249 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 409], Speed: 246.204 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 419], Speed: 265.852 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 429], Speed: 249.185 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 439], Speed: 225.494 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 449], Speed: 243.246 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 459], Speed: 224.909 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.896 [Epoch 104][Batch 469], Speed: 237.482 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 479], Speed: 257.534 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 489], Speed: 239.384 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 499], Speed: 225.111 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 509], Speed: 253.809 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 519], Speed: 217.990 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 529], Speed: 228.539 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 539], Speed: 272.019 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 549], Speed: 238.790 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 559], Speed: 221.044 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 569], Speed: 232.735 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 579], Speed: 217.726 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 589], Speed: 234.826 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 599], Speed: 243.744 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 609], Speed: 235.552 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 619], Speed: 250.373 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 629], Speed: 250.279 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 639], Speed: 228.795 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 649], Speed: 217.631 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 659], Speed: 269.305 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 669], Speed: 260.618 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 679], Speed: 243.526 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.895 [Epoch 104][Batch 689], Speed: 252.253 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 699], Speed: 225.401 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 709], Speed: 229.514 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 719], Speed: 269.163 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 729], Speed: 270.360 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 739], Speed: 233.854 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 749], Speed: 229.035 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 759], Speed: 229.060 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 769], Speed: 225.499 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 779], Speed: 218.887 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 789], Speed: 232.260 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 799], Speed: 242.533 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 809], Speed: 237.777 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 819], Speed: 249.765 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 829], Speed: 249.739 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 839], Speed: 252.584 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 849], Speed: 258.411 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 859], Speed: 266.038 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 869], Speed: 238.848 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 879], Speed: 251.609 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 889], Speed: 249.041 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 899], Speed: 253.588 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.894 [Epoch 104][Batch 909], Speed: 246.197 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.893 [Epoch 104] Training cost: 511.590, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.893 [Epoch 105][Batch 9], Speed: 159.104 samples/sec, LR=5e-05, WHL1=0.245, CenterRegL1=0.226, HeatmapFocal=1.893 [Epoch 105][Batch 19], Speed: 239.287 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.893 [Epoch 105][Batch 29], Speed: 240.197 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 39], Speed: 210.485 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 49], Speed: 249.813 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 59], Speed: 262.824 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 69], Speed: 254.862 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 79], Speed: 234.720 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 89], Speed: 246.189 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 99], Speed: 236.795 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 109], Speed: 232.054 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 119], Speed: 236.408 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 129], Speed: 281.279 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 139], Speed: 260.714 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 149], Speed: 225.015 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 159], Speed: 227.183 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 169], Speed: 228.777 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 179], Speed: 248.123 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 189], Speed: 246.814 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 199], Speed: 244.783 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 209], Speed: 240.706 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.893 [Epoch 105][Batch 219], Speed: 209.681 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 229], Speed: 239.389 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 239], Speed: 251.831 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 249], Speed: 237.930 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 259], Speed: 252.444 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 269], Speed: 241.715 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 279], Speed: 213.970 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 289], Speed: 231.270 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 299], Speed: 260.797 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 309], Speed: 260.132 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 319], Speed: 232.044 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 329], Speed: 228.207 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 339], Speed: 227.623 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 349], Speed: 240.597 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 359], Speed: 271.635 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 369], Speed: 242.925 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 379], Speed: 235.852 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 389], Speed: 242.881 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 399], Speed: 208.485 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 409], Speed: 253.167 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 419], Speed: 260.087 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 429], Speed: 258.506 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.892 [Epoch 105][Batch 439], Speed: 242.646 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 449], Speed: 235.576 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 459], Speed: 213.220 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 469], Speed: 248.107 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 479], Speed: 231.203 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 489], Speed: 249.336 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 499], Speed: 247.948 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 509], Speed: 234.710 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 519], Speed: 213.243 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 529], Speed: 238.327 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 539], Speed: 233.361 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 549], Speed: 265.433 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 559], Speed: 245.419 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 569], Speed: 223.483 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 579], Speed: 222.902 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 589], Speed: 237.540 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 599], Speed: 248.722 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 609], Speed: 257.912 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 619], Speed: 243.401 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 629], Speed: 230.959 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 639], Speed: 228.020 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 649], Speed: 223.892 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.891 [Epoch 105][Batch 659], Speed: 252.354 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 669], Speed: 264.818 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 679], Speed: 254.874 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 689], Speed: 233.914 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 699], Speed: 231.571 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 709], Speed: 221.153 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 719], Speed: 260.737 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 729], Speed: 275.168 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 739], Speed: 265.762 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 749], Speed: 240.723 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 759], Speed: 214.453 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 769], Speed: 222.595 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 779], Speed: 238.822 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 789], Speed: 257.849 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 799], Speed: 278.286 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 809], Speed: 246.629 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 819], Speed: 261.353 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 829], Speed: 253.892 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 839], Speed: 262.256 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 849], Speed: 250.852 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 859], Speed: 278.152 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 869], Speed: 238.360 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 879], Speed: 263.829 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.890 [Epoch 105][Batch 889], Speed: 237.985 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 105][Batch 899], Speed: 268.700 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 105][Batch 909], Speed: 244.982 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 105] Training cost: 504.690, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 9], Speed: 120.597 samples/sec, LR=5e-05, WHL1=0.262, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 19], Speed: 166.346 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 29], Speed: 223.497 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 39], Speed: 223.373 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 49], Speed: 259.927 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 59], Speed: 259.394 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 69], Speed: 270.372 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 79], Speed: 275.557 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 89], Speed: 230.047 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 99], Speed: 226.698 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.229, HeatmapFocal=1.889 [Epoch 106][Batch 109], Speed: 244.336 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 119], Speed: 225.666 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 129], Speed: 288.136 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 139], Speed: 280.611 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 149], Speed: 232.294 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 159], Speed: 234.075 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 169], Speed: 232.152 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 179], Speed: 241.426 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.889 [Epoch 106][Batch 189], Speed: 255.311 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 199], Speed: 259.295 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 209], Speed: 240.716 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 219], Speed: 233.447 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 229], Speed: 237.354 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 239], Speed: 258.414 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 249], Speed: 250.790 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 259], Speed: 278.690 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 269], Speed: 233.331 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 279], Speed: 227.043 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 289], Speed: 241.479 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 299], Speed: 261.262 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 309], Speed: 236.038 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 319], Speed: 265.682 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 329], Speed: 240.726 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 339], Speed: 228.218 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 349], Speed: 242.077 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 359], Speed: 262.244 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 369], Speed: 249.226 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 379], Speed: 247.625 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 389], Speed: 239.280 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 399], Speed: 231.953 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 409], Speed: 242.177 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.888 [Epoch 106][Batch 419], Speed: 257.030 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 429], Speed: 249.939 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 439], Speed: 253.313 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 449], Speed: 243.781 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 459], Speed: 261.339 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 469], Speed: 241.318 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 479], Speed: 237.423 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 489], Speed: 242.669 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 499], Speed: 257.445 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 509], Speed: 228.590 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 519], Speed: 246.358 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 529], Speed: 226.542 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 539], Speed: 232.438 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 549], Speed: 263.259 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 559], Speed: 250.626 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 569], Speed: 234.045 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 579], Speed: 237.515 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 589], Speed: 237.812 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 599], Speed: 251.146 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 609], Speed: 240.463 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 619], Speed: 265.558 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 629], Speed: 239.599 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.229, HeatmapFocal=1.887 [Epoch 106][Batch 639], Speed: 245.678 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.887 [Epoch 106][Batch 649], Speed: 247.781 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 659], Speed: 236.411 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 669], Speed: 252.640 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 679], Speed: 258.851 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 689], Speed: 235.452 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 699], Speed: 252.992 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 709], Speed: 241.129 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 719], Speed: 265.989 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 729], Speed: 254.357 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 739], Speed: 273.846 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 749], Speed: 227.935 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 759], Speed: 250.685 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 769], Speed: 234.902 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 779], Speed: 235.039 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 789], Speed: 252.562 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 799], Speed: 277.030 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 809], Speed: 247.564 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 819], Speed: 235.748 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 829], Speed: 250.426 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 839], Speed: 228.605 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 849], Speed: 251.158 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 859], Speed: 258.848 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 869], Speed: 236.880 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.886 [Epoch 106][Batch 879], Speed: 264.710 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 106][Batch 889], Speed: 269.125 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 106][Batch 899], Speed: 255.037 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 106][Batch 909], Speed: 265.542 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 106] Training cost: 495.377, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 9], Speed: 132.710 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 19], Speed: 222.299 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 29], Speed: 253.694 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.229, HeatmapFocal=1.885 [Epoch 107][Batch 39], Speed: 228.422 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 49], Speed: 267.287 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 59], Speed: 250.399 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 69], Speed: 254.084 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 79], Speed: 264.420 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 89], Speed: 237.313 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 99], Speed: 217.321 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 109], Speed: 226.804 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 119], Speed: 245.967 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 129], Speed: 281.218 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 139], Speed: 229.805 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 149], Speed: 242.859 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 159], Speed: 238.012 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 169], Speed: 247.705 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 179], Speed: 247.477 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.885 [Epoch 107][Batch 189], Speed: 243.083 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 199], Speed: 248.506 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 209], Speed: 230.113 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 219], Speed: 232.358 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 229], Speed: 261.570 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 239], Speed: 237.464 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 249], Speed: 250.210 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 259], Speed: 259.438 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 269], Speed: 242.907 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 279], Speed: 253.990 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 289], Speed: 262.273 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 299], Speed: 249.184 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 309], Speed: 243.855 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 319], Speed: 260.319 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 329], Speed: 234.079 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 339], Speed: 234.352 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 349], Speed: 242.258 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 359], Speed: 242.397 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 369], Speed: 226.627 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 379], Speed: 273.872 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 389], Speed: 229.660 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 399], Speed: 233.789 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 409], Speed: 246.170 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.884 [Epoch 107][Batch 419], Speed: 245.692 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 429], Speed: 249.817 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 439], Speed: 250.900 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 449], Speed: 220.483 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 459], Speed: 247.814 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 469], Speed: 245.699 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 479], Speed: 242.548 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 489], Speed: 235.670 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 499], Speed: 272.911 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 509], Speed: 237.789 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 519], Speed: 248.508 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 529], Speed: 229.790 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 539], Speed: 237.469 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 549], Speed: 248.626 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 559], Speed: 245.559 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 569], Speed: 246.636 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 579], Speed: 235.068 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 589], Speed: 226.535 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 599], Speed: 255.328 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 609], Speed: 229.440 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 619], Speed: 234.898 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 629], Speed: 231.495 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.883 [Epoch 107][Batch 639], Speed: 239.616 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 649], Speed: 232.947 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 659], Speed: 248.774 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 669], Speed: 241.642 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 679], Speed: 274.587 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 689], Speed: 227.016 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 699], Speed: 230.774 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 709], Speed: 228.480 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 719], Speed: 259.665 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 729], Speed: 247.135 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 739], Speed: 269.233 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 749], Speed: 231.020 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 759], Speed: 222.489 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 769], Speed: 237.902 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 779], Speed: 248.759 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 789], Speed: 235.872 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 799], Speed: 267.390 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 809], Speed: 250.754 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 819], Speed: 261.504 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 829], Speed: 244.764 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 839], Speed: 244.577 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 849], Speed: 289.920 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 859], Speed: 248.626 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 869], Speed: 260.153 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.882 [Epoch 107][Batch 879], Speed: 263.199 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 107][Batch 889], Speed: 265.109 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 107][Batch 899], Speed: 251.519 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 107][Batch 909], Speed: 263.879 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 107] Training cost: 497.591, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 9], Speed: 113.513 samples/sec, LR=5e-05, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 19], Speed: 160.207 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 29], Speed: 243.759 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 39], Speed: 235.712 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 49], Speed: 255.409 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 59], Speed: 246.181 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 69], Speed: 256.405 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 79], Speed: 254.672 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 89], Speed: 240.290 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 99], Speed: 226.593 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 109], Speed: 244.687 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 119], Speed: 241.383 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 129], Speed: 278.947 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 139], Speed: 236.889 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 149], Speed: 222.097 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 159], Speed: 219.783 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 169], Speed: 241.607 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 179], Speed: 251.094 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.881 [Epoch 108][Batch 189], Speed: 275.206 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 199], Speed: 256.583 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 209], Speed: 228.823 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 219], Speed: 228.353 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 229], Speed: 229.741 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 239], Speed: 251.636 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 249], Speed: 263.126 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 259], Speed: 281.567 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 269], Speed: 221.842 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 279], Speed: 218.957 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 289], Speed: 242.226 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 299], Speed: 268.206 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 309], Speed: 273.082 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 319], Speed: 243.235 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 329], Speed: 238.854 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 339], Speed: 227.673 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 349], Speed: 226.485 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 359], Speed: 261.752 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 369], Speed: 275.885 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 379], Speed: 233.559 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 389], Speed: 234.389 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 399], Speed: 233.457 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 409], Speed: 240.289 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.880 [Epoch 108][Batch 419], Speed: 244.438 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 429], Speed: 278.981 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 439], Speed: 272.953 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 449], Speed: 230.749 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 459], Speed: 235.525 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 469], Speed: 245.361 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 479], Speed: 255.758 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 489], Speed: 276.017 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 499], Speed: 258.559 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 509], Speed: 218.778 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 519], Speed: 237.835 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 529], Speed: 237.315 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 539], Speed: 262.762 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 549], Speed: 249.368 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 559], Speed: 252.546 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 569], Speed: 228.626 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 579], Speed: 237.262 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 589], Speed: 244.936 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 599], Speed: 265.813 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 609], Speed: 254.100 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 619], Speed: 267.413 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 629], Speed: 235.873 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 639], Speed: 224.869 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.879 [Epoch 108][Batch 649], Speed: 249.260 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 659], Speed: 255.602 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 669], Speed: 253.342 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 679], Speed: 271.054 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 689], Speed: 220.113 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 699], Speed: 241.763 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 709], Speed: 231.760 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 719], Speed: 262.788 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 729], Speed: 259.564 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 739], Speed: 260.373 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 749], Speed: 242.617 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 759], Speed: 230.855 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 769], Speed: 227.958 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 779], Speed: 238.999 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 789], Speed: 255.965 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 799], Speed: 270.020 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 809], Speed: 245.250 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 819], Speed: 249.817 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 829], Speed: 240.056 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 839], Speed: 270.583 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 849], Speed: 239.148 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 859], Speed: 250.549 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 869], Speed: 234.329 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 879], Speed: 242.394 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.878 [Epoch 108][Batch 889], Speed: 243.812 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 108][Batch 899], Speed: 257.932 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 108][Batch 909], Speed: 282.157 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 108] Training cost: 496.127, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 9], Speed: 112.393 samples/sec, LR=5e-05, WHL1=0.265, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 19], Speed: 176.341 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.227, HeatmapFocal=1.877 [Epoch 109][Batch 29], Speed: 236.042 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.227, HeatmapFocal=1.877 [Epoch 109][Batch 39], Speed: 243.689 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.227, HeatmapFocal=1.877 [Epoch 109][Batch 49], Speed: 239.548 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.227, HeatmapFocal=1.877 [Epoch 109][Batch 59], Speed: 259.360 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.227, HeatmapFocal=1.877 [Epoch 109][Batch 69], Speed: 243.457 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 79], Speed: 269.832 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 89], Speed: 241.588 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 99], Speed: 234.044 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 109], Speed: 243.317 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 119], Speed: 245.961 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 129], Speed: 261.085 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 139], Speed: 252.416 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 149], Speed: 252.378 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 159], Speed: 218.609 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 169], Speed: 252.585 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 179], Speed: 235.543 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 189], Speed: 251.983 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.877 [Epoch 109][Batch 199], Speed: 230.731 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 209], Speed: 214.266 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 219], Speed: 214.449 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 229], Speed: 279.022 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 239], Speed: 255.837 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 249], Speed: 244.397 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 259], Speed: 238.580 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 269], Speed: 224.094 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 279], Speed: 219.897 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 289], Speed: 246.178 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 299], Speed: 249.073 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 309], Speed: 252.462 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 319], Speed: 226.735 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 329], Speed: 224.284 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 339], Speed: 238.086 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 349], Speed: 261.848 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 359], Speed: 244.348 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 369], Speed: 255.486 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 379], Speed: 258.341 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 389], Speed: 225.252 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.229, HeatmapFocal=1.876 [Epoch 109][Batch 399], Speed: 216.974 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 409], Speed: 241.064 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 419], Speed: 229.758 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 429], Speed: 241.052 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.876 [Epoch 109][Batch 439], Speed: 261.162 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 449], Speed: 242.926 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 459], Speed: 232.577 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 469], Speed: 259.883 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 479], Speed: 248.761 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 489], Speed: 248.865 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 499], Speed: 273.468 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 509], Speed: 226.729 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 519], Speed: 228.959 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 529], Speed: 228.192 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 539], Speed: 237.216 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 549], Speed: 250.992 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 559], Speed: 262.767 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 569], Speed: 226.319 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 579], Speed: 227.727 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 589], Speed: 275.155 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 599], Speed: 227.885 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 609], Speed: 229.694 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 619], Speed: 266.283 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 629], Speed: 244.667 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 639], Speed: 228.634 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 649], Speed: 266.908 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 659], Speed: 251.211 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 669], Speed: 230.214 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.875 [Epoch 109][Batch 679], Speed: 254.904 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 689], Speed: 235.118 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 699], Speed: 226.584 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 709], Speed: 269.356 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 719], Speed: 252.232 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 729], Speed: 229.282 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 739], Speed: 264.422 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 749], Speed: 236.530 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 759], Speed: 225.085 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 769], Speed: 260.464 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 779], Speed: 252.326 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 789], Speed: 222.279 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 799], Speed: 280.501 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 809], Speed: 248.409 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 819], Speed: 239.297 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 829], Speed: 255.635 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 839], Speed: 255.343 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 849], Speed: 246.189 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 859], Speed: 290.640 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 869], Speed: 250.632 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 879], Speed: 263.979 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 889], Speed: 275.784 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 899], Speed: 269.252 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.874 [Epoch 109][Batch 909], Speed: 249.100 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 109] Training cost: 496.591, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 9], Speed: 107.066 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 19], Speed: 175.975 samples/sec, LR=5e-05, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 29], Speed: 239.592 samples/sec, LR=5e-05, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 39], Speed: 215.231 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 49], Speed: 256.070 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 59], Speed: 257.626 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 69], Speed: 274.038 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 79], Speed: 247.599 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 89], Speed: 240.864 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 99], Speed: 221.683 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 109], Speed: 241.324 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 119], Speed: 242.164 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 129], Speed: 264.661 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 139], Speed: 245.329 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.873 [Epoch 110][Batch 149], Speed: 212.361 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 159], Speed: 266.350 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 169], Speed: 235.665 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 179], Speed: 246.833 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 189], Speed: 224.690 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 199], Speed: 265.997 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 209], Speed: 248.344 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 219], Speed: 277.612 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.873 [Epoch 110][Batch 229], Speed: 254.903 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 239], Speed: 241.845 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 249], Speed: 250.106 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 259], Speed: 251.210 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 269], Speed: 224.798 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 279], Speed: 264.630 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 289], Speed: 242.999 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 299], Speed: 247.294 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 309], Speed: 258.246 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 319], Speed: 252.303 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 329], Speed: 229.829 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 339], Speed: 276.417 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 349], Speed: 247.273 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 359], Speed: 244.503 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 369], Speed: 248.005 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 379], Speed: 273.771 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 389], Speed: 233.257 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 399], Speed: 254.353 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 409], Speed: 261.173 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 419], Speed: 244.543 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 429], Speed: 257.651 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 439], Speed: 254.451 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 449], Speed: 238.676 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 459], Speed: 249.878 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.872 [Epoch 110][Batch 469], Speed: 254.665 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 479], Speed: 243.302 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 489], Speed: 240.011 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 499], Speed: 246.928 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 509], Speed: 235.751 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 519], Speed: 265.698 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 529], Speed: 232.296 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 539], Speed: 249.852 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 549], Speed: 255.135 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 559], Speed: 272.493 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 569], Speed: 227.671 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 579], Speed: 242.899 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 589], Speed: 271.799 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 599], Speed: 251.491 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 609], Speed: 237.052 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 619], Speed: 244.373 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 629], Speed: 226.958 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 639], Speed: 260.671 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 649], Speed: 248.197 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 659], Speed: 257.276 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 669], Speed: 243.450 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 679], Speed: 261.294 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 689], Speed: 225.342 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 699], Speed: 255.664 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.871 [Epoch 110][Batch 709], Speed: 259.915 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 719], Speed: 262.253 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 729], Speed: 239.857 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 739], Speed: 272.534 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 749], Speed: 245.998 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 759], Speed: 260.712 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 769], Speed: 248.540 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 779], Speed: 265.641 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 789], Speed: 261.426 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 799], Speed: 283.748 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 809], Speed: 262.623 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 819], Speed: 255.345 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 829], Speed: 261.612 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 839], Speed: 245.140 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 849], Speed: 247.934 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 859], Speed: 283.959 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 869], Speed: 243.113 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 879], Speed: 277.872 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 889], Speed: 258.331 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 899], Speed: 259.436 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110][Batch 909], Speed: 268.875 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110] Training cost: 496.284, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.870 [Epoch 110] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.426 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.080 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.275 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.425 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.244 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.133 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.406 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.615 person=37.9 bicycle=17.6 car=22.6 motorcycle=29.7 airplane=48.9 bus=49.0 train=51.5 truck=20.3 boat=12.3 traffic light=11.7 fire hydrant=51.4 stop sign=50.8 parking meter=29.7 bench=13.0 bird=19.2 cat=52.3 dog=48.0 horse=39.0 sheep=34.7 cow=34.3 elephant=50.5 bear=62.6 zebra=55.4 giraffe=57.1 backpack=4.8 umbrella=22.6 handbag=3.7 tie=16.8 suitcase=21.4 frisbee=38.8 skis=12.0 snowboard=15.7 sports ball=18.9 kite=22.1 baseball bat=11.9 baseball glove=17.7 skateboard=32.8 surfboard=19.5 tennis racket=27.0 bottle=18.8 wine glass=17.8 cup=22.4 fork=11.8 knife=3.8 spoon=2.8 bowl=25.1 banana=13.2 apple=9.8 sandwich=23.7 orange=22.2 broccoli=13.9 carrot=12.2 hot dog=21.5 pizza=36.4 donut=30.8 cake=21.7 chair=15.3 couch=35.6 potted plant=12.7 bed=31.1 dining table=18.8 toilet=51.7 tv=42.2 laptop=42.9 mouse=35.9 remote=8.2 keyboard=34.2 cell phone=18.9 microwave=39.0 oven=24.7 toaster=4.3 sink=21.9 refrigerator=39.8 book=2.4 clock=34.4 vase=22.6 scissors=9.8 teddy bear=32.6 hair drier=0.0 toothbrush=6.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.0 [Epoch 111][Batch 9], Speed: 136.216 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.229, HeatmapFocal=1.870 [Epoch 111][Batch 19], Speed: 167.018 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.870 [Epoch 111][Batch 29], Speed: 233.993 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.229, HeatmapFocal=1.869 [Epoch 111][Batch 39], Speed: 212.260 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.229, HeatmapFocal=1.869 [Epoch 111][Batch 49], Speed: 241.346 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 59], Speed: 273.928 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 69], Speed: 265.800 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 79], Speed: 250.021 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 89], Speed: 239.436 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 99], Speed: 232.364 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 109], Speed: 236.759 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 119], Speed: 234.480 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 129], Speed: 257.217 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 139], Speed: 240.101 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 149], Speed: 243.778 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 159], Speed: 236.832 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 169], Speed: 230.867 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 179], Speed: 254.104 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 189], Speed: 257.329 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 199], Speed: 250.614 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 209], Speed: 242.476 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 219], Speed: 243.546 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 229], Speed: 234.303 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 239], Speed: 247.578 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 249], Speed: 275.694 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 259], Speed: 277.682 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.869 [Epoch 111][Batch 269], Speed: 237.132 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 279], Speed: 223.306 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 289], Speed: 236.565 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 299], Speed: 245.887 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 309], Speed: 264.957 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 319], Speed: 225.681 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 329], Speed: 230.806 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 339], Speed: 255.413 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 349], Speed: 262.247 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 359], Speed: 246.398 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 369], Speed: 251.110 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 379], Speed: 235.872 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 389], Speed: 235.753 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 399], Speed: 253.470 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 409], Speed: 262.149 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 419], Speed: 250.483 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 429], Speed: 272.470 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 439], Speed: 223.628 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 449], Speed: 226.046 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 459], Speed: 243.433 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 469], Speed: 237.353 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 479], Speed: 207.296 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 489], Speed: 238.389 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 499], Speed: 244.379 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.868 [Epoch 111][Batch 509], Speed: 237.518 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 519], Speed: 258.381 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 529], Speed: 246.669 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 539], Speed: 249.123 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 549], Speed: 257.596 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 559], Speed: 237.701 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 569], Speed: 231.838 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 579], Speed: 254.255 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 589], Speed: 245.574 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 599], Speed: 244.423 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 609], Speed: 254.155 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 619], Speed: 245.476 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 629], Speed: 228.721 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 639], Speed: 235.327 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 649], Speed: 256.049 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 659], Speed: 243.218 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 669], Speed: 272.572 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 679], Speed: 226.973 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 689], Speed: 237.115 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 699], Speed: 234.177 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 709], Speed: 251.426 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 719], Speed: 241.153 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 729], Speed: 260.008 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 739], Speed: 262.196 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.867 [Epoch 111][Batch 749], Speed: 228.740 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 759], Speed: 228.291 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 769], Speed: 243.513 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 779], Speed: 249.754 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 789], Speed: 273.742 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 799], Speed: 238.109 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 809], Speed: 237.369 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 819], Speed: 235.195 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 829], Speed: 253.599 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 839], Speed: 271.817 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 849], Speed: 266.953 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 859], Speed: 257.250 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 869], Speed: 246.113 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 879], Speed: 234.855 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 889], Speed: 251.266 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 899], Speed: 254.195 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111][Batch 909], Speed: 252.795 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 111] Training cost: 499.516, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 112][Batch 9], Speed: 125.496 samples/sec, LR=5e-05, WHL1=0.264, CenterRegL1=0.230, HeatmapFocal=1.866 [Epoch 112][Batch 19], Speed: 154.235 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.866 [Epoch 112][Batch 29], Speed: 243.378 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.866 [Epoch 112][Batch 39], Speed: 255.823 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.229, HeatmapFocal=1.866 [Epoch 112][Batch 49], Speed: 235.271 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 112][Batch 59], Speed: 241.657 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 112][Batch 69], Speed: 256.851 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.866 [Epoch 112][Batch 79], Speed: 251.891 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 89], Speed: 239.587 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 99], Speed: 227.899 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 109], Speed: 228.015 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 119], Speed: 234.984 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 129], Speed: 258.791 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 139], Speed: 272.816 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 149], Speed: 217.461 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 159], Speed: 230.595 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 169], Speed: 241.005 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 179], Speed: 249.539 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 189], Speed: 279.642 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 199], Speed: 266.562 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 209], Speed: 235.818 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 219], Speed: 231.104 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 229], Speed: 255.770 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 239], Speed: 233.525 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 249], Speed: 246.262 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 259], Speed: 256.284 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 269], Speed: 225.838 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 279], Speed: 237.522 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 289], Speed: 242.731 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 299], Speed: 245.967 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 309], Speed: 279.409 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.865 [Epoch 112][Batch 319], Speed: 257.961 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 329], Speed: 227.156 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 339], Speed: 214.943 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 349], Speed: 232.229 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 359], Speed: 249.684 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 369], Speed: 269.789 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 379], Speed: 273.825 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 389], Speed: 229.368 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 399], Speed: 237.352 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 409], Speed: 229.463 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 419], Speed: 231.638 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 429], Speed: 259.616 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 439], Speed: 250.029 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 449], Speed: 226.774 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 459], Speed: 221.349 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 469], Speed: 237.954 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 479], Speed: 224.962 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 489], Speed: 236.197 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 499], Speed: 250.676 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 509], Speed: 229.817 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 519], Speed: 223.040 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 529], Speed: 231.483 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 539], Speed: 251.722 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 549], Speed: 256.287 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 559], Speed: 251.552 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.864 [Epoch 112][Batch 569], Speed: 230.552 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 579], Speed: 216.742 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 589], Speed: 229.034 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 599], Speed: 235.652 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 609], Speed: 251.826 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 619], Speed: 279.725 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 629], Speed: 238.167 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 639], Speed: 218.618 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 649], Speed: 228.036 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 659], Speed: 244.229 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 669], Speed: 251.094 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 679], Speed: 260.758 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 689], Speed: 232.959 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 699], Speed: 221.402 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 709], Speed: 228.063 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 719], Speed: 232.553 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 729], Speed: 257.301 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 739], Speed: 246.988 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 749], Speed: 232.868 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 759], Speed: 234.551 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 769], Speed: 228.420 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 779], Speed: 270.222 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 789], Speed: 247.043 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 799], Speed: 267.298 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 809], Speed: 247.280 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.863 [Epoch 112][Batch 819], Speed: 253.002 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 829], Speed: 242.477 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 839], Speed: 262.389 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 849], Speed: 270.439 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 859], Speed: 262.338 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 869], Speed: 246.217 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 879], Speed: 247.034 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 889], Speed: 247.260 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 899], Speed: 253.827 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112][Batch 909], Speed: 261.280 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 112] Training cost: 495.432, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 113][Batch 9], Speed: 139.548 samples/sec, LR=5e-05, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.862 [Epoch 113][Batch 19], Speed: 206.034 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 29], Speed: 239.742 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 39], Speed: 236.066 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 49], Speed: 234.589 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 59], Speed: 275.505 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 69], Speed: 269.724 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 79], Speed: 230.420 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 89], Speed: 228.877 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 99], Speed: 223.194 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 109], Speed: 239.821 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 119], Speed: 235.056 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 129], Speed: 273.213 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 139], Speed: 239.910 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.862 [Epoch 113][Batch 149], Speed: 236.285 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.861 [Epoch 113][Batch 159], Speed: 228.108 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 169], Speed: 227.629 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 179], Speed: 238.732 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 189], Speed: 267.449 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 199], Speed: 235.035 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 209], Speed: 240.719 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 219], Speed: 228.747 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 229], Speed: 230.818 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 239], Speed: 241.907 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 249], Speed: 263.156 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 259], Speed: 240.201 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 269], Speed: 228.719 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 279], Speed: 242.410 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 289], Speed: 227.978 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 299], Speed: 238.929 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.861 [Epoch 113][Batch 309], Speed: 252.559 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.861 [Epoch 113][Batch 319], Speed: 251.799 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.861 [Epoch 113][Batch 329], Speed: 238.378 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 339], Speed: 232.039 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 349], Speed: 246.441 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 359], Speed: 240.378 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 369], Speed: 271.470 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 379], Speed: 236.065 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 389], Speed: 219.846 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.861 [Epoch 113][Batch 399], Speed: 232.207 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 409], Speed: 227.101 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 419], Speed: 226.554 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 429], Speed: 250.196 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 439], Speed: 248.001 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 449], Speed: 235.833 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 459], Speed: 229.915 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 469], Speed: 243.997 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 479], Speed: 244.731 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 489], Speed: 261.867 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 499], Speed: 241.157 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 509], Speed: 235.688 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 519], Speed: 236.210 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 529], Speed: 244.508 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 539], Speed: 242.904 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 549], Speed: 249.436 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 559], Speed: 252.148 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 569], Speed: 227.131 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 579], Speed: 237.387 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 589], Speed: 231.769 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 599], Speed: 238.454 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 609], Speed: 261.578 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 619], Speed: 267.356 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 629], Speed: 232.472 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.860 [Epoch 113][Batch 639], Speed: 216.089 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 649], Speed: 240.603 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 659], Speed: 241.426 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 669], Speed: 279.195 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 679], Speed: 237.526 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 689], Speed: 212.661 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 699], Speed: 234.862 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 709], Speed: 230.017 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 719], Speed: 241.808 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 729], Speed: 258.682 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 739], Speed: 248.214 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 749], Speed: 207.739 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 759], Speed: 222.847 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 769], Speed: 235.261 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 779], Speed: 243.746 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 789], Speed: 269.107 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 799], Speed: 270.908 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 809], Speed: 229.223 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 819], Speed: 250.107 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 829], Speed: 252.499 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 839], Speed: 251.334 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 849], Speed: 285.407 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 859], Speed: 263.325 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 869], Speed: 264.894 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 879], Speed: 274.732 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 889], Speed: 242.986 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.859 [Epoch 113][Batch 899], Speed: 266.590 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 113][Batch 909], Speed: 276.822 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 113] Training cost: 497.673, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 9], Speed: 115.803 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.229, HeatmapFocal=1.858 [Epoch 114][Batch 19], Speed: 206.131 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 29], Speed: 242.891 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 39], Speed: 228.845 samples/sec, LR=5e-05, WHL1=0.261, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 49], Speed: 240.235 samples/sec, LR=5e-05, WHL1=0.260, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 59], Speed: 263.026 samples/sec, LR=5e-05, WHL1=0.259, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 69], Speed: 269.113 samples/sec, LR=5e-05, WHL1=0.258, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 79], Speed: 264.084 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 89], Speed: 221.140 samples/sec, LR=5e-05, WHL1=0.257, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 99], Speed: 234.275 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 109], Speed: 236.350 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 119], Speed: 227.261 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 129], Speed: 274.523 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 139], Speed: 241.747 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 149], Speed: 242.240 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 159], Speed: 229.926 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 169], Speed: 227.486 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 179], Speed: 249.490 samples/sec, LR=5e-05, WHL1=0.256, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 189], Speed: 240.909 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 199], Speed: 257.456 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 209], Speed: 236.143 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 219], Speed: 237.055 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.858 [Epoch 114][Batch 229], Speed: 217.710 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 239], Speed: 233.650 samples/sec, LR=5e-05, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 249], Speed: 247.102 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 259], Speed: 249.251 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 269], Speed: 241.245 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 279], Speed: 230.662 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 289], Speed: 225.840 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 299], Speed: 245.231 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 309], Speed: 255.675 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 319], Speed: 254.846 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 329], Speed: 238.927 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 339], Speed: 229.572 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 349], Speed: 240.413 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 359], Speed: 240.975 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 369], Speed: 253.316 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 379], Speed: 250.882 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 389], Speed: 229.918 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 399], Speed: 232.292 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 409], Speed: 226.505 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 419], Speed: 248.505 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 429], Speed: 241.145 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 439], Speed: 256.574 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 449], Speed: 245.727 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 459], Speed: 232.618 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 469], Speed: 219.668 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.857 [Epoch 114][Batch 479], Speed: 249.994 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 489], Speed: 249.451 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 499], Speed: 277.971 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 509], Speed: 233.079 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 519], Speed: 236.091 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 529], Speed: 248.797 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 539], Speed: 228.816 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 549], Speed: 250.955 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 559], Speed: 266.325 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 569], Speed: 224.689 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 579], Speed: 227.488 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 589], Speed: 239.560 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 599], Speed: 234.110 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 609], Speed: 238.508 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 619], Speed: 271.105 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 629], Speed: 257.365 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 639], Speed: 232.310 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 649], Speed: 231.898 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 659], Speed: 243.015 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 669], Speed: 241.306 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 679], Speed: 252.683 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 689], Speed: 240.529 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 699], Speed: 218.386 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 709], Speed: 223.072 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 719], Speed: 232.951 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.856 [Epoch 114][Batch 729], Speed: 254.074 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 739], Speed: 275.497 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 749], Speed: 247.252 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 759], Speed: 215.388 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 769], Speed: 229.054 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 779], Speed: 235.297 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 789], Speed: 235.412 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 799], Speed: 271.868 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 809], Speed: 238.316 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 819], Speed: 252.304 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 829], Speed: 250.624 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 839], Speed: 253.378 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 849], Speed: 241.343 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 859], Speed: 249.591 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 869], Speed: 243.561 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 879], Speed: 248.784 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 889], Speed: 260.670 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 899], Speed: 250.038 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114][Batch 909], Speed: 260.456 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 114] Training cost: 497.775, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 9], Speed: 146.710 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.229, HeatmapFocal=1.855 [Epoch 115][Batch 19], Speed: 149.494 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 29], Speed: 250.003 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 39], Speed: 252.742 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 49], Speed: 244.049 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 59], Speed: 262.230 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.855 [Epoch 115][Batch 69], Speed: 278.303 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 79], Speed: 238.567 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 89], Speed: 252.964 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 99], Speed: 228.215 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 109], Speed: 234.833 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 119], Speed: 236.257 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 129], Speed: 254.346 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 139], Speed: 256.398 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 149], Speed: 229.294 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 159], Speed: 221.390 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 169], Speed: 220.879 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 179], Speed: 247.426 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.229, HeatmapFocal=1.854 [Epoch 115][Batch 189], Speed: 251.847 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.229, HeatmapFocal=1.854 [Epoch 115][Batch 199], Speed: 236.829 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.229, HeatmapFocal=1.854 [Epoch 115][Batch 209], Speed: 232.411 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 219], Speed: 238.016 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 229], Speed: 237.070 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 239], Speed: 240.040 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 249], Speed: 273.123 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 259], Speed: 235.347 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 269], Speed: 219.790 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 279], Speed: 231.776 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 289], Speed: 230.726 samples/sec, LR=5e-05, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 299], Speed: 240.889 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 309], Speed: 276.349 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.854 [Epoch 115][Batch 319], Speed: 231.071 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 329], Speed: 220.956 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 339], Speed: 224.444 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 349], Speed: 240.060 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 359], Speed: 256.037 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 369], Speed: 256.325 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 379], Speed: 258.149 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 389], Speed: 233.196 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 399], Speed: 235.308 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 409], Speed: 217.029 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 419], Speed: 235.378 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 429], Speed: 260.350 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 439], Speed: 243.645 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 449], Speed: 245.599 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 459], Speed: 221.773 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 469], Speed: 221.415 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 479], Speed: 231.500 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 489], Speed: 258.755 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 499], Speed: 259.198 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 509], Speed: 236.492 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 519], Speed: 225.590 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 529], Speed: 218.210 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 539], Speed: 235.976 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 549], Speed: 242.577 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 559], Speed: 252.219 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 569], Speed: 234.450 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.853 [Epoch 115][Batch 579], Speed: 232.322 samples/sec, LR=5e-05, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 589], Speed: 233.069 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 599], Speed: 250.680 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 609], Speed: 265.909 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 619], Speed: 264.036 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 629], Speed: 223.955 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 639], Speed: 215.617 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 649], Speed: 216.342 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 659], Speed: 228.560 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 669], Speed: 262.942 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 679], Speed: 271.720 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 689], Speed: 220.651 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 699], Speed: 213.457 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 709], Speed: 235.394 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 719], Speed: 255.930 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 729], Speed: 272.728 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 739], Speed: 232.603 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 749], Speed: 230.706 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 759], Speed: 228.284 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 769], Speed: 236.469 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 779], Speed: 240.982 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 789], Speed: 235.453 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 799], Speed: 252.608 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 809], Speed: 241.948 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 819], Speed: 259.298 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.852 [Epoch 115][Batch 829], Speed: 246.047 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 839], Speed: 233.195 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 849], Speed: 256.314 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 859], Speed: 251.134 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 869], Speed: 232.044 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 879], Speed: 243.044 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 889], Speed: 247.844 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 899], Speed: 223.265 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115][Batch 909], Speed: 257.792 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 115] Training cost: 499.206, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 9], Speed: 120.031 samples/sec, LR=5e-05, WHL1=0.241, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 19], Speed: 187.807 samples/sec, LR=5e-05, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 29], Speed: 250.656 samples/sec, LR=5e-05, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 39], Speed: 256.071 samples/sec, LR=5e-05, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 49], Speed: 231.009 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 59], Speed: 256.457 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 69], Speed: 273.308 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 79], Speed: 234.234 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 89], Speed: 244.286 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 99], Speed: 226.661 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 109], Speed: 229.197 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 119], Speed: 239.033 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 129], Speed: 265.575 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 139], Speed: 251.922 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 149], Speed: 236.811 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 159], Speed: 253.998 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.851 [Epoch 116][Batch 169], Speed: 221.778 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 179], Speed: 254.315 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 189], Speed: 274.224 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 199], Speed: 250.488 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 209], Speed: 238.630 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 219], Speed: 261.131 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 229], Speed: 217.319 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 239], Speed: 254.172 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 249], Speed: 259.807 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 259], Speed: 255.588 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 269], Speed: 246.006 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 279], Speed: 234.943 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 289], Speed: 239.099 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 299], Speed: 239.227 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 309], Speed: 264.668 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 319], Speed: 253.084 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 329], Speed: 231.570 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 339], Speed: 251.309 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 349], Speed: 231.587 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 359], Speed: 251.460 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 369], Speed: 250.721 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 379], Speed: 252.694 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 389], Speed: 236.693 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 399], Speed: 232.603 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 409], Speed: 222.267 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.850 [Epoch 116][Batch 419], Speed: 252.199 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 429], Speed: 241.546 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 439], Speed: 262.284 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 449], Speed: 223.548 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 459], Speed: 230.420 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 469], Speed: 240.270 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 479], Speed: 246.851 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 489], Speed: 261.332 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 499], Speed: 241.590 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 509], Speed: 240.121 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 519], Speed: 215.840 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 529], Speed: 239.652 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 539], Speed: 232.179 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 549], Speed: 248.927 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 559], Speed: 234.791 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 569], Speed: 235.977 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 579], Speed: 244.897 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 589], Speed: 220.529 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 599], Speed: 240.682 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 609], Speed: 252.641 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 619], Speed: 270.836 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 629], Speed: 231.113 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 639], Speed: 231.654 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 649], Speed: 238.764 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 659], Speed: 252.174 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 669], Speed: 235.646 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.849 [Epoch 116][Batch 679], Speed: 258.956 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 689], Speed: 220.591 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 699], Speed: 225.656 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 709], Speed: 225.090 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 719], Speed: 246.928 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 729], Speed: 238.333 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 739], Speed: 249.222 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 749], Speed: 238.768 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 759], Speed: 234.701 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 769], Speed: 219.001 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 779], Speed: 230.014 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 789], Speed: 250.535 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 799], Speed: 262.388 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 809], Speed: 243.462 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 819], Speed: 242.539 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 829], Speed: 248.313 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 839], Speed: 259.092 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 849], Speed: 239.767 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 859], Speed: 253.977 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 869], Speed: 237.906 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 879], Speed: 241.745 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 889], Speed: 262.892 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 899], Speed: 244.205 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116][Batch 909], Speed: 266.914 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 116] Training cost: 498.754, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.848 [Epoch 117][Batch 9], Speed: 118.055 samples/sec, LR=5e-05, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.848 [Epoch 117][Batch 19], Speed: 255.056 samples/sec, LR=5e-05, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.847 [Epoch 117][Batch 29], Speed: 239.637 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 39], Speed: 246.331 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 49], Speed: 238.914 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.229, HeatmapFocal=1.847 [Epoch 117][Batch 59], Speed: 268.464 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 69], Speed: 278.469 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 79], Speed: 227.523 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 89], Speed: 247.824 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 99], Speed: 229.234 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 109], Speed: 221.169 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 119], Speed: 241.017 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 129], Speed: 264.226 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 139], Speed: 231.581 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 149], Speed: 227.252 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 159], Speed: 224.795 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 169], Speed: 230.434 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 179], Speed: 247.326 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 189], Speed: 248.278 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 199], Speed: 242.668 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 209], Speed: 238.071 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 219], Speed: 226.810 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 229], Speed: 208.433 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 239], Speed: 226.148 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 249], Speed: 251.226 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 259], Speed: 227.380 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 269], Speed: 222.607 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.847 [Epoch 117][Batch 279], Speed: 220.190 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 289], Speed: 227.144 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 299], Speed: 246.340 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 309], Speed: 240.672 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 319], Speed: 258.443 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 329], Speed: 240.233 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 339], Speed: 228.334 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 349], Speed: 223.513 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 359], Speed: 236.394 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 369], Speed: 222.534 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 379], Speed: 263.375 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 389], Speed: 243.079 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 399], Speed: 225.891 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 409], Speed: 227.194 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 419], Speed: 225.332 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 429], Speed: 250.969 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 439], Speed: 219.739 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 449], Speed: 230.877 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 459], Speed: 237.979 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 469], Speed: 227.750 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 479], Speed: 241.560 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 489], Speed: 240.827 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 499], Speed: 238.287 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 509], Speed: 251.221 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 519], Speed: 235.190 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 529], Speed: 238.975 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.846 [Epoch 117][Batch 539], Speed: 239.370 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 549], Speed: 237.619 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 559], Speed: 232.420 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 569], Speed: 250.198 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 579], Speed: 225.165 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 589], Speed: 240.789 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 599], Speed: 234.936 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 609], Speed: 233.674 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 619], Speed: 244.908 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 629], Speed: 238.995 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 639], Speed: 227.809 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 649], Speed: 231.546 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 659], Speed: 225.586 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 669], Speed: 251.790 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 679], Speed: 231.593 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 689], Speed: 249.394 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 699], Speed: 215.418 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 709], Speed: 253.687 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 719], Speed: 249.754 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 729], Speed: 247.636 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 739], Speed: 233.824 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 749], Speed: 233.248 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 759], Speed: 229.095 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 769], Speed: 260.045 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 779], Speed: 238.593 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 789], Speed: 263.640 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 799], Speed: 251.864 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.845 [Epoch 117][Batch 809], Speed: 234.362 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 819], Speed: 247.176 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 829], Speed: 275.804 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 839], Speed: 240.144 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 849], Speed: 249.574 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 859], Speed: 283.671 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 869], Speed: 238.996 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 879], Speed: 264.752 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 889], Speed: 263.837 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 899], Speed: 249.255 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117][Batch 909], Speed: 246.168 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 117] Training cost: 502.525, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 9], Speed: 137.176 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 19], Speed: 134.510 samples/sec, LR=5e-05, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.844 [Epoch 118][Batch 29], Speed: 227.476 samples/sec, LR=5e-05, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 39], Speed: 213.843 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.844 [Epoch 118][Batch 49], Speed: 215.657 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.844 [Epoch 118][Batch 59], Speed: 258.665 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.844 [Epoch 118][Batch 69], Speed: 271.182 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 79], Speed: 244.483 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 89], Speed: 244.976 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 99], Speed: 214.942 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 109], Speed: 208.495 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 119], Speed: 232.024 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 129], Speed: 275.423 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 139], Speed: 230.691 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.844 [Epoch 118][Batch 149], Speed: 229.053 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 159], Speed: 228.719 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 169], Speed: 257.762 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 179], Speed: 249.198 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 189], Speed: 261.149 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 199], Speed: 234.780 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 209], Speed: 253.796 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 219], Speed: 221.859 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 229], Speed: 241.967 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 239], Speed: 234.930 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 249], Speed: 266.445 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 259], Speed: 243.196 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 269], Speed: 250.269 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 279], Speed: 237.501 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 289], Speed: 243.490 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 299], Speed: 240.649 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 309], Speed: 274.301 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 319], Speed: 230.689 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 329], Speed: 232.247 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 339], Speed: 236.625 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 349], Speed: 263.442 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 359], Speed: 248.053 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 369], Speed: 241.200 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 379], Speed: 246.931 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 389], Speed: 230.902 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 399], Speed: 231.586 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.843 [Epoch 118][Batch 409], Speed: 258.189 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 419], Speed: 241.483 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 429], Speed: 234.564 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 439], Speed: 256.495 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 449], Speed: 247.581 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 459], Speed: 228.493 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 469], Speed: 261.297 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 479], Speed: 250.155 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 489], Speed: 239.728 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 499], Speed: 270.136 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 509], Speed: 226.529 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 519], Speed: 228.193 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 529], Speed: 242.163 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 539], Speed: 244.645 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 549], Speed: 249.687 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 559], Speed: 249.011 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 569], Speed: 242.132 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 579], Speed: 219.958 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 589], Speed: 267.061 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 599], Speed: 243.298 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 609], Speed: 248.264 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 619], Speed: 234.236 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 629], Speed: 222.412 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 639], Speed: 222.224 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 649], Speed: 256.222 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 659], Speed: 242.994 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 669], Speed: 268.224 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.842 [Epoch 118][Batch 679], Speed: 260.159 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 689], Speed: 248.739 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 699], Speed: 234.978 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 709], Speed: 258.179 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 719], Speed: 245.759 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 729], Speed: 244.552 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 739], Speed: 249.026 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 749], Speed: 248.083 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 759], Speed: 236.983 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 769], Speed: 228.951 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 779], Speed: 246.984 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 789], Speed: 256.996 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 799], Speed: 269.510 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 809], Speed: 245.401 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 819], Speed: 255.044 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 829], Speed: 253.307 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 839], Speed: 277.039 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 849], Speed: 284.438 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 859], Speed: 295.271 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 869], Speed: 235.647 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 879], Speed: 242.871 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 889], Speed: 252.661 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 899], Speed: 273.142 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118][Batch 909], Speed: 258.213 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 118] Training cost: 497.011, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.841 [Epoch 119][Batch 9], Speed: 106.516 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.226, HeatmapFocal=1.841 [Epoch 119][Batch 19], Speed: 196.251 samples/sec, LR=5e-05, WHL1=0.248, CenterRegL1=0.226, HeatmapFocal=1.841 [Epoch 119][Batch 29], Speed: 246.097 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.840 [Epoch 119][Batch 39], Speed: 234.155 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.840 [Epoch 119][Batch 49], Speed: 258.197 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 59], Speed: 254.688 samples/sec, LR=5e-05, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 69], Speed: 262.619 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 79], Speed: 255.227 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 89], Speed: 225.199 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 99], Speed: 224.393 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 109], Speed: 229.684 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 119], Speed: 251.836 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 129], Speed: 258.240 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 139], Speed: 261.546 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 149], Speed: 237.077 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 159], Speed: 218.629 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 169], Speed: 239.640 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 179], Speed: 254.078 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 189], Speed: 266.348 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 199], Speed: 242.755 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 209], Speed: 236.566 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 219], Speed: 217.824 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 229], Speed: 238.528 samples/sec, LR=5e-05, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 239], Speed: 252.742 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 249], Speed: 269.471 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 259], Speed: 274.502 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 269], Speed: 238.293 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 279], Speed: 229.501 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.840 [Epoch 119][Batch 289], Speed: 251.809 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 299], Speed: 251.830 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 309], Speed: 270.018 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 319], Speed: 215.707 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 329], Speed: 235.638 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 339], Speed: 222.695 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 349], Speed: 249.014 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 359], Speed: 244.770 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 369], Speed: 265.339 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 379], Speed: 275.531 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 389], Speed: 224.842 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 399], Speed: 225.325 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 409], Speed: 258.146 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 419], Speed: 231.478 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 429], Speed: 236.366 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 439], Speed: 252.272 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 449], Speed: 229.947 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 459], Speed: 224.707 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 469], Speed: 251.861 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 479], Speed: 222.638 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 489], Speed: 256.172 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 499], Speed: 271.363 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 509], Speed: 237.907 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 519], Speed: 239.882 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 529], Speed: 249.094 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 539], Speed: 247.878 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 549], Speed: 260.317 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.839 [Epoch 119][Batch 559], Speed: 265.392 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 569], Speed: 233.907 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 579], Speed: 229.108 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 589], Speed: 240.384 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 599], Speed: 243.704 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 609], Speed: 248.903 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 619], Speed: 267.573 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 629], Speed: 221.353 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 639], Speed: 240.666 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 649], Speed: 251.674 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 659], Speed: 250.119 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 669], Speed: 249.660 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 679], Speed: 258.102 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 689], Speed: 240.164 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 699], Speed: 216.677 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 709], Speed: 251.652 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 719], Speed: 266.329 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 729], Speed: 249.974 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 739], Speed: 242.698 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 749], Speed: 238.315 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 759], Speed: 218.884 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 769], Speed: 251.015 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 779], Speed: 270.047 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 789], Speed: 254.360 samples/sec, LR=5e-05, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 799], Speed: 266.788 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 809], Speed: 242.718 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 819], Speed: 257.438 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.838 [Epoch 119][Batch 829], Speed: 238.197 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 839], Speed: 241.440 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 849], Speed: 245.965 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 859], Speed: 256.134 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 869], Speed: 224.394 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 879], Speed: 240.014 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 889], Speed: 240.486 samples/sec, LR=5e-05, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 899], Speed: 251.386 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119][Batch 909], Speed: 250.774 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 119] Training cost: 499.050, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 9], Speed: 119.007 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.230, HeatmapFocal=1.837 [Epoch 120][Batch 19], Speed: 198.207 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 29], Speed: 228.940 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.229, HeatmapFocal=1.837 [Epoch 120][Batch 39], Speed: 220.017 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.229, HeatmapFocal=1.837 [Epoch 120][Batch 49], Speed: 246.144 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.229, HeatmapFocal=1.837 [Epoch 120][Batch 59], Speed: 251.159 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.229, HeatmapFocal=1.837 [Epoch 120][Batch 69], Speed: 276.044 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 79], Speed: 249.515 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 89], Speed: 232.824 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 99], Speed: 236.293 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 109], Speed: 240.746 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 119], Speed: 252.332 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 129], Speed: 267.847 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 139], Speed: 238.023 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 149], Speed: 221.171 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 159], Speed: 219.241 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 169], Speed: 241.036 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.837 [Epoch 120][Batch 179], Speed: 250.388 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 189], Speed: 244.201 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 199], Speed: 246.764 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 209], Speed: 242.034 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 219], Speed: 251.184 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 229], Speed: 239.159 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 239], Speed: 254.033 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 249], Speed: 244.577 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 259], Speed: 231.543 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 269], Speed: 240.863 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 279], Speed: 223.656 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 289], Speed: 238.900 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 299], Speed: 248.614 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 309], Speed: 245.253 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 319], Speed: 246.984 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 329], Speed: 233.603 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 339], Speed: 226.478 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 349], Speed: 256.838 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 359], Speed: 244.732 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 369], Speed: 247.403 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 379], Speed: 267.048 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 389], Speed: 235.769 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 399], Speed: 240.267 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 409], Speed: 229.753 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 419], Speed: 234.001 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 429], Speed: 224.755 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.836 [Epoch 120][Batch 439], Speed: 253.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 449], Speed: 228.024 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 459], Speed: 223.495 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 469], Speed: 244.543 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 479], Speed: 249.955 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 489], Speed: 239.405 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 499], Speed: 235.088 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 509], Speed: 232.777 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 519], Speed: 218.069 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 529], Speed: 238.105 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 539], Speed: 250.096 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 549], Speed: 241.373 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 559], Speed: 264.180 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 569], Speed: 232.968 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 579], Speed: 224.217 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 589], Speed: 245.727 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 599], Speed: 228.708 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 609], Speed: 233.956 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 619], Speed: 237.801 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 629], Speed: 222.755 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 639], Speed: 233.949 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 649], Speed: 240.706 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 659], Speed: 224.142 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 669], Speed: 238.627 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 679], Speed: 247.744 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 689], Speed: 213.963 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 699], Speed: 224.438 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.835 [Epoch 120][Batch 709], Speed: 235.430 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 719], Speed: 231.694 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 729], Speed: 234.595 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 739], Speed: 255.641 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 749], Speed: 220.230 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 759], Speed: 214.578 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 769], Speed: 223.354 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 779], Speed: 240.320 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 789], Speed: 235.589 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 799], Speed: 279.052 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 809], Speed: 247.276 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 819], Speed: 251.029 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 829], Speed: 244.910 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 839], Speed: 260.129 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 849], Speed: 263.046 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 859], Speed: 258.940 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 869], Speed: 238.571 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 879], Speed: 240.477 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 889], Speed: 266.497 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 899], Speed: 243.460 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120][Batch 909], Speed: 251.705 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120] Training cost: 499.847, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 120] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.264 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.275 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.082 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.280 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.431 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.375 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.136 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.408 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.622 person=38.0 bicycle=18.4 car=22.7 motorcycle=29.8 airplane=50.0 bus=50.6 train=51.8 truck=20.6 boat=12.1 traffic light=11.8 fire hydrant=50.5 stop sign=50.0 parking meter=29.5 bench=13.2 bird=19.8 cat=55.1 dog=48.0 horse=40.6 sheep=35.3 cow=34.8 elephant=51.2 bear=63.5 zebra=55.8 giraffe=57.9 backpack=5.1 umbrella=23.6 handbag=4.2 tie=17.4 suitcase=21.9 frisbee=39.2 skis=11.8 snowboard=14.5 sports ball=19.7 kite=22.2 baseball bat=12.7 baseball glove=17.1 skateboard=34.0 surfboard=19.1 tennis racket=26.8 bottle=19.1 wine glass=17.8 cup=22.6 fork=12.4 knife=4.3 spoon=3.3 bowl=25.1 banana=13.3 apple=10.4 sandwich=24.2 orange=22.5 broccoli=14.5 carrot=12.5 hot dog=22.2 pizza=36.6 donut=31.2 cake=22.2 chair=15.6 couch=36.2 potted plant=13.8 bed=33.0 dining table=19.1 toilet=51.5 tv=42.7 laptop=43.2 mouse=36.9 remote=8.2 keyboard=34.8 cell phone=19.1 microwave=38.6 oven=25.2 toaster=6.6 sink=22.2 refrigerator=40.9 book=2.5 clock=34.7 vase=22.9 scissors=11.9 teddy bear=33.8 hair drier=0.0 toothbrush=6.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.4 [Epoch 121][Batch 9], Speed: 124.611 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.229, HeatmapFocal=1.834 [Epoch 121][Batch 19], Speed: 218.787 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 121][Batch 29], Speed: 246.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 121][Batch 39], Speed: 251.967 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.834 [Epoch 121][Batch 49], Speed: 265.831 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.834 [Epoch 121][Batch 59], Speed: 251.689 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 69], Speed: 273.570 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 79], Speed: 259.337 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 89], Speed: 234.579 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 99], Speed: 225.702 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 109], Speed: 245.838 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 119], Speed: 237.506 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 129], Speed: 257.111 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 139], Speed: 256.124 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 149], Speed: 234.433 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 159], Speed: 227.031 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 169], Speed: 266.762 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 179], Speed: 252.654 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 189], Speed: 247.259 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 199], Speed: 231.315 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 209], Speed: 246.716 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 219], Speed: 232.830 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 229], Speed: 273.139 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 239], Speed: 252.207 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 249], Speed: 239.024 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 259], Speed: 239.697 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 269], Speed: 223.710 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 279], Speed: 224.465 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 289], Speed: 260.076 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 299], Speed: 257.340 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 309], Speed: 235.326 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 319], Speed: 273.742 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.833 [Epoch 121][Batch 329], Speed: 249.744 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 339], Speed: 232.511 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 349], Speed: 253.280 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 359], Speed: 240.514 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 369], Speed: 254.619 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 379], Speed: 278.918 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 389], Speed: 224.205 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 399], Speed: 228.151 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 409], Speed: 253.589 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 419], Speed: 242.482 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 429], Speed: 240.870 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.832 [Epoch 121][Batch 439], Speed: 271.039 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 449], Speed: 231.686 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 459], Speed: 236.208 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 469], Speed: 242.473 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 479], Speed: 243.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 489], Speed: 227.031 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 499], Speed: 274.433 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 509], Speed: 222.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 519], Speed: 219.698 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 529], Speed: 268.758 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 539], Speed: 241.706 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 549], Speed: 249.557 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 559], Speed: 251.522 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 569], Speed: 237.604 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 579], Speed: 217.462 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 589], Speed: 268.755 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.832 [Epoch 121][Batch 599], Speed: 246.469 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 609], Speed: 237.839 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 619], Speed: 238.792 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 629], Speed: 235.811 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 639], Speed: 219.362 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 649], Speed: 252.218 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 659], Speed: 245.635 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 669], Speed: 250.496 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 679], Speed: 244.659 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 689], Speed: 239.755 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 699], Speed: 215.177 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 709], Speed: 245.407 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 719], Speed: 227.124 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 729], Speed: 229.708 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 739], Speed: 254.237 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 749], Speed: 236.189 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 759], Speed: 221.915 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 769], Speed: 242.580 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 779], Speed: 225.596 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 789], Speed: 242.780 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 799], Speed: 274.574 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 809], Speed: 247.839 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 819], Speed: 254.324 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 829], Speed: 246.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 839], Speed: 249.981 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 849], Speed: 282.864 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 859], Speed: 288.570 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.831 [Epoch 121][Batch 869], Speed: 256.397 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 121][Batch 879], Speed: 259.985 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 121][Batch 889], Speed: 272.667 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 121][Batch 899], Speed: 255.352 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 121][Batch 909], Speed: 277.352 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 121] Training cost: 496.423, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 122][Batch 9], Speed: 132.852 samples/sec, LR=5.000000000000001e-06, WHL1=0.255, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 122][Batch 19], Speed: 194.025 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 29], Speed: 241.411 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 39], Speed: 243.750 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 49], Speed: 236.595 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 59], Speed: 264.030 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 122][Batch 69], Speed: 265.796 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 122][Batch 79], Speed: 245.977 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 89], Speed: 250.589 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 99], Speed: 233.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 109], Speed: 228.103 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.830 [Epoch 122][Batch 119], Speed: 248.244 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 129], Speed: 279.182 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 139], Speed: 250.598 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 149], Speed: 227.804 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 159], Speed: 243.902 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 169], Speed: 231.889 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 179], Speed: 245.703 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 189], Speed: 242.825 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 199], Speed: 221.024 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 209], Speed: 235.869 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.830 [Epoch 122][Batch 219], Speed: 244.876 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 229], Speed: 224.654 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 239], Speed: 256.976 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 249], Speed: 276.679 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 259], Speed: 257.313 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 269], Speed: 245.400 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 279], Speed: 248.426 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 289], Speed: 245.371 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 299], Speed: 263.587 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 309], Speed: 269.015 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 319], Speed: 247.998 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 329], Speed: 229.763 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 339], Speed: 225.945 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 349], Speed: 226.969 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 359], Speed: 266.928 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 369], Speed: 256.544 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 379], Speed: 246.770 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 389], Speed: 234.015 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 399], Speed: 231.476 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 409], Speed: 245.432 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 419], Speed: 270.360 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 429], Speed: 267.552 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 439], Speed: 234.451 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 449], Speed: 225.159 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 459], Speed: 221.291 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 469], Speed: 232.347 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 479], Speed: 270.566 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.829 [Epoch 122][Batch 489], Speed: 267.021 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.828 [Epoch 122][Batch 499], Speed: 259.381 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 509], Speed: 240.436 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 519], Speed: 234.268 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 529], Speed: 228.046 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 539], Speed: 261.795 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 549], Speed: 264.942 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 559], Speed: 256.160 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 569], Speed: 233.017 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 579], Speed: 244.637 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 589], Speed: 221.766 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 599], Speed: 271.513 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 609], Speed: 261.707 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 619], Speed: 258.209 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 629], Speed: 231.383 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 639], Speed: 242.700 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 649], Speed: 235.522 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 659], Speed: 260.821 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 669], Speed: 251.805 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 679], Speed: 257.887 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 689], Speed: 250.008 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 699], Speed: 235.998 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 709], Speed: 242.604 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 719], Speed: 265.267 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 729], Speed: 258.204 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 739], Speed: 247.550 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 749], Speed: 225.363 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 759], Speed: 242.171 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.828 [Epoch 122][Batch 769], Speed: 233.822 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 779], Speed: 274.529 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 789], Speed: 273.505 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 799], Speed: 258.991 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 809], Speed: 235.964 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 819], Speed: 259.898 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 829], Speed: 246.783 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 839], Speed: 256.242 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 849], Speed: 258.492 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 859], Speed: 287.357 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 869], Speed: 237.796 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 879], Speed: 238.149 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 889], Speed: 254.054 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 899], Speed: 242.644 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122][Batch 909], Speed: 268.965 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 122] Training cost: 499.182, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 9], Speed: 129.161 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.827 [Epoch 123][Batch 19], Speed: 171.832 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.827 [Epoch 123][Batch 29], Speed: 234.308 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 39], Speed: 239.521 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 49], Speed: 234.685 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 59], Speed: 266.457 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 69], Speed: 265.546 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 79], Speed: 233.615 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 89], Speed: 245.731 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 99], Speed: 221.359 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 109], Speed: 242.609 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 119], Speed: 236.967 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.827 [Epoch 123][Batch 129], Speed: 262.657 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 139], Speed: 281.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 149], Speed: 225.564 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 159], Speed: 213.846 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 169], Speed: 243.002 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 179], Speed: 235.783 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 189], Speed: 281.919 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 199], Speed: 243.564 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 209], Speed: 239.158 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 219], Speed: 229.220 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 229], Speed: 251.409 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 239], Speed: 262.009 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 249], Speed: 249.967 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 259], Speed: 241.023 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 269], Speed: 240.646 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 279], Speed: 208.675 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 289], Speed: 247.210 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 299], Speed: 252.530 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 309], Speed: 248.177 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 319], Speed: 230.678 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 329], Speed: 239.096 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 339], Speed: 233.689 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 349], Speed: 251.843 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 359], Speed: 245.916 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 369], Speed: 242.486 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 379], Speed: 255.899 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 389], Speed: 235.138 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.826 [Epoch 123][Batch 399], Speed: 223.332 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 409], Speed: 240.731 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 419], Speed: 251.094 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 429], Speed: 231.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 439], Speed: 269.615 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 449], Speed: 238.233 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 459], Speed: 247.423 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 469], Speed: 245.274 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 479], Speed: 248.873 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 489], Speed: 261.268 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 499], Speed: 268.668 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 509], Speed: 238.191 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 519], Speed: 248.780 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 529], Speed: 247.760 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 539], Speed: 246.271 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 549], Speed: 239.599 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 559], Speed: 241.601 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 569], Speed: 238.831 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 579], Speed: 250.312 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 589], Speed: 237.704 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 599], Speed: 248.727 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 609], Speed: 224.859 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 619], Speed: 252.600 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 629], Speed: 214.221 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 639], Speed: 246.960 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 649], Speed: 247.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 659], Speed: 237.039 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 669], Speed: 254.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.825 [Epoch 123][Batch 679], Speed: 249.351 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 689], Speed: 237.036 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 699], Speed: 258.617 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 709], Speed: 258.258 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 719], Speed: 255.009 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 729], Speed: 232.049 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 739], Speed: 258.199 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 749], Speed: 231.903 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 759], Speed: 254.378 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 769], Speed: 253.629 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 779], Speed: 247.697 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 789], Speed: 249.095 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 799], Speed: 266.967 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 809], Speed: 234.441 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 819], Speed: 254.948 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 829], Speed: 263.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 839], Speed: 268.176 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 849], Speed: 247.593 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 859], Speed: 265.887 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 869], Speed: 235.321 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 879], Speed: 243.311 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 889], Speed: 243.108 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 899], Speed: 254.609 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123][Batch 909], Speed: 250.486 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 123] Training cost: 497.188, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 124][Batch 9], Speed: 145.565 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.824 [Epoch 124][Batch 19], Speed: 154.785 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.824 [Epoch 124][Batch 29], Speed: 242.507 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.824 [Epoch 124][Batch 39], Speed: 226.648 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 49], Speed: 254.073 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 59], Speed: 251.020 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 69], Speed: 276.979 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 79], Speed: 264.306 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 89], Speed: 242.682 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 99], Speed: 225.871 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 109], Speed: 241.978 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 119], Speed: 236.505 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 129], Speed: 275.362 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 139], Speed: 235.973 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 149], Speed: 232.116 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 159], Speed: 221.346 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.227, HeatmapFocal=1.823 [Epoch 124][Batch 169], Speed: 257.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 179], Speed: 269.811 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 189], Speed: 223.904 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 199], Speed: 232.266 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 209], Speed: 241.490 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 219], Speed: 228.301 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 229], Speed: 262.055 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 239], Speed: 266.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 249], Speed: 251.356 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 259], Speed: 231.808 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 269], Speed: 238.034 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 279], Speed: 219.113 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 289], Speed: 230.373 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 299], Speed: 256.699 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 309], Speed: 249.681 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.823 [Epoch 124][Batch 319], Speed: 235.432 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 329], Speed: 236.151 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 339], Speed: 225.197 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 349], Speed: 252.123 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 359], Speed: 257.994 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 369], Speed: 268.261 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 379], Speed: 275.982 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 389], Speed: 233.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 399], Speed: 225.158 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 409], Speed: 249.611 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 419], Speed: 261.098 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 429], Speed: 262.642 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 439], Speed: 252.923 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 449], Speed: 226.765 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 459], Speed: 233.970 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 469], Speed: 241.876 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 479], Speed: 270.030 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 489], Speed: 246.419 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 499], Speed: 215.491 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.822 [Epoch 124][Batch 509], Speed: 231.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 519], Speed: 240.166 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 529], Speed: 243.062 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 539], Speed: 253.348 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 549], Speed: 251.420 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 559], Speed: 234.488 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 569], Speed: 238.025 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 579], Speed: 222.533 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 589], Speed: 249.584 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.822 [Epoch 124][Batch 599], Speed: 233.934 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 609], Speed: 255.717 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 619], Speed: 230.648 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 629], Speed: 245.593 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 639], Speed: 232.154 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 649], Speed: 249.578 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 659], Speed: 236.769 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 669], Speed: 260.512 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 679], Speed: 236.675 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 689], Speed: 233.800 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 699], Speed: 219.539 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 709], Speed: 250.966 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 719], Speed: 242.464 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 729], Speed: 280.445 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 739], Speed: 259.678 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 749], Speed: 245.624 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 759], Speed: 241.152 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 769], Speed: 243.475 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 779], Speed: 227.192 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 789], Speed: 262.222 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 799], Speed: 252.190 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 809], Speed: 236.995 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 819], Speed: 244.115 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 829], Speed: 239.372 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 839], Speed: 280.479 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 849], Speed: 258.770 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 859], Speed: 286.103 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 869], Speed: 231.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.821 [Epoch 124][Batch 879], Speed: 251.614 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.820 [Epoch 124][Batch 889], Speed: 246.322 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.820 [Epoch 124][Batch 899], Speed: 271.788 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.820 [Epoch 124][Batch 909], Speed: 281.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.820 [Epoch 124] Training cost: 498.785, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.820 [Epoch 125][Batch 9], Speed: 117.589 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.229, HeatmapFocal=1.820 [Epoch 125][Batch 19], Speed: 174.098 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.229, HeatmapFocal=1.820 [Epoch 125][Batch 29], Speed: 240.803 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 39], Speed: 234.290 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.229, HeatmapFocal=1.820 [Epoch 125][Batch 49], Speed: 234.922 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.229, HeatmapFocal=1.820 [Epoch 125][Batch 59], Speed: 248.579 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 69], Speed: 276.390 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 79], Speed: 275.978 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 89], Speed: 247.081 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 99], Speed: 230.270 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 109], Speed: 225.005 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 119], Speed: 230.978 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 129], Speed: 280.486 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 139], Speed: 274.731 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 149], Speed: 234.113 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 159], Speed: 234.223 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 169], Speed: 240.374 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 179], Speed: 248.453 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 189], Speed: 258.858 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 199], Speed: 251.714 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 209], Speed: 239.652 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 219], Speed: 247.527 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 229], Speed: 249.671 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.820 [Epoch 125][Batch 239], Speed: 258.705 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 249], Speed: 235.195 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 259], Speed: 269.202 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 269], Speed: 232.876 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 279], Speed: 228.744 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 289], Speed: 230.771 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 299], Speed: 241.207 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 309], Speed: 236.170 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 319], Speed: 275.634 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 329], Speed: 242.594 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 339], Speed: 251.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 349], Speed: 238.576 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 359], Speed: 247.521 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 369], Speed: 243.853 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 379], Speed: 277.319 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 389], Speed: 232.401 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 399], Speed: 219.201 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 409], Speed: 231.499 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 419], Speed: 232.062 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 429], Speed: 258.816 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 439], Speed: 266.427 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 449], Speed: 229.030 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 459], Speed: 226.230 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 469], Speed: 241.733 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 479], Speed: 235.674 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 489], Speed: 242.563 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 499], Speed: 252.480 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.819 [Epoch 125][Batch 509], Speed: 235.179 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.819 [Epoch 125][Batch 519], Speed: 235.241 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 529], Speed: 244.105 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 539], Speed: 228.921 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 549], Speed: 235.175 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 559], Speed: 262.776 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 569], Speed: 230.210 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 579], Speed: 219.034 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 589], Speed: 230.435 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 599], Speed: 248.665 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 609], Speed: 262.022 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 619], Speed: 259.812 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 629], Speed: 228.945 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 639], Speed: 223.137 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 649], Speed: 248.940 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 659], Speed: 247.325 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 669], Speed: 246.494 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 679], Speed: 253.698 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 689], Speed: 226.729 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 699], Speed: 227.532 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 709], Speed: 227.152 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 719], Speed: 251.881 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 729], Speed: 251.317 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 739], Speed: 274.073 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.818 [Epoch 125][Batch 749], Speed: 218.932 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.818 [Epoch 125][Batch 759], Speed: 226.972 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 769], Speed: 243.380 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.818 [Epoch 125][Batch 779], Speed: 235.242 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.818 [Epoch 125][Batch 789], Speed: 232.809 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.818 [Epoch 125][Batch 799], Speed: 265.566 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.818 [Epoch 125][Batch 809], Speed: 239.640 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 819], Speed: 248.382 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 829], Speed: 253.817 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 839], Speed: 252.897 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 849], Speed: 244.312 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 859], Speed: 249.310 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 869], Speed: 254.702 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 125][Batch 879], Speed: 236.835 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 125][Batch 889], Speed: 247.258 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 899], Speed: 270.882 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125][Batch 909], Speed: 263.781 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 125] Training cost: 494.898, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 9], Speed: 109.082 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.229, HeatmapFocal=1.817 [Epoch 126][Batch 19], Speed: 252.814 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 29], Speed: 238.373 samples/sec, LR=5.000000000000001e-06, WHL1=0.241, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 126][Batch 39], Speed: 222.682 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 126][Batch 49], Speed: 246.797 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 126][Batch 59], Speed: 259.300 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.817 [Epoch 126][Batch 69], Speed: 259.865 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 79], Speed: 260.254 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 89], Speed: 245.874 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 99], Speed: 218.388 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 109], Speed: 225.235 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 119], Speed: 246.631 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 129], Speed: 285.071 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 139], Speed: 245.312 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 149], Speed: 250.675 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 159], Speed: 239.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 169], Speed: 242.515 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.817 [Epoch 126][Batch 179], Speed: 250.508 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 189], Speed: 245.840 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 199], Speed: 245.709 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 209], Speed: 252.546 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 219], Speed: 235.674 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 229], Speed: 257.149 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 239], Speed: 264.762 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 249], Speed: 229.366 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 259], Speed: 243.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 269], Speed: 226.246 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 279], Speed: 234.382 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 289], Speed: 216.088 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 299], Speed: 245.404 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 309], Speed: 237.896 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 319], Speed: 267.856 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 329], Speed: 243.755 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 339], Speed: 235.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 349], Speed: 235.850 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 359], Speed: 255.326 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 369], Speed: 249.015 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 379], Speed: 250.091 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 389], Speed: 226.857 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 399], Speed: 222.262 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 409], Speed: 244.305 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 419], Speed: 248.061 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 429], Speed: 241.791 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 439], Speed: 259.928 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 449], Speed: 240.442 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.816 [Epoch 126][Batch 459], Speed: 242.389 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 469], Speed: 243.562 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 479], Speed: 258.681 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 489], Speed: 229.204 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 499], Speed: 252.379 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 509], Speed: 228.937 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 519], Speed: 224.496 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 529], Speed: 241.283 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 539], Speed: 244.638 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 549], Speed: 247.746 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 559], Speed: 267.093 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 569], Speed: 237.737 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 579], Speed: 233.489 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 589], Speed: 229.085 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 599], Speed: 250.083 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.815 [Epoch 126][Batch 609], Speed: 232.727 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 619], Speed: 269.800 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 629], Speed: 230.999 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 639], Speed: 213.042 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 649], Speed: 239.709 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 659], Speed: 248.156 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 669], Speed: 232.444 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 679], Speed: 258.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 689], Speed: 239.695 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 699], Speed: 213.861 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 709], Speed: 243.168 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 719], Speed: 257.111 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 729], Speed: 225.706 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 739], Speed: 240.993 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 749], Speed: 233.084 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.815 [Epoch 126][Batch 759], Speed: 242.070 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 769], Speed: 262.238 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 779], Speed: 252.686 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 789], Speed: 230.293 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 799], Speed: 281.691 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 809], Speed: 242.698 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 819], Speed: 254.256 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 829], Speed: 251.153 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 839], Speed: 255.046 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 849], Speed: 255.983 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 859], Speed: 283.226 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 869], Speed: 255.371 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 879], Speed: 248.152 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 889], Speed: 271.306 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 899], Speed: 249.018 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126][Batch 909], Speed: 273.811 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 126] Training cost: 499.506, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 9], Speed: 122.518 samples/sec, LR=5.000000000000001e-06, WHL1=0.232, CenterRegL1=0.225, HeatmapFocal=1.814 [Epoch 127][Batch 19], Speed: 172.239 samples/sec, LR=5.000000000000001e-06, WHL1=0.237, CenterRegL1=0.227, HeatmapFocal=1.814 [Epoch 127][Batch 29], Speed: 235.325 samples/sec, LR=5.000000000000001e-06, WHL1=0.239, CenterRegL1=0.227, HeatmapFocal=1.814 [Epoch 127][Batch 39], Speed: 240.298 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 49], Speed: 233.325 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 59], Speed: 255.329 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 69], Speed: 274.735 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 79], Speed: 237.058 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 89], Speed: 231.635 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 99], Speed: 223.647 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 109], Speed: 225.819 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 119], Speed: 249.682 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.814 [Epoch 127][Batch 129], Speed: 282.910 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 139], Speed: 253.393 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 149], Speed: 223.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 159], Speed: 224.402 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 169], Speed: 233.308 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 179], Speed: 238.839 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 189], Speed: 258.021 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 199], Speed: 248.263 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 209], Speed: 237.153 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 219], Speed: 230.093 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 229], Speed: 233.593 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 239], Speed: 244.313 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 249], Speed: 257.156 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 259], Speed: 261.231 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 269], Speed: 230.929 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 279], Speed: 221.487 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 289], Speed: 239.955 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 299], Speed: 267.099 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 309], Speed: 251.341 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 319], Speed: 245.822 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 329], Speed: 215.484 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 339], Speed: 232.182 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 349], Speed: 248.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 359], Speed: 259.454 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 369], Speed: 234.220 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 379], Speed: 252.674 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 389], Speed: 225.097 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 399], Speed: 235.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 409], Speed: 245.184 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.813 [Epoch 127][Batch 419], Speed: 267.525 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 429], Speed: 275.406 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 439], Speed: 251.369 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 449], Speed: 249.901 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 459], Speed: 233.944 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 469], Speed: 226.071 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 479], Speed: 241.892 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 489], Speed: 280.031 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 499], Speed: 251.147 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 509], Speed: 231.036 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 519], Speed: 230.884 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 529], Speed: 226.886 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 539], Speed: 246.449 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 549], Speed: 253.762 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 559], Speed: 273.905 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 569], Speed: 223.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 579], Speed: 225.495 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 589], Speed: 246.097 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 599], Speed: 259.241 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 609], Speed: 241.345 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 619], Speed: 277.814 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 629], Speed: 234.482 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 639], Speed: 215.838 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 649], Speed: 228.443 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 659], Speed: 247.955 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 669], Speed: 265.469 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.812 [Epoch 127][Batch 679], Speed: 268.697 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 689], Speed: 223.760 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 699], Speed: 214.567 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 709], Speed: 252.188 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.812 [Epoch 127][Batch 719], Speed: 248.873 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 729], Speed: 250.000 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 739], Speed: 262.311 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 749], Speed: 229.512 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 759], Speed: 216.106 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 769], Speed: 259.294 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 779], Speed: 244.103 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 789], Speed: 252.804 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 799], Speed: 270.208 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 809], Speed: 255.916 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 819], Speed: 234.847 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 829], Speed: 270.799 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 839], Speed: 251.635 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 849], Speed: 266.893 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 859], Speed: 280.976 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 869], Speed: 258.851 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 879], Speed: 249.735 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 889], Speed: 256.756 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 899], Speed: 279.780 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127][Batch 909], Speed: 257.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 127] Training cost: 496.529, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 128][Batch 9], Speed: 117.068 samples/sec, LR=5.000000000000001e-06, WHL1=0.238, CenterRegL1=0.226, HeatmapFocal=1.811 [Epoch 128][Batch 19], Speed: 197.417 samples/sec, LR=5.000000000000001e-06, WHL1=0.240, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 128][Batch 29], Speed: 243.980 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 128][Batch 39], Speed: 206.846 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 128][Batch 49], Speed: 265.135 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 128][Batch 59], Speed: 248.139 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.811 [Epoch 128][Batch 69], Speed: 234.435 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 128][Batch 79], Speed: 265.583 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 128][Batch 89], Speed: 248.179 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.811 [Epoch 128][Batch 99], Speed: 214.678 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.810 [Epoch 128][Batch 109], Speed: 219.714 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.810 [Epoch 128][Batch 119], Speed: 234.741 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.810 [Epoch 128][Batch 129], Speed: 281.487 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.810 [Epoch 128][Batch 139], Speed: 259.951 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 149], Speed: 251.840 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 159], Speed: 236.469 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 169], Speed: 226.014 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 179], Speed: 239.950 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 189], Speed: 264.561 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 199], Speed: 252.028 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 209], Speed: 234.965 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 219], Speed: 214.586 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 229], Speed: 248.599 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 239], Speed: 269.910 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 249], Speed: 246.975 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 259], Speed: 256.913 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 269], Speed: 255.719 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 279], Speed: 211.270 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 289], Speed: 241.696 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 299], Speed: 253.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 309], Speed: 257.481 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 319], Speed: 254.746 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 329], Speed: 242.114 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 339], Speed: 210.559 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 349], Speed: 233.486 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 359], Speed: 259.748 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 369], Speed: 266.593 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 379], Speed: 239.429 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 389], Speed: 229.088 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.810 [Epoch 128][Batch 399], Speed: 228.183 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 409], Speed: 243.174 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 419], Speed: 244.775 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 429], Speed: 242.326 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 439], Speed: 232.808 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 449], Speed: 227.504 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 459], Speed: 217.012 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 469], Speed: 232.279 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 479], Speed: 263.864 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 489], Speed: 257.078 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 499], Speed: 257.638 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 509], Speed: 229.683 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 519], Speed: 215.613 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 529], Speed: 240.486 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 539], Speed: 253.185 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 549], Speed: 259.635 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 559], Speed: 255.051 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 569], Speed: 233.869 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 579], Speed: 223.515 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 589], Speed: 249.563 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 599], Speed: 261.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 609], Speed: 274.580 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 619], Speed: 265.476 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 629], Speed: 232.862 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 639], Speed: 214.481 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 649], Speed: 248.164 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 659], Speed: 245.431 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 669], Speed: 274.681 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 679], Speed: 255.674 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.809 [Epoch 128][Batch 689], Speed: 221.091 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 699], Speed: 208.369 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 709], Speed: 263.332 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 719], Speed: 233.815 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 729], Speed: 270.011 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 739], Speed: 250.398 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 749], Speed: 225.918 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 759], Speed: 215.614 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 769], Speed: 245.359 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 779], Speed: 243.775 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 789], Speed: 262.359 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 799], Speed: 284.091 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 809], Speed: 231.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 819], Speed: 250.918 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 829], Speed: 258.886 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 839], Speed: 233.586 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 849], Speed: 281.267 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 859], Speed: 264.581 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 869], Speed: 245.350 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 879], Speed: 252.126 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 889], Speed: 248.808 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 899], Speed: 253.252 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128][Batch 909], Speed: 261.078 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 128] Training cost: 500.357, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 129][Batch 9], Speed: 130.011 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.229, HeatmapFocal=1.808 [Epoch 129][Batch 19], Speed: 182.311 samples/sec, LR=5.000000000000001e-06, WHL1=0.241, CenterRegL1=0.228, HeatmapFocal=1.808 [Epoch 129][Batch 29], Speed: 227.410 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 129][Batch 39], Speed: 235.452 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 129][Batch 49], Speed: 256.259 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 129][Batch 59], Speed: 267.229 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.808 [Epoch 129][Batch 69], Speed: 255.367 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 79], Speed: 258.394 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 89], Speed: 218.519 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 99], Speed: 238.418 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 109], Speed: 237.547 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 119], Speed: 241.761 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 129], Speed: 260.855 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.807 [Epoch 129][Batch 139], Speed: 230.165 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.807 [Epoch 129][Batch 149], Speed: 225.339 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 159], Speed: 219.577 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 169], Speed: 237.879 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 179], Speed: 243.536 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 189], Speed: 269.421 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 199], Speed: 235.240 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 209], Speed: 240.650 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 219], Speed: 230.494 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 229], Speed: 249.726 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 239], Speed: 225.063 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 249], Speed: 233.290 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 259], Speed: 270.390 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 269], Speed: 235.965 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 279], Speed: 219.928 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 289], Speed: 217.637 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 299], Speed: 225.904 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 309], Speed: 274.064 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 319], Speed: 251.540 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 329], Speed: 238.892 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 339], Speed: 232.811 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 349], Speed: 235.301 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 359], Speed: 226.386 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.807 [Epoch 129][Batch 369], Speed: 247.019 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 379], Speed: 241.478 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 389], Speed: 227.373 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 399], Speed: 224.398 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 409], Speed: 244.055 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 419], Speed: 223.413 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 429], Speed: 245.518 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 439], Speed: 250.478 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 449], Speed: 231.210 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 459], Speed: 220.344 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 469], Speed: 231.196 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 479], Speed: 250.170 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 489], Speed: 261.268 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.806 [Epoch 129][Batch 499], Speed: 270.724 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 509], Speed: 232.173 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 519], Speed: 237.334 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 529], Speed: 229.373 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 539], Speed: 240.362 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 549], Speed: 254.410 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 559], Speed: 242.877 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 569], Speed: 246.097 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 579], Speed: 226.169 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 589], Speed: 236.747 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 599], Speed: 236.546 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 609], Speed: 236.226 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 619], Speed: 265.521 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 629], Speed: 233.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 639], Speed: 216.089 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 649], Speed: 230.291 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 659], Speed: 243.407 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 669], Speed: 260.072 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.806 [Epoch 129][Batch 679], Speed: 263.015 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 689], Speed: 239.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 699], Speed: 224.605 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 709], Speed: 209.702 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 719], Speed: 249.049 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 729], Speed: 235.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 739], Speed: 277.499 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 749], Speed: 237.126 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 759], Speed: 216.863 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 769], Speed: 242.502 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 779], Speed: 243.262 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 789], Speed: 251.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 799], Speed: 246.997 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 809], Speed: 243.421 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 819], Speed: 261.366 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 829], Speed: 254.786 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 839], Speed: 260.352 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 849], Speed: 258.160 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 859], Speed: 286.237 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 869], Speed: 246.549 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 879], Speed: 252.318 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 889], Speed: 265.095 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 899], Speed: 281.484 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129][Batch 909], Speed: 247.167 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 129] Training cost: 499.297, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 130][Batch 9], Speed: 131.205 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 130][Batch 19], Speed: 240.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.229, HeatmapFocal=1.805 [Epoch 130][Batch 29], Speed: 242.146 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 130][Batch 39], Speed: 237.078 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 130][Batch 49], Speed: 265.160 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.805 [Epoch 130][Batch 59], Speed: 269.445 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 69], Speed: 246.777 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 79], Speed: 248.102 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 89], Speed: 248.390 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 99], Speed: 229.512 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 109], Speed: 244.347 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 119], Speed: 224.461 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 129], Speed: 272.466 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 139], Speed: 230.095 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 149], Speed: 233.151 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 159], Speed: 253.677 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 169], Speed: 224.620 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 179], Speed: 236.518 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 189], Speed: 260.443 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 199], Speed: 228.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 209], Speed: 241.654 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 219], Speed: 241.179 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.804 [Epoch 130][Batch 229], Speed: 225.311 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 239], Speed: 224.771 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 249], Speed: 283.066 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 259], Speed: 232.708 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 269], Speed: 247.988 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 279], Speed: 262.739 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 289], Speed: 240.529 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 299], Speed: 234.628 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 309], Speed: 266.330 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 319], Speed: 223.658 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 329], Speed: 230.958 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 339], Speed: 251.976 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 349], Speed: 239.470 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 359], Speed: 246.172 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.804 [Epoch 130][Batch 369], Speed: 267.071 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 379], Speed: 221.727 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 389], Speed: 239.195 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 399], Speed: 249.224 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 409], Speed: 234.155 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 419], Speed: 228.335 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 429], Speed: 240.135 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 439], Speed: 242.132 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 449], Speed: 236.392 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 459], Speed: 238.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 469], Speed: 214.297 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 479], Speed: 238.713 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 489], Speed: 269.333 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 499], Speed: 221.844 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 509], Speed: 244.709 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 519], Speed: 239.528 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 529], Speed: 240.135 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 539], Speed: 222.256 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 549], Speed: 271.129 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 559], Speed: 245.363 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 569], Speed: 239.849 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 579], Speed: 252.513 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 589], Speed: 220.483 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 599], Speed: 247.562 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 609], Speed: 262.948 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 619], Speed: 243.665 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 629], Speed: 257.139 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 639], Speed: 232.123 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 649], Speed: 217.144 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 659], Speed: 223.676 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.803 [Epoch 130][Batch 669], Speed: 251.358 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 679], Speed: 244.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 689], Speed: 231.224 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 699], Speed: 242.522 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 709], Speed: 244.218 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 719], Speed: 218.639 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 729], Speed: 264.646 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 739], Speed: 241.905 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 749], Speed: 241.454 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 759], Speed: 230.254 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 769], Speed: 236.568 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 779], Speed: 228.524 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 789], Speed: 221.117 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 799], Speed: 224.269 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 809], Speed: 234.546 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 819], Speed: 274.810 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 829], Speed: 247.773 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 839], Speed: 278.918 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 849], Speed: 251.185 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 859], Speed: 282.379 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 869], Speed: 257.624 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 879], Speed: 250.443 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 889], Speed: 262.001 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 899], Speed: 267.163 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130][Batch 909], Speed: 259.286 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130] Training cost: 506.707, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 130] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.265 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.432 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.275 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.082 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.280 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.136 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.408 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.631 person=38.2 bicycle=18.7 car=22.9 motorcycle=29.8 airplane=50.0 bus=50.1 train=52.4 truck=21.2 boat=12.5 traffic light=11.9 fire hydrant=50.6 stop sign=50.1 parking meter=29.3 bench=13.0 bird=19.9 cat=55.3 dog=48.6 horse=40.8 sheep=36.0 cow=35.2 elephant=51.1 bear=62.0 zebra=56.4 giraffe=57.5 backpack=5.1 umbrella=23.6 handbag=4.1 tie=17.6 suitcase=21.7 frisbee=39.3 skis=11.9 snowboard=16.2 sports ball=19.8 kite=22.4 baseball bat=12.5 baseball glove=17.3 skateboard=34.2 surfboard=19.8 tennis racket=27.9 bottle=19.4 wine glass=18.1 cup=22.4 fork=12.8 knife=4.0 spoon=3.5 bowl=25.2 banana=13.5 apple=10.6 sandwich=24.1 orange=22.1 broccoli=14.4 carrot=12.2 hot dog=22.4 pizza=36.5 donut=30.8 cake=21.5 chair=15.6 couch=36.5 potted plant=13.9 bed=33.1 dining table=19.3 toilet=51.7 tv=42.5 laptop=43.3 mouse=37.0 remote=8.7 keyboard=35.5 cell phone=19.2 microwave=39.1 oven=25.5 toaster=6.4 sink=22.1 refrigerator=40.7 book=2.3 clock=34.2 vase=22.9 scissors=12.1 teddy bear=32.9 hair drier=0.1 toothbrush=7.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.5 [Epoch 131][Batch 9], Speed: 111.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.234, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 131][Batch 19], Speed: 230.842 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.229, HeatmapFocal=1.802 [Epoch 131][Batch 29], Speed: 220.157 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.229, HeatmapFocal=1.802 [Epoch 131][Batch 39], Speed: 218.793 samples/sec, LR=5.000000000000001e-06, WHL1=0.254, CenterRegL1=0.229, HeatmapFocal=1.802 [Epoch 131][Batch 49], Speed: 271.480 samples/sec, LR=5.000000000000001e-06, WHL1=0.254, CenterRegL1=0.228, HeatmapFocal=1.802 [Epoch 131][Batch 59], Speed: 253.790 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 69], Speed: 264.656 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 79], Speed: 248.558 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 89], Speed: 235.421 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 99], Speed: 235.737 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 109], Speed: 236.956 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 119], Speed: 220.630 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 129], Speed: 278.137 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 139], Speed: 228.986 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 149], Speed: 239.333 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 159], Speed: 215.694 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 169], Speed: 232.873 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 179], Speed: 249.909 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 189], Speed: 241.207 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 199], Speed: 225.784 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 209], Speed: 250.080 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 219], Speed: 225.303 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 229], Speed: 238.982 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 239], Speed: 230.899 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 249], Speed: 253.659 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 259], Speed: 221.174 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 269], Speed: 238.706 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.801 [Epoch 131][Batch 279], Speed: 231.462 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 289], Speed: 236.996 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 299], Speed: 248.377 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 309], Speed: 255.869 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 319], Speed: 237.338 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 329], Speed: 235.970 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 339], Speed: 233.158 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 349], Speed: 245.210 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 359], Speed: 241.814 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.801 [Epoch 131][Batch 369], Speed: 245.473 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 379], Speed: 236.800 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 389], Speed: 262.730 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 399], Speed: 228.145 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.800 [Epoch 131][Batch 409], Speed: 236.641 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 419], Speed: 232.445 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 429], Speed: 247.722 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 439], Speed: 241.338 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 449], Speed: 250.754 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 459], Speed: 222.059 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 469], Speed: 237.242 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 479], Speed: 225.143 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 489], Speed: 239.278 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 499], Speed: 244.753 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 509], Speed: 251.412 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 519], Speed: 214.155 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 529], Speed: 226.855 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 539], Speed: 237.368 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 549], Speed: 251.476 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 559], Speed: 224.589 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 569], Speed: 228.506 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 579], Speed: 232.341 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 589], Speed: 239.337 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 599], Speed: 230.793 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 609], Speed: 251.776 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 619], Speed: 255.451 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 629], Speed: 233.468 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 639], Speed: 227.961 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 649], Speed: 223.897 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 659], Speed: 232.254 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.800 [Epoch 131][Batch 669], Speed: 247.506 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 679], Speed: 220.734 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 689], Speed: 238.370 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 699], Speed: 218.761 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 709], Speed: 226.428 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 719], Speed: 245.984 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 729], Speed: 245.946 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 739], Speed: 235.634 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 749], Speed: 224.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 759], Speed: 233.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 769], Speed: 226.015 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 779], Speed: 230.109 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 789], Speed: 239.781 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 799], Speed: 263.664 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 809], Speed: 233.002 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 819], Speed: 254.682 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 829], Speed: 253.768 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 131][Batch 839], Speed: 258.455 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 849], Speed: 275.955 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 859], Speed: 253.094 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 869], Speed: 275.832 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 879], Speed: 256.301 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 889], Speed: 252.909 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 899], Speed: 256.803 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131][Batch 909], Speed: 245.873 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 131] Training cost: 501.842, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 132][Batch 9], Speed: 123.144 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 132][Batch 19], Speed: 173.534 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.799 [Epoch 132][Batch 29], Speed: 224.722 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 132][Batch 39], Speed: 223.441 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 132][Batch 49], Speed: 239.110 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 132][Batch 59], Speed: 259.177 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.799 [Epoch 132][Batch 69], Speed: 279.574 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 79], Speed: 272.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 89], Speed: 255.705 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 99], Speed: 230.438 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 109], Speed: 224.808 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 119], Speed: 234.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 129], Speed: 273.060 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 139], Speed: 257.750 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 149], Speed: 239.581 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 159], Speed: 221.964 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 169], Speed: 249.530 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 179], Speed: 247.452 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 189], Speed: 274.409 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 199], Speed: 236.008 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 209], Speed: 233.035 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 219], Speed: 215.774 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 229], Speed: 257.540 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 239], Speed: 241.916 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 249], Speed: 283.587 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 259], Speed: 256.068 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 269], Speed: 236.337 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 279], Speed: 220.680 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 289], Speed: 247.715 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 299], Speed: 234.248 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 309], Speed: 274.974 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 319], Speed: 251.959 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.798 [Epoch 132][Batch 329], Speed: 237.089 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 339], Speed: 229.380 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 349], Speed: 248.221 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 359], Speed: 248.890 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 369], Speed: 272.184 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.798 [Epoch 132][Batch 379], Speed: 230.766 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 389], Speed: 235.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 399], Speed: 218.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 409], Speed: 245.351 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 419], Speed: 241.318 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 429], Speed: 248.746 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 439], Speed: 237.815 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 449], Speed: 237.601 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 459], Speed: 219.245 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 469], Speed: 262.967 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 479], Speed: 258.333 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 489], Speed: 270.682 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 499], Speed: 235.051 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 509], Speed: 233.703 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 519], Speed: 230.885 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 529], Speed: 258.224 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 539], Speed: 223.921 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 549], Speed: 248.732 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 559], Speed: 248.756 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 569], Speed: 230.898 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 579], Speed: 221.613 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 589], Speed: 249.929 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 599], Speed: 251.719 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 609], Speed: 257.681 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 619], Speed: 249.951 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 629], Speed: 222.313 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 639], Speed: 235.136 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 649], Speed: 243.780 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 659], Speed: 237.114 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 669], Speed: 244.856 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 679], Speed: 238.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 689], Speed: 250.367 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.797 [Epoch 132][Batch 699], Speed: 216.289 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 709], Speed: 239.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 719], Speed: 242.153 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 729], Speed: 251.532 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 739], Speed: 249.451 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 749], Speed: 232.138 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 759], Speed: 234.440 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 769], Speed: 259.143 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 779], Speed: 227.573 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 789], Speed: 238.211 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 799], Speed: 283.946 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 809], Speed: 259.642 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 819], Speed: 255.559 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 829], Speed: 250.895 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 839], Speed: 257.820 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 849], Speed: 270.855 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 859], Speed: 256.972 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 869], Speed: 252.514 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 879], Speed: 253.219 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 889], Speed: 268.850 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 899], Speed: 263.846 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132][Batch 909], Speed: 274.810 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 132] Training cost: 499.160, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 9], Speed: 118.090 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.796 [Epoch 133][Batch 19], Speed: 168.894 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 29], Speed: 237.640 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 39], Speed: 237.292 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 49], Speed: 233.497 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 59], Speed: 256.870 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 69], Speed: 261.291 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 79], Speed: 218.351 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.796 [Epoch 133][Batch 89], Speed: 246.877 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 99], Speed: 213.155 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 109], Speed: 231.493 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 119], Speed: 247.211 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 129], Speed: 246.390 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 139], Speed: 245.979 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 149], Speed: 233.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 159], Speed: 225.676 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 169], Speed: 240.040 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 179], Speed: 241.570 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 189], Speed: 254.561 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 199], Speed: 243.893 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 209], Speed: 224.856 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 219], Speed: 234.420 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 229], Speed: 234.794 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 239], Speed: 243.839 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 249], Speed: 259.685 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 259], Speed: 231.472 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 269], Speed: 235.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 279], Speed: 229.980 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 289], Speed: 232.086 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 299], Speed: 234.920 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 309], Speed: 267.617 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 319], Speed: 224.658 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 329], Speed: 228.299 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.795 [Epoch 133][Batch 339], Speed: 218.459 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 349], Speed: 253.164 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 359], Speed: 245.161 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 369], Speed: 268.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 379], Speed: 241.490 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 389], Speed: 230.087 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 399], Speed: 234.906 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.795 [Epoch 133][Batch 409], Speed: 222.045 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 419], Speed: 239.592 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 429], Speed: 241.914 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 439], Speed: 236.138 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 449], Speed: 222.936 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 459], Speed: 229.191 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 469], Speed: 239.391 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 479], Speed: 228.581 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 489], Speed: 245.161 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 499], Speed: 219.452 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 509], Speed: 226.185 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 519], Speed: 227.009 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 529], Speed: 239.247 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 539], Speed: 225.895 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 549], Speed: 257.866 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 559], Speed: 226.483 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 569], Speed: 228.591 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 579], Speed: 215.718 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 589], Speed: 237.221 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 599], Speed: 238.694 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 609], Speed: 252.501 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 619], Speed: 244.218 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 629], Speed: 227.061 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 639], Speed: 216.705 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 649], Speed: 223.671 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 659], Speed: 226.062 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 669], Speed: 248.938 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 679], Speed: 245.710 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 689], Speed: 217.488 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 699], Speed: 214.912 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 709], Speed: 236.349 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 719], Speed: 227.309 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.794 [Epoch 133][Batch 729], Speed: 271.800 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 739], Speed: 235.333 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 749], Speed: 227.867 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 759], Speed: 221.875 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 769], Speed: 228.281 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 779], Speed: 233.465 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 789], Speed: 259.916 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 799], Speed: 224.378 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 809], Speed: 243.628 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 819], Speed: 248.215 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 829], Speed: 279.389 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 839], Speed: 256.270 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 849], Speed: 246.514 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 859], Speed: 270.058 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 869], Speed: 234.944 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 879], Speed: 245.594 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 889], Speed: 231.201 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 899], Speed: 244.334 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133][Batch 909], Speed: 248.694 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 133] Training cost: 503.449, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 9], Speed: 127.898 samples/sec, LR=5.000000000000001e-06, WHL1=0.237, CenterRegL1=0.229, HeatmapFocal=1.793 [Epoch 134][Batch 19], Speed: 169.650 samples/sec, LR=5.000000000000001e-06, WHL1=0.236, CenterRegL1=0.229, HeatmapFocal=1.793 [Epoch 134][Batch 29], Speed: 239.433 samples/sec, LR=5.000000000000001e-06, WHL1=0.239, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 39], Speed: 217.083 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 49], Speed: 261.862 samples/sec, LR=5.000000000000001e-06, WHL1=0.241, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 59], Speed: 269.937 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 69], Speed: 269.852 samples/sec, LR=5.000000000000001e-06, WHL1=0.241, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 79], Speed: 257.844 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 89], Speed: 245.447 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 99], Speed: 221.413 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 109], Speed: 246.246 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 119], Speed: 225.742 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.793 [Epoch 134][Batch 129], Speed: 278.491 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 139], Speed: 236.439 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 149], Speed: 232.474 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 159], Speed: 233.940 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 169], Speed: 246.421 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 179], Speed: 227.253 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 189], Speed: 254.276 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 199], Speed: 243.240 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 209], Speed: 241.738 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 219], Speed: 228.793 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 229], Speed: 252.756 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 239], Speed: 267.516 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 249], Speed: 228.422 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.792 [Epoch 134][Batch 259], Speed: 238.066 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 269], Speed: 246.372 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 279], Speed: 220.670 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 289], Speed: 251.062 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 299], Speed: 262.732 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 309], Speed: 238.717 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 319], Speed: 237.799 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 329], Speed: 235.772 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 339], Speed: 243.422 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 349], Speed: 258.871 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 359], Speed: 243.780 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 369], Speed: 240.338 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 379], Speed: 243.041 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 389], Speed: 234.165 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 399], Speed: 228.386 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 409], Speed: 234.814 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 419], Speed: 247.483 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 429], Speed: 271.491 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 439], Speed: 239.809 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 449], Speed: 206.310 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.792 [Epoch 134][Batch 459], Speed: 224.018 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 469], Speed: 238.812 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 479], Speed: 245.506 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 489], Speed: 271.538 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 499], Speed: 250.184 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 509], Speed: 224.745 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 519], Speed: 221.482 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 529], Speed: 245.094 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 539], Speed: 243.177 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 549], Speed: 245.489 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 559], Speed: 242.774 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 569], Speed: 236.018 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 579], Speed: 232.237 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 589], Speed: 229.207 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 599], Speed: 262.010 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 609], Speed: 268.442 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.791 [Epoch 134][Batch 619], Speed: 236.296 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 629], Speed: 241.881 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 639], Speed: 234.529 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 649], Speed: 241.748 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 659], Speed: 251.818 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 669], Speed: 260.030 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 679], Speed: 246.032 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 689], Speed: 243.660 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 699], Speed: 214.853 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 709], Speed: 234.144 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 719], Speed: 242.552 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 729], Speed: 270.597 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 739], Speed: 222.091 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 749], Speed: 222.535 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 759], Speed: 230.948 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 769], Speed: 246.567 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.791 [Epoch 134][Batch 779], Speed: 238.894 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 789], Speed: 255.929 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 799], Speed: 241.962 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 809], Speed: 257.588 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 819], Speed: 262.391 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 829], Speed: 247.827 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 839], Speed: 247.927 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 849], Speed: 279.157 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 859], Speed: 253.230 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 869], Speed: 246.369 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 879], Speed: 242.047 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 889], Speed: 247.267 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 899], Speed: 268.262 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134][Batch 909], Speed: 253.920 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 134] Training cost: 501.522, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 9], Speed: 144.193 samples/sec, LR=5.000000000000001e-06, WHL1=0.255, CenterRegL1=0.227, HeatmapFocal=1.790 [Epoch 135][Batch 19], Speed: 163.491 samples/sec, LR=5.000000000000001e-06, WHL1=0.254, CenterRegL1=0.227, HeatmapFocal=1.790 [Epoch 135][Batch 29], Speed: 213.372 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 39], Speed: 223.027 samples/sec, LR=5.000000000000001e-06, WHL1=0.251, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 49], Speed: 234.309 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 59], Speed: 265.223 samples/sec, LR=5.000000000000001e-06, WHL1=0.252, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 69], Speed: 277.699 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 79], Speed: 270.494 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 89], Speed: 244.326 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 99], Speed: 226.962 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 109], Speed: 243.557 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 119], Speed: 234.766 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 129], Speed: 285.549 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 139], Speed: 261.527 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 149], Speed: 224.973 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 159], Speed: 213.160 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 169], Speed: 267.115 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 179], Speed: 265.898 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.790 [Epoch 135][Batch 189], Speed: 264.436 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 199], Speed: 256.328 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 209], Speed: 241.491 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 219], Speed: 235.574 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 229], Speed: 262.494 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 239], Speed: 250.999 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 249], Speed: 244.732 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 259], Speed: 242.808 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 269], Speed: 229.469 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 279], Speed: 228.002 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 289], Speed: 261.810 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 299], Speed: 264.433 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 309], Speed: 234.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 319], Speed: 266.922 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 329], Speed: 235.696 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 339], Speed: 228.056 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 349], Speed: 248.621 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 359], Speed: 236.936 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 369], Speed: 252.952 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 379], Speed: 265.838 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 389], Speed: 236.839 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 399], Speed: 229.442 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 409], Speed: 242.778 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 419], Speed: 247.520 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 429], Speed: 262.628 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 439], Speed: 234.228 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 449], Speed: 234.931 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 459], Speed: 222.878 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 469], Speed: 261.891 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 479], Speed: 252.553 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 489], Speed: 250.044 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 499], Speed: 244.714 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.789 [Epoch 135][Batch 509], Speed: 229.752 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 519], Speed: 229.658 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 529], Speed: 255.368 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 539], Speed: 223.215 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 549], Speed: 257.582 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 559], Speed: 250.080 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 569], Speed: 230.183 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 579], Speed: 224.596 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 589], Speed: 256.519 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 599], Speed: 230.111 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 609], Speed: 246.988 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 619], Speed: 248.287 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 629], Speed: 231.696 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 639], Speed: 210.572 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 649], Speed: 241.252 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 659], Speed: 232.478 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 669], Speed: 234.250 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 679], Speed: 256.255 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 689], Speed: 238.321 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 699], Speed: 229.454 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 709], Speed: 256.933 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 719], Speed: 245.526 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 729], Speed: 233.912 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 739], Speed: 254.279 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 749], Speed: 224.100 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 759], Speed: 216.870 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 769], Speed: 236.285 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 779], Speed: 250.485 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 789], Speed: 256.170 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 799], Speed: 253.781 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 809], Speed: 257.250 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 819], Speed: 245.989 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 829], Speed: 258.154 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.788 [Epoch 135][Batch 839], Speed: 243.613 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 849], Speed: 254.968 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 859], Speed: 264.990 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 869], Speed: 254.253 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 879], Speed: 262.910 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 889], Speed: 272.426 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 899], Speed: 238.787 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135][Batch 909], Speed: 254.254 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 135] Training cost: 498.069, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 9], Speed: 120.171 samples/sec, LR=5.000000000000001e-06, WHL1=0.257, CenterRegL1=0.226, HeatmapFocal=1.787 [Epoch 136][Batch 19], Speed: 174.555 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.227, HeatmapFocal=1.787 [Epoch 136][Batch 29], Speed: 237.697 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.787 [Epoch 136][Batch 39], Speed: 237.269 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.787 [Epoch 136][Batch 49], Speed: 272.914 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.787 [Epoch 136][Batch 59], Speed: 273.864 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 69], Speed: 270.850 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 79], Speed: 242.004 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 89], Speed: 245.863 samples/sec, LR=5.000000000000001e-06, WHL1=0.250, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 99], Speed: 218.874 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 109], Speed: 249.337 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 119], Speed: 243.538 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 129], Speed: 269.205 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 139], Speed: 239.467 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 149], Speed: 244.996 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 159], Speed: 241.853 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 169], Speed: 255.351 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 179], Speed: 255.930 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 189], Speed: 260.882 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 199], Speed: 231.303 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 209], Speed: 242.075 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 219], Speed: 259.190 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 229], Speed: 246.528 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 239], Speed: 221.287 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 249], Speed: 252.919 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.787 [Epoch 136][Batch 259], Speed: 243.255 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 269], Speed: 224.003 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 279], Speed: 266.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 289], Speed: 269.666 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 299], Speed: 246.504 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 309], Speed: 251.960 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 319], Speed: 241.335 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 329], Speed: 233.521 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 339], Speed: 254.910 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 349], Speed: 243.312 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 359], Speed: 234.619 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 369], Speed: 261.255 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 379], Speed: 251.471 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.786 [Epoch 136][Batch 389], Speed: 231.062 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 399], Speed: 253.038 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 409], Speed: 246.915 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 419], Speed: 242.602 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 429], Speed: 265.116 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 439], Speed: 225.163 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 449], Speed: 223.834 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 459], Speed: 285.172 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 469], Speed: 243.093 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 479], Speed: 244.268 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 489], Speed: 255.554 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 499], Speed: 218.129 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 509], Speed: 233.711 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 519], Speed: 244.654 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 529], Speed: 249.779 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 539], Speed: 234.866 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 549], Speed: 256.160 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 559], Speed: 255.042 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 569], Speed: 232.239 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 579], Speed: 275.821 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.786 [Epoch 136][Batch 589], Speed: 264.056 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 599], Speed: 244.008 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 609], Speed: 266.024 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 619], Speed: 253.594 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 629], Speed: 250.732 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 639], Speed: 247.075 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 649], Speed: 242.595 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 659], Speed: 245.742 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 669], Speed: 265.237 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 679], Speed: 241.457 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 689], Speed: 231.402 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 699], Speed: 275.921 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 709], Speed: 268.424 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 719], Speed: 242.384 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.785 [Epoch 136][Batch 729], Speed: 260.444 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 739], Speed: 259.463 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 749], Speed: 231.765 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 759], Speed: 262.588 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 769], Speed: 246.697 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 779], Speed: 256.311 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 789], Speed: 243.731 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 799], Speed: 257.446 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 809], Speed: 250.451 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 819], Speed: 265.988 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 829], Speed: 252.122 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 839], Speed: 249.660 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 849], Speed: 251.561 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 859], Speed: 267.983 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 869], Speed: 248.305 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 879], Speed: 260.346 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 889], Speed: 261.429 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 899], Speed: 285.551 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136][Batch 909], Speed: 253.152 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 136] Training cost: 499.496, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.785 [Epoch 137][Batch 9], Speed: 114.206 samples/sec, LR=5.000000000000001e-06, WHL1=0.238, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 19], Speed: 207.541 samples/sec, LR=5.000000000000001e-06, WHL1=0.240, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 29], Speed: 243.298 samples/sec, LR=5.000000000000001e-06, WHL1=0.242, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 39], Speed: 250.952 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 49], Speed: 224.535 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 59], Speed: 265.225 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 69], Speed: 276.701 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 79], Speed: 235.357 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 89], Speed: 241.238 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 99], Speed: 229.482 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 109], Speed: 235.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 119], Speed: 247.266 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 129], Speed: 282.006 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 139], Speed: 217.789 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 149], Speed: 212.905 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 159], Speed: 257.977 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 169], Speed: 233.129 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 179], Speed: 270.523 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 189], Speed: 244.281 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 199], Speed: 225.957 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.784 [Epoch 137][Batch 209], Speed: 237.832 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 219], Speed: 255.123 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 229], Speed: 240.157 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 239], Speed: 253.221 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 249], Speed: 275.680 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 259], Speed: 237.762 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 269], Speed: 229.038 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 279], Speed: 259.468 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 289], Speed: 223.956 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 299], Speed: 255.696 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 309], Speed: 252.640 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 319], Speed: 247.590 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 329], Speed: 257.459 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.784 [Epoch 137][Batch 339], Speed: 275.934 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 349], Speed: 228.497 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 359], Speed: 239.830 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 369], Speed: 257.533 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 379], Speed: 249.640 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 389], Speed: 220.089 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 399], Speed: 265.710 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 409], Speed: 221.964 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 419], Speed: 230.915 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 429], Speed: 259.591 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 439], Speed: 226.243 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 449], Speed: 230.572 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 459], Speed: 255.370 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 469], Speed: 239.342 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 479], Speed: 245.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 489], Speed: 266.823 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 499], Speed: 239.294 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 509], Speed: 226.354 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 519], Speed: 263.452 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 529], Speed: 227.134 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 539], Speed: 222.141 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 549], Speed: 265.832 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 559], Speed: 230.149 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 569], Speed: 237.056 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 579], Speed: 281.018 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 589], Speed: 237.030 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 599], Speed: 237.147 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 609], Speed: 270.306 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 619], Speed: 239.718 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 629], Speed: 233.270 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 639], Speed: 252.895 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 649], Speed: 221.678 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.783 [Epoch 137][Batch 659], Speed: 227.955 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.783 [Epoch 137][Batch 669], Speed: 264.127 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.783 [Epoch 137][Batch 679], Speed: 248.621 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 689], Speed: 240.197 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 699], Speed: 250.229 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 709], Speed: 246.547 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 719], Speed: 235.810 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 729], Speed: 258.196 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 739], Speed: 220.502 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 749], Speed: 234.059 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 759], Speed: 261.354 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 769], Speed: 222.322 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 779], Speed: 235.417 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 789], Speed: 269.352 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 799], Speed: 257.806 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 809], Speed: 235.670 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 819], Speed: 251.450 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 829], Speed: 273.074 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 839], Speed: 262.481 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 849], Speed: 249.084 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 859], Speed: 258.415 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 869], Speed: 244.705 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 879], Speed: 267.002 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 889], Speed: 242.437 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 899], Speed: 265.348 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137][Batch 909], Speed: 252.292 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 137] Training cost: 504.242, WHL1=0.245, CenterRegL1=0.227, HeatmapFocal=1.782 [Epoch 138][Batch 9], Speed: 130.236 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 19], Speed: 168.540 samples/sec, LR=5.000000000000001e-06, WHL1=0.253, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 29], Speed: 233.499 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 39], Speed: 233.823 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 49], Speed: 229.105 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 59], Speed: 259.665 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 69], Speed: 267.403 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 79], Speed: 241.864 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 89], Speed: 247.003 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.782 [Epoch 138][Batch 99], Speed: 240.052 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 109], Speed: 238.116 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 119], Speed: 239.991 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 129], Speed: 259.307 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 139], Speed: 238.075 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 149], Speed: 220.504 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 159], Speed: 230.814 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 169], Speed: 228.450 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 179], Speed: 247.775 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 189], Speed: 265.217 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 199], Speed: 229.043 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 209], Speed: 243.138 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 219], Speed: 240.310 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 229], Speed: 237.892 samples/sec, LR=5.000000000000001e-06, WHL1=0.244, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 239], Speed: 240.574 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 249], Speed: 262.162 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 259], Speed: 214.662 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 269], Speed: 226.410 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 279], Speed: 227.991 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 289], Speed: 237.280 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 299], Speed: 235.588 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 309], Speed: 236.266 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 319], Speed: 237.420 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 329], Speed: 241.818 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 339], Speed: 241.912 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 349], Speed: 238.684 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 359], Speed: 246.642 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 369], Speed: 258.555 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 379], Speed: 232.017 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 389], Speed: 234.606 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 399], Speed: 233.394 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 409], Speed: 229.357 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 419], Speed: 245.017 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 429], Speed: 252.346 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.781 [Epoch 138][Batch 439], Speed: 226.961 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 449], Speed: 254.758 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 459], Speed: 254.365 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 469], Speed: 226.122 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 479], Speed: 238.161 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 489], Speed: 236.909 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 499], Speed: 247.471 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 509], Speed: 221.635 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 519], Speed: 235.203 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 529], Speed: 221.411 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 539], Speed: 228.782 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 549], Speed: 235.791 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 559], Speed: 247.184 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 569], Speed: 232.878 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 579], Speed: 246.797 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 589], Speed: 224.112 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 599], Speed: 237.469 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 609], Speed: 257.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 619], Speed: 243.011 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 629], Speed: 225.467 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 639], Speed: 236.374 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 649], Speed: 228.215 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 659], Speed: 247.154 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 669], Speed: 238.415 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 679], Speed: 241.502 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 689], Speed: 234.791 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 699], Speed: 256.056 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 709], Speed: 228.232 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 719], Speed: 241.083 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 729], Speed: 251.115 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 739], Speed: 241.231 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 749], Speed: 238.289 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 759], Speed: 227.798 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 769], Speed: 221.867 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 779], Speed: 244.720 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.780 [Epoch 138][Batch 789], Speed: 265.810 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 799], Speed: 241.215 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 809], Speed: 247.366 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 819], Speed: 240.667 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 829], Speed: 262.305 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 839], Speed: 269.588 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 849], Speed: 272.473 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 859], Speed: 290.865 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 869], Speed: 234.225 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 879], Speed: 264.379 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 889], Speed: 257.531 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 899], Speed: 249.900 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138][Batch 909], Speed: 263.275 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 138] Training cost: 505.995, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 9], Speed: 116.969 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.226, HeatmapFocal=1.779 [Epoch 139][Batch 19], Speed: 143.238 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.226, HeatmapFocal=1.779 [Epoch 139][Batch 29], Speed: 242.716 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 39], Speed: 210.031 samples/sec, LR=5.000000000000001e-06, WHL1=0.243, CenterRegL1=0.227, HeatmapFocal=1.779 [Epoch 139][Batch 49], Speed: 230.295 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 59], Speed: 270.906 samples/sec, LR=5.000000000000001e-06, WHL1=0.245, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 69], Speed: 256.389 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 79], Speed: 245.127 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 89], Speed: 246.117 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.779 [Epoch 139][Batch 99], Speed: 216.162 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 109], Speed: 223.364 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 119], Speed: 234.446 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 129], Speed: 272.936 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.779 [Epoch 139][Batch 139], Speed: 246.909 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 149], Speed: 224.776 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 159], Speed: 230.585 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 169], Speed: 224.459 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 179], Speed: 265.928 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.779 [Epoch 139][Batch 189], Speed: 261.730 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 199], Speed: 232.132 samples/sec, LR=5.000000000000001e-06, WHL1=0.249, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 209], Speed: 251.377 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.779 [Epoch 139][Batch 219], Speed: 236.307 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.778 [Epoch 139][Batch 229], Speed: 230.228 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.778 [Epoch 139][Batch 239], Speed: 221.126 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 249], Speed: 262.033 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 259], Speed: 253.553 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.228, HeatmapFocal=1.778 [Epoch 139][Batch 269], Speed: 231.466 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 279], Speed: 233.098 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 289], Speed: 235.812 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 299], Speed: 232.880 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 309], Speed: 258.915 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 319], Speed: 229.231 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 329], Speed: 246.725 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 339], Speed: 223.866 samples/sec, LR=5.000000000000001e-06, WHL1=0.248, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 349], Speed: 231.233 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 359], Speed: 242.121 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 369], Speed: 249.045 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 379], Speed: 250.147 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 389], Speed: 235.508 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 399], Speed: 223.929 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 409], Speed: 233.666 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 419], Speed: 258.381 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 429], Speed: 262.866 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 439], Speed: 238.771 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 449], Speed: 234.932 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 459], Speed: 232.926 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 469], Speed: 241.113 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 479], Speed: 258.272 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 489], Speed: 250.494 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 499], Speed: 231.169 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 509], Speed: 236.082 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 519], Speed: 220.786 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 529], Speed: 238.031 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 539], Speed: 251.628 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 549], Speed: 267.645 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.778 [Epoch 139][Batch 559], Speed: 229.378 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 569], Speed: 231.932 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 579], Speed: 229.648 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 589], Speed: 232.508 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 599], Speed: 247.462 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 609], Speed: 247.221 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 619], Speed: 256.124 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 629], Speed: 229.956 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 639], Speed: 221.713 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 649], Speed: 231.424 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 659], Speed: 242.974 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 669], Speed: 263.515 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 679], Speed: 228.289 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 689], Speed: 239.273 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 699], Speed: 218.418 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 709], Speed: 256.347 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 719], Speed: 245.421 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 729], Speed: 256.843 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 739], Speed: 249.647 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 749], Speed: 227.565 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 759], Speed: 222.706 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 769], Speed: 258.342 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 779], Speed: 249.014 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 789], Speed: 260.521 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 799], Speed: 255.098 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 809], Speed: 246.676 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 819], Speed: 246.690 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 829], Speed: 246.395 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 839], Speed: 259.982 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 849], Speed: 255.503 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 859], Speed: 251.846 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 869], Speed: 245.376 samples/sec, LR=5.000000000000001e-06, WHL1=0.247, CenterRegL1=0.228, HeatmapFocal=1.777 [Epoch 139][Batch 879], Speed: 244.741 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 889], Speed: 256.321 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 899], Speed: 245.543 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.777 [Epoch 139][Batch 909], Speed: 278.173 samples/sec, LR=5.000000000000001e-06, WHL1=0.246, CenterRegL1=0.227, HeatmapFocal=1.776 [Epoch 139] Training cost: 503.734, WHL1=0.246, CenterRegL1=0.228, HeatmapFocal=1.776 [Epoch 139] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.266 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.433 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.082 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.281 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.137 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.409 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.629 person=38.2 bicycle=18.6 car=23.0 motorcycle=30.5 airplane=50.4 bus=50.2 train=52.6 truck=21.1 boat=12.4 traffic light=12.0 fire hydrant=50.2 stop sign=50.4 parking meter=29.4 bench=13.2 bird=20.1 cat=54.5 dog=48.1 horse=40.3 sheep=35.6 cow=35.2 elephant=51.3 bear=62.7 zebra=55.8 giraffe=57.6 backpack=5.2 umbrella=23.8 handbag=4.3 tie=17.2 suitcase=21.7 frisbee=40.1 skis=11.7 snowboard=16.5 sports ball=19.8 kite=22.8 baseball bat=13.2 baseball glove=17.1 skateboard=33.5 surfboard=19.7 tennis racket=27.9 bottle=19.4 wine glass=18.1 cup=22.8 fork=12.8 knife=4.2 spoon=3.5 bowl=25.4 banana=13.4 apple=11.0 sandwich=24.8 orange=22.1 broccoli=14.4 carrot=12.7 hot dog=22.5 pizza=36.3 donut=30.8 cake=21.8 chair=15.7 couch=36.6 potted plant=13.9 bed=32.7 dining table=19.5 toilet=52.1 tv=42.8 laptop=43.3 mouse=36.3 remote=8.4 keyboard=34.9 cell phone=19.3 microwave=38.3 oven=25.5 toaster=7.3 sink=22.4 refrigerator=40.1 book=2.5 clock=34.5 vase=22.9 scissors=12.1 teddy bear=34.1 hair drier=0.1 toothbrush=7.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.6