Namespace(batch_size=32, data_shape=512, dataset='coco', epochs=240, gpus='0,1,2,3', log_interval=100, lr=0.001, lr_decay=0.1, lr_decay_epoch='160,200', momentum=0.9, network='vgg16_atrous', num_workers=30, resume='', save_interval=10, save_prefix='ssd_512_vgg16_atrous_coco', seed=233, start_epoch=0, val_interval=10, wd=0.0005)
Start training from [Epoch 0]
[Epoch 0][Batch 99], Speed: 60.844 samples/sec, CrossEntropy=9.406, SmoothL1=3.445
[Epoch 0][Batch 199], Speed: 77.586 samples/sec, CrossEntropy=7.882, SmoothL1=3.287
[Epoch 0][Batch 299], Speed: 61.508 samples/sec, CrossEntropy=7.268, SmoothL1=3.142
[Epoch 0][Batch 399], Speed: 81.658 samples/sec, CrossEntropy=6.920, SmoothL1=3.034
[Epoch 0][Batch 499], Speed: 81.676 samples/sec, CrossEntropy=6.699, SmoothL1=2.947
[Epoch 0][Batch 599], Speed: 79.501 samples/sec, CrossEntropy=6.529, SmoothL1=2.880
[Epoch 0][Batch 699], Speed: 73.161 samples/sec, CrossEntropy=6.406, SmoothL1=2.824
[Epoch 0][Batch 799], Speed: 80.424 samples/sec, CrossEntropy=6.300, SmoothL1=2.776
[Epoch 0][Batch 899], Speed: 78.268 samples/sec, CrossEntropy=6.210, SmoothL1=2.736
[Epoch 0][Batch 999], Speed: 77.649 samples/sec, CrossEntropy=6.136, SmoothL1=2.703
[Epoch 0][Batch 1099], Speed: 81.212 samples/sec, CrossEntropy=6.069, SmoothL1=2.672
[Epoch 0][Batch 1199], Speed: 79.320 samples/sec, CrossEntropy=6.008, SmoothL1=2.642
[Epoch 0][Batch 1299], Speed: 81.040 samples/sec, CrossEntropy=5.955, SmoothL1=2.615
[Epoch 0][Batch 1399], Speed: 82.968 samples/sec, CrossEntropy=5.903, SmoothL1=2.588
[Epoch 0][Batch 1499], Speed: 76.301 samples/sec, CrossEntropy=5.856, SmoothL1=2.569
[Epoch 0][Batch 1599], Speed: 81.576 samples/sec, CrossEntropy=5.812, SmoothL1=2.550
[Epoch 0][Batch 1699], Speed: 77.667 samples/sec, CrossEntropy=5.769, SmoothL1=2.534
[Epoch 0][Batch 1799], Speed: 79.836 samples/sec, CrossEntropy=5.728, SmoothL1=2.519
[Epoch 0][Batch 1899], Speed: 82.266 samples/sec, CrossEntropy=5.688, SmoothL1=2.503
[Epoch 0][Batch 1999], Speed: 78.276 samples/sec, CrossEntropy=5.651, SmoothL1=2.488
[Epoch 0][Batch 2099], Speed: 78.837 samples/sec, CrossEntropy=5.615, SmoothL1=2.474
[Epoch 0][Batch 2199], Speed: 83.000 samples/sec, CrossEntropy=5.582, SmoothL1=2.462
[Epoch 0][Batch 2299], Speed: 82.322 samples/sec, CrossEntropy=5.551, SmoothL1=2.451
[Epoch 0][Batch 2399], Speed: 78.025 samples/sec, CrossEntropy=5.521, SmoothL1=2.439
[Epoch 0][Batch 2499], Speed: 80.430 samples/sec, CrossEntropy=5.492, SmoothL1=2.428
[Epoch 0][Batch 2599], Speed: 82.242 samples/sec, CrossEntropy=5.463, SmoothL1=2.418
[Epoch 0][Batch 2699], Speed: 84.590 samples/sec, CrossEntropy=5.435, SmoothL1=2.409
[Epoch 0][Batch 2799], Speed: 76.417 samples/sec, CrossEntropy=5.408, SmoothL1=2.399
[Epoch 0][Batch 2899], Speed: 80.481 samples/sec, CrossEntropy=5.382, SmoothL1=2.388
[Epoch 0][Batch 2999], Speed: 78.876 samples/sec, CrossEntropy=5.358, SmoothL1=2.379
[Epoch 0][Batch 3099], Speed: 79.269 samples/sec, CrossEntropy=5.334, SmoothL1=2.369
[Epoch 0][Batch 3199], Speed: 83.788 samples/sec, CrossEntropy=5.310, SmoothL1=2.361
[Epoch 0][Batch 3299], Speed: 84.130 samples/sec, CrossEntropy=5.287, SmoothL1=2.352
[Epoch 0][Batch 3399], Speed: 78.000 samples/sec, CrossEntropy=5.266, SmoothL1=2.345
[Epoch 0][Batch 3499], Speed: 86.410 samples/sec, CrossEntropy=5.245, SmoothL1=2.337
[Epoch 0][Batch 3599], Speed: 86.822 samples/sec, CrossEntropy=5.225, SmoothL1=2.331
[Epoch 0] Training cost: 1499.259, CrossEntropy=5.212, SmoothL1=2.326
[Epoch 1][Batch 99], Speed: 53.371 samples/sec, CrossEntropy=4.453, SmoothL1=2.097
[Epoch 1][Batch 199], Speed: 76.197 samples/sec, CrossEntropy=4.434, SmoothL1=2.083
[Epoch 1][Batch 299], Speed: 80.190 samples/sec, CrossEntropy=4.424, SmoothL1=2.069
[Epoch 1][Batch 399], Speed: 78.061 samples/sec, CrossEntropy=4.415, SmoothL1=2.062
[Epoch 1][Batch 499], Speed: 78.624 samples/sec, CrossEntropy=4.417, SmoothL1=2.043
[Epoch 1][Batch 599], Speed: 81.175 samples/sec, CrossEntropy=4.407, SmoothL1=2.041
[Epoch 1][Batch 699], Speed: 60.665 samples/sec, CrossEntropy=4.395, SmoothL1=2.045
[Epoch 1][Batch 799], Speed: 79.733 samples/sec, CrossEntropy=4.385, SmoothL1=2.043
[Epoch 1][Batch 899], Speed: 77.426 samples/sec, CrossEntropy=4.380, SmoothL1=2.040
[Epoch 1][Batch 999], Speed: 84.335 samples/sec, CrossEntropy=4.371, SmoothL1=2.041
[Epoch 1][Batch 1099], Speed: 77.538 samples/sec, CrossEntropy=4.357, SmoothL1=2.040
[Epoch 1][Batch 1199], Speed: 78.916 samples/sec, CrossEntropy=4.351, SmoothL1=2.035
[Epoch 1][Batch 1299], Speed: 79.567 samples/sec, CrossEntropy=4.345, SmoothL1=2.032
[Epoch 1][Batch 1399], Speed: 78.614 samples/sec, CrossEntropy=4.338, SmoothL1=2.030
[Epoch 1][Batch 1499], Speed: 81.069 samples/sec, CrossEntropy=4.331, SmoothL1=2.026
[Epoch 1][Batch 1599], Speed: 75.530 samples/sec, CrossEntropy=4.325, SmoothL1=2.025
[Epoch 1][Batch 1699], Speed: 79.731 samples/sec, CrossEntropy=4.316, SmoothL1=2.024
[Epoch 1][Batch 1799], Speed: 79.890 samples/sec, CrossEntropy=4.311, SmoothL1=2.024
[Epoch 1][Batch 1899], Speed: 76.587 samples/sec, CrossEntropy=4.302, SmoothL1=2.023
[Epoch 1][Batch 1999], Speed: 83.586 samples/sec, CrossEntropy=4.297, SmoothL1=2.022
[Epoch 1][Batch 2099], Speed: 75.656 samples/sec, CrossEntropy=4.290, SmoothL1=2.020
[Epoch 1][Batch 2199], Speed: 77.962 samples/sec, CrossEntropy=4.282, SmoothL1=2.016
[Epoch 1][Batch 2299], Speed: 70.990 samples/sec, CrossEntropy=4.277, SmoothL1=2.016
[Epoch 1][Batch 2399], Speed: 79.931 samples/sec, CrossEntropy=4.271, SmoothL1=2.016
[Epoch 1][Batch 2499], Speed: 78.687 samples/sec, CrossEntropy=4.264, SmoothL1=2.014
[Epoch 1][Batch 2599], Speed: 79.459 samples/sec, CrossEntropy=4.257, SmoothL1=2.014
[Epoch 1][Batch 2699], Speed: 83.679 samples/sec, CrossEntropy=4.251, SmoothL1=2.012
[Epoch 1][Batch 2799], Speed: 79.884 samples/sec, CrossEntropy=4.244, SmoothL1=2.009
[Epoch 1][Batch 2899], Speed: 81.402 samples/sec, CrossEntropy=4.237, SmoothL1=2.007
[Epoch 1][Batch 2999], Speed: 82.545 samples/sec, CrossEntropy=4.231, SmoothL1=2.005
[Epoch 1][Batch 3099], Speed: 44.908 samples/sec, CrossEntropy=4.224, SmoothL1=2.002
[Epoch 1][Batch 3199], Speed: 76.924 samples/sec, CrossEntropy=4.217, SmoothL1=2.001
[Epoch 1][Batch 3299], Speed: 83.655 samples/sec, CrossEntropy=4.212, SmoothL1=2.000
[Epoch 1][Batch 3399], Speed: 76.951 samples/sec, CrossEntropy=4.207, SmoothL1=1.998
[Epoch 1][Batch 3499], Speed: 84.195 samples/sec, CrossEntropy=4.201, SmoothL1=1.995
[Epoch 1][Batch 3599], Speed: 85.607 samples/sec, CrossEntropy=4.195, SmoothL1=1.992
[Epoch 1] Training cost: 1520.962, CrossEntropy=4.191, SmoothL1=1.991
[Epoch 2][Batch 99], Speed: 50.328 samples/sec, CrossEntropy=3.974, SmoothL1=1.926
[Epoch 2][Batch 199], Speed: 79.857 samples/sec, CrossEntropy=3.985, SmoothL1=1.939
[Epoch 2][Batch 299], Speed: 81.678 samples/sec, CrossEntropy=3.977, SmoothL1=1.938
[Epoch 2][Batch 399], Speed: 61.025 samples/sec, CrossEntropy=3.978, SmoothL1=1.934
[Epoch 2][Batch 499], Speed: 78.388 samples/sec, CrossEntropy=3.963, SmoothL1=1.925
[Epoch 2][Batch 599], Speed: 78.068 samples/sec, CrossEntropy=3.964, SmoothL1=1.929
[Epoch 2][Batch 699], Speed: 73.455 samples/sec, CrossEntropy=3.960, SmoothL1=1.925
[Epoch 2][Batch 799], Speed: 83.557 samples/sec, CrossEntropy=3.950, SmoothL1=1.922
[Epoch 2][Batch 899], Speed: 75.772 samples/sec, CrossEntropy=3.944, SmoothL1=1.919
[Epoch 2][Batch 999], Speed: 77.827 samples/sec, CrossEntropy=3.937, SmoothL1=1.916
[Epoch 2][Batch 1099], Speed: 84.256 samples/sec, CrossEntropy=3.933, SmoothL1=1.915
[Epoch 2][Batch 1199], Speed: 80.046 samples/sec, CrossEntropy=3.928, SmoothL1=1.914
[Epoch 2][Batch 1299], Speed: 78.600 samples/sec, CrossEntropy=3.925, SmoothL1=1.910
[Epoch 2][Batch 1399], Speed: 73.882 samples/sec, CrossEntropy=3.923, SmoothL1=1.911
[Epoch 2][Batch 1499], Speed: 78.359 samples/sec, CrossEntropy=3.920, SmoothL1=1.909
[Epoch 2][Batch 1599], Speed: 78.351 samples/sec, CrossEntropy=3.917, SmoothL1=1.907
[Epoch 2][Batch 1699], Speed: 85.289 samples/sec, CrossEntropy=3.914, SmoothL1=1.906
[Epoch 2][Batch 1799], Speed: 77.300 samples/sec, CrossEntropy=3.912, SmoothL1=1.906
[Epoch 2][Batch 1899], Speed: 80.544 samples/sec, CrossEntropy=3.908, SmoothL1=1.904
[Epoch 2][Batch 1999], Speed: 70.394 samples/sec, CrossEntropy=3.902, SmoothL1=1.900
[Epoch 2][Batch 2099], Speed: 80.342 samples/sec, CrossEntropy=3.897, SmoothL1=1.898
[Epoch 2][Batch 2199], Speed: 77.197 samples/sec, CrossEntropy=3.894, SmoothL1=1.897
[Epoch 2][Batch 2299], Speed: 85.355 samples/sec, CrossEntropy=3.892, SmoothL1=1.895
[Epoch 2][Batch 2399], Speed: 82.174 samples/sec, CrossEntropy=3.890, SmoothL1=1.895
[Epoch 2][Batch 2499], Speed: 76.604 samples/sec, CrossEntropy=3.889, SmoothL1=1.894
[Epoch 2][Batch 2599], Speed: 79.038 samples/sec, CrossEntropy=3.886, SmoothL1=1.893
[Epoch 2][Batch 2699], Speed: 69.725 samples/sec, CrossEntropy=3.881, SmoothL1=1.892
[Epoch 2][Batch 2799], Speed: 71.582 samples/sec, CrossEntropy=3.878, SmoothL1=1.890
[Epoch 2][Batch 2899], Speed: 74.688 samples/sec, CrossEntropy=3.876, SmoothL1=1.889
[Epoch 2][Batch 2999], Speed: 84.037 samples/sec, CrossEntropy=3.872, SmoothL1=1.887
[Epoch 2][Batch 3099], Speed: 76.027 samples/sec, CrossEntropy=3.869, SmoothL1=1.887
[Epoch 2][Batch 3199], Speed: 78.046 samples/sec, CrossEntropy=3.868, SmoothL1=1.886
[Epoch 2][Batch 3299], Speed: 84.435 samples/sec, CrossEntropy=3.864, SmoothL1=1.884
[Epoch 2][Batch 3399], Speed: 83.124 samples/sec, CrossEntropy=3.860, SmoothL1=1.883
[Epoch 2][Batch 3499], Speed: 86.872 samples/sec, CrossEntropy=3.857, SmoothL1=1.883
[Epoch 2][Batch 3599], Speed: 86.690 samples/sec, CrossEntropy=3.854, SmoothL1=1.880
[Epoch 2] Training cost: 1519.969, CrossEntropy=3.852, SmoothL1=1.880
[Epoch 3][Batch 99], Speed: 47.589 samples/sec, CrossEntropy=3.701, SmoothL1=1.823
[Epoch 3][Batch 199], Speed: 85.200 samples/sec, CrossEntropy=3.733, SmoothL1=1.822
[Epoch 3][Batch 299], Speed: 62.604 samples/sec, CrossEntropy=3.730, SmoothL1=1.823
[Epoch 3][Batch 399], Speed: 81.030 samples/sec, CrossEntropy=3.718, SmoothL1=1.808
[Epoch 3][Batch 499], Speed: 78.118 samples/sec, CrossEntropy=3.720, SmoothL1=1.812
[Epoch 3][Batch 599], Speed: 76.660 samples/sec, CrossEntropy=3.714, SmoothL1=1.817
[Epoch 3][Batch 699], Speed: 78.511 samples/sec, CrossEntropy=3.715, SmoothL1=1.820
[Epoch 3][Batch 799], Speed: 79.493 samples/sec, CrossEntropy=3.718, SmoothL1=1.825
[Epoch 3][Batch 899], Speed: 79.361 samples/sec, CrossEntropy=3.716, SmoothL1=1.829
[Epoch 3][Batch 999], Speed: 83.752 samples/sec, CrossEntropy=3.712, SmoothL1=1.827
[Epoch 3][Batch 1099], Speed: 76.722 samples/sec, CrossEntropy=3.712, SmoothL1=1.824
[Epoch 3][Batch 1199], Speed: 78.516 samples/sec, CrossEntropy=3.711, SmoothL1=1.820
[Epoch 3][Batch 1299], Speed: 83.213 samples/sec, CrossEntropy=3.708, SmoothL1=1.818
[Epoch 3][Batch 1399], Speed: 78.854 samples/sec, CrossEntropy=3.700, SmoothL1=1.816
[Epoch 3][Batch 1499], Speed: 75.546 samples/sec, CrossEntropy=3.700, SmoothL1=1.813
[Epoch 3][Batch 1599], Speed: 78.919 samples/sec, CrossEntropy=3.699, SmoothL1=1.813
[Epoch 3][Batch 1699], Speed: 77.098 samples/sec, CrossEntropy=3.697, SmoothL1=1.813
[Epoch 3][Batch 1799], Speed: 78.075 samples/sec, CrossEntropy=3.697, SmoothL1=1.813
[Epoch 3][Batch 1899], Speed: 83.712 samples/sec, CrossEntropy=3.695, SmoothL1=1.812
[Epoch 3][Batch 1999], Speed: 78.382 samples/sec, CrossEntropy=3.694, SmoothL1=1.812
[Epoch 3][Batch 2099], Speed: 76.997 samples/sec, CrossEntropy=3.692, SmoothL1=1.809
[Epoch 3][Batch 2199], Speed: 80.792 samples/sec, CrossEntropy=3.690, SmoothL1=1.809
[Epoch 3][Batch 2299], Speed: 78.211 samples/sec, CrossEntropy=3.689, SmoothL1=1.810
[Epoch 3][Batch 2399], Speed: 77.893 samples/sec, CrossEntropy=3.687, SmoothL1=1.810
[Epoch 3][Batch 2499], Speed: 85.623 samples/sec, CrossEntropy=3.685, SmoothL1=1.809
[Epoch 3][Batch 2599], Speed: 82.338 samples/sec, CrossEntropy=3.683, SmoothL1=1.808
[Epoch 3][Batch 2699], Speed: 79.114 samples/sec, CrossEntropy=3.682, SmoothL1=1.809
[Epoch 3][Batch 2799], Speed: 79.681 samples/sec, CrossEntropy=3.681, SmoothL1=1.808
[Epoch 3][Batch 2899], Speed: 75.369 samples/sec, CrossEntropy=3.679, SmoothL1=1.806
[Epoch 3][Batch 2999], Speed: 80.431 samples/sec, CrossEntropy=3.677, SmoothL1=1.804
[Epoch 3][Batch 3099], Speed: 76.863 samples/sec, CrossEntropy=3.675, SmoothL1=1.803
[Epoch 3][Batch 3199], Speed: 85.979 samples/sec, CrossEntropy=3.673, SmoothL1=1.803
[Epoch 3][Batch 3299], Speed: 82.723 samples/sec, CrossEntropy=3.671, SmoothL1=1.803
[Epoch 3][Batch 3399], Speed: 76.819 samples/sec, CrossEntropy=3.668, SmoothL1=1.802
[Epoch 3][Batch 3499], Speed: 84.256 samples/sec, CrossEntropy=3.665, SmoothL1=1.802
[Epoch 3][Batch 3599], Speed: 85.372 samples/sec, CrossEntropy=3.663, SmoothL1=1.801
[Epoch 3] Training cost: 1521.151, CrossEntropy=3.662, SmoothL1=1.801
[Epoch 4][Batch 99], Speed: 50.716 samples/sec, CrossEntropy=3.571, SmoothL1=1.752
[Epoch 4][Batch 199], Speed: 77.756 samples/sec, CrossEntropy=3.578, SmoothL1=1.746
[Epoch 4][Batch 299], Speed: 83.390 samples/sec, CrossEntropy=3.585, SmoothL1=1.765
[Epoch 4][Batch 399], Speed: 78.354 samples/sec, CrossEntropy=3.578, SmoothL1=1.769
[Epoch 4][Batch 499], Speed: 76.134 samples/sec, CrossEntropy=3.573, SmoothL1=1.763
[Epoch 4][Batch 599], Speed: 76.928 samples/sec, CrossEntropy=3.579, SmoothL1=1.771
[Epoch 4][Batch 699], Speed: 76.584 samples/sec, CrossEntropy=3.573, SmoothL1=1.771
[Epoch 4][Batch 799], Speed: 69.174 samples/sec, CrossEntropy=3.571, SmoothL1=1.767
[Epoch 4][Batch 899], Speed: 75.504 samples/sec, CrossEntropy=3.570, SmoothL1=1.770
[Epoch 4][Batch 999], Speed: 80.782 samples/sec, CrossEntropy=3.568, SmoothL1=1.771
[Epoch 4][Batch 1099], Speed: 83.038 samples/sec, CrossEntropy=3.571, SmoothL1=1.771
[Epoch 4][Batch 1199], Speed: 78.314 samples/sec, CrossEntropy=3.567, SmoothL1=1.773
[Epoch 4][Batch 1299], Speed: 80.570 samples/sec, CrossEntropy=3.566, SmoothL1=1.772
[Epoch 4][Batch 1399], Speed: 79.151 samples/sec, CrossEntropy=3.565, SmoothL1=1.770
[Epoch 4][Batch 1499], Speed: 82.053 samples/sec, CrossEntropy=3.564, SmoothL1=1.768
[Epoch 4][Batch 1599], Speed: 80.242 samples/sec, CrossEntropy=3.564, SmoothL1=1.766
[Epoch 4][Batch 1699], Speed: 84.367 samples/sec, CrossEntropy=3.562, SmoothL1=1.767
[Epoch 4][Batch 1799], Speed: 77.685 samples/sec, CrossEntropy=3.561, SmoothL1=1.766
[Epoch 4][Batch 1899], Speed: 76.245 samples/sec, CrossEntropy=3.562, SmoothL1=1.766
[Epoch 4][Batch 1999], Speed: 65.504 samples/sec, CrossEntropy=3.559, SmoothL1=1.765
[Epoch 4][Batch 2099], Speed: 76.976 samples/sec, CrossEntropy=3.559, SmoothL1=1.764
[Epoch 4][Batch 2199], Speed: 78.239 samples/sec, CrossEntropy=3.557, SmoothL1=1.766
[Epoch 4][Batch 2299], Speed: 78.777 samples/sec, CrossEntropy=3.554, SmoothL1=1.766
[Epoch 4][Batch 2399], Speed: 78.119 samples/sec, CrossEntropy=3.553, SmoothL1=1.765
[Epoch 4][Batch 2499], Speed: 82.068 samples/sec, CrossEntropy=3.553, SmoothL1=1.765
[Epoch 4][Batch 2599], Speed: 77.395 samples/sec, CrossEntropy=3.550, SmoothL1=1.764
[Epoch 4][Batch 2699], Speed: 79.072 samples/sec, CrossEntropy=3.548, SmoothL1=1.763
[Epoch 4][Batch 2799], Speed: 82.020 samples/sec, CrossEntropy=3.547, SmoothL1=1.762
[Epoch 4][Batch 2899], Speed: 80.607 samples/sec, CrossEntropy=3.546, SmoothL1=1.762
[Epoch 4][Batch 2999], Speed: 61.267 samples/sec, CrossEntropy=3.545, SmoothL1=1.761
[Epoch 4][Batch 3099], Speed: 78.441 samples/sec, CrossEntropy=3.545, SmoothL1=1.761
[Epoch 4][Batch 3199], Speed: 78.776 samples/sec, CrossEntropy=3.545, SmoothL1=1.760
[Epoch 4][Batch 3299], Speed: 79.832 samples/sec, CrossEntropy=3.543, SmoothL1=1.759
[Epoch 4][Batch 3399], Speed: 78.874 samples/sec, CrossEntropy=3.541, SmoothL1=1.759
[Epoch 4][Batch 3499], Speed: 85.498 samples/sec, CrossEntropy=3.540, SmoothL1=1.758
[Epoch 4][Batch 3599], Speed: 83.822 samples/sec, CrossEntropy=3.538, SmoothL1=1.758
[Epoch 4] Training cost: 1525.751, CrossEntropy=3.537, SmoothL1=1.758
[Epoch 5][Batch 99], Speed: 67.973 samples/sec, CrossEntropy=3.458, SmoothL1=1.731
[Epoch 5][Batch 199], Speed: 72.644 samples/sec, CrossEntropy=3.466, SmoothL1=1.742
[Epoch 5][Batch 299], Speed: 79.894 samples/sec, CrossEntropy=3.456, SmoothL1=1.734
[Epoch 5][Batch 399], Speed: 59.333 samples/sec, CrossEntropy=3.455, SmoothL1=1.739
[Epoch 5][Batch 499], Speed: 81.360 samples/sec, CrossEntropy=3.467, SmoothL1=1.733
[Epoch 5][Batch 599], Speed: 74.417 samples/sec, CrossEntropy=3.469, SmoothL1=1.732
[Epoch 5][Batch 699], Speed: 81.014 samples/sec, CrossEntropy=3.465, SmoothL1=1.727
[Epoch 5][Batch 799], Speed: 83.278 samples/sec, CrossEntropy=3.462, SmoothL1=1.727
[Epoch 5][Batch 899], Speed: 79.921 samples/sec, CrossEntropy=3.462, SmoothL1=1.722
[Epoch 5][Batch 999], Speed: 75.888 samples/sec, CrossEntropy=3.459, SmoothL1=1.719
[Epoch 5][Batch 1099], Speed: 84.842 samples/sec, CrossEntropy=3.459, SmoothL1=1.719
[Epoch 5][Batch 1199], Speed: 81.090 samples/sec, CrossEntropy=3.460, SmoothL1=1.717
[Epoch 5][Batch 1299], Speed: 77.974 samples/sec, CrossEntropy=3.458, SmoothL1=1.717
[Epoch 5][Batch 1399], Speed: 76.788 samples/sec, CrossEntropy=3.459, SmoothL1=1.718
[Epoch 5][Batch 1499], Speed: 74.603 samples/sec, CrossEntropy=3.458, SmoothL1=1.715
[Epoch 5][Batch 1599], Speed: 78.482 samples/sec, CrossEntropy=3.457, SmoothL1=1.716
[Epoch 5][Batch 1699], Speed: 85.865 samples/sec, CrossEntropy=3.460, SmoothL1=1.715
[Epoch 5][Batch 1799], Speed: 79.022 samples/sec, CrossEntropy=3.457, SmoothL1=1.713
[Epoch 5][Batch 1899], Speed: 79.170 samples/sec, CrossEntropy=3.455, SmoothL1=1.711
[Epoch 5][Batch 1999], Speed: 80.472 samples/sec, CrossEntropy=3.455, SmoothL1=1.712
[Epoch 5][Batch 2099], Speed: 84.238 samples/sec, CrossEntropy=3.454, SmoothL1=1.713
[Epoch 5][Batch 2199], Speed: 77.649 samples/sec, CrossEntropy=3.454, SmoothL1=1.713
[Epoch 5][Batch 2299], Speed: 77.712 samples/sec, CrossEntropy=3.453, SmoothL1=1.713
[Epoch 5][Batch 2399], Speed: 84.735 samples/sec, CrossEntropy=3.451, SmoothL1=1.712
[Epoch 5][Batch 2499], Speed: 78.783 samples/sec, CrossEntropy=3.450, SmoothL1=1.711
[Epoch 5][Batch 2599], Speed: 76.420 samples/sec, CrossEntropy=3.449, SmoothL1=1.709
[Epoch 5][Batch 2699], Speed: 85.233 samples/sec, CrossEntropy=3.449, SmoothL1=1.709
[Epoch 5][Batch 2799], Speed: 82.031 samples/sec, CrossEntropy=3.448, SmoothL1=1.708
[Epoch 5][Batch 2899], Speed: 77.100 samples/sec, CrossEntropy=3.448, SmoothL1=1.708
[Epoch 5][Batch 2999], Speed: 84.086 samples/sec, CrossEntropy=3.447, SmoothL1=1.707
[Epoch 5][Batch 3099], Speed: 82.016 samples/sec, CrossEntropy=3.446, SmoothL1=1.707
[Epoch 5][Batch 3199], Speed: 76.472 samples/sec, CrossEntropy=3.445, SmoothL1=1.706
[Epoch 5][Batch 3299], Speed: 78.415 samples/sec, CrossEntropy=3.445, SmoothL1=1.707
[Epoch 5][Batch 3399], Speed: 79.422 samples/sec, CrossEntropy=3.446, SmoothL1=1.707
[Epoch 5][Batch 3499], Speed: 85.210 samples/sec, CrossEntropy=3.445, SmoothL1=1.707
[Epoch 5][Batch 3599], Speed: 83.931 samples/sec, CrossEntropy=3.445, SmoothL1=1.708
[Epoch 5] Training cost: 1521.537, CrossEntropy=3.444, SmoothL1=1.707
[Epoch 6][Batch 99], Speed: 57.118 samples/sec, CrossEntropy=3.374, SmoothL1=1.664
[Epoch 6][Batch 199], Speed: 82.291 samples/sec, CrossEntropy=3.406, SmoothL1=1.695
[Epoch 6][Batch 299], Speed: 66.428 samples/sec, CrossEntropy=3.400, SmoothL1=1.704
[Epoch 6][Batch 399], Speed: 66.918 samples/sec, CrossEntropy=3.404, SmoothL1=1.699
[Epoch 6][Batch 499], Speed: 84.754 samples/sec, CrossEntropy=3.401, SmoothL1=1.699
[Epoch 6][Batch 599], Speed: 77.040 samples/sec, CrossEntropy=3.399, SmoothL1=1.688
[Epoch 6][Batch 699], Speed: 68.472 samples/sec, CrossEntropy=3.400, SmoothL1=1.690
[Epoch 6][Batch 799], Speed: 84.963 samples/sec, CrossEntropy=3.399, SmoothL1=1.688
[Epoch 6][Batch 899], Speed: 78.406 samples/sec, CrossEntropy=3.398, SmoothL1=1.686
[Epoch 6][Batch 999], Speed: 78.931 samples/sec, CrossEntropy=3.396, SmoothL1=1.686
[Epoch 6][Batch 1099], Speed: 82.054 samples/sec, CrossEntropy=3.398, SmoothL1=1.687
[Epoch 6][Batch 1199], Speed: 80.025 samples/sec, CrossEntropy=3.401, SmoothL1=1.691
[Epoch 6][Batch 1299], Speed: 77.442 samples/sec, CrossEntropy=3.399, SmoothL1=1.690
[Epoch 6][Batch 1399], Speed: 77.250 samples/sec, CrossEntropy=3.397, SmoothL1=1.689
[Epoch 6][Batch 1499], Speed: 79.778 samples/sec, CrossEntropy=3.396, SmoothL1=1.687
[Epoch 6][Batch 1599], Speed: 78.398 samples/sec, CrossEntropy=3.393, SmoothL1=1.686
[Epoch 6][Batch 1699], Speed: 84.838 samples/sec, CrossEntropy=3.390, SmoothL1=1.684
[Epoch 6][Batch 1799], Speed: 81.760 samples/sec, CrossEntropy=3.389, SmoothL1=1.685
[Epoch 6][Batch 1899], Speed: 77.406 samples/sec, CrossEntropy=3.386, SmoothL1=1.684
[Epoch 6][Batch 1999], Speed: 82.096 samples/sec, CrossEntropy=3.386, SmoothL1=1.684
[Epoch 6][Batch 2099], Speed: 79.376 samples/sec, CrossEntropy=3.385, SmoothL1=1.680
[Epoch 6][Batch 2199], Speed: 80.457 samples/sec, CrossEntropy=3.386, SmoothL1=1.682
[Epoch 6][Batch 2299], Speed: 78.605 samples/sec, CrossEntropy=3.385, SmoothL1=1.681
[Epoch 6][Batch 2399], Speed: 79.991 samples/sec, CrossEntropy=3.384, SmoothL1=1.681
[Epoch 6][Batch 2499], Speed: 80.637 samples/sec, CrossEntropy=3.382, SmoothL1=1.681
[Epoch 6][Batch 2599], Speed: 78.630 samples/sec, CrossEntropy=3.381, SmoothL1=1.680
[Epoch 6][Batch 2699], Speed: 75.975 samples/sec, CrossEntropy=3.381, SmoothL1=1.680
[Epoch 6][Batch 2799], Speed: 76.791 samples/sec, CrossEntropy=3.380, SmoothL1=1.679
[Epoch 6][Batch 2899], Speed: 73.465 samples/sec, CrossEntropy=3.378, SmoothL1=1.678
[Epoch 6][Batch 2999], Speed: 85.286 samples/sec, CrossEntropy=3.377, SmoothL1=1.677
[Epoch 6][Batch 3099], Speed: 83.072 samples/sec, CrossEntropy=3.376, SmoothL1=1.676
[Epoch 6][Batch 3199], Speed: 76.664 samples/sec, CrossEntropy=3.375, SmoothL1=1.675
[Epoch 6][Batch 3299], Speed: 78.670 samples/sec, CrossEntropy=3.373, SmoothL1=1.674
[Epoch 6][Batch 3399], Speed: 83.632 samples/sec, CrossEntropy=3.373, SmoothL1=1.673
[Epoch 6][Batch 3499], Speed: 84.517 samples/sec, CrossEntropy=3.373, SmoothL1=1.673
[Epoch 6][Batch 3599], Speed: 85.411 samples/sec, CrossEntropy=3.372, SmoothL1=1.671
[Epoch 6] Training cost: 1520.361, CrossEntropy=3.372, SmoothL1=1.671
[Epoch 7][Batch 99], Speed: 49.609 samples/sec, CrossEntropy=3.295, SmoothL1=1.648
[Epoch 7][Batch 199], Speed: 77.338 samples/sec, CrossEntropy=3.315, SmoothL1=1.637
[Epoch 7][Batch 299], Speed: 78.540 samples/sec, CrossEntropy=3.323, SmoothL1=1.643
[Epoch 7][Batch 399], Speed: 64.005 samples/sec, CrossEntropy=3.328, SmoothL1=1.648
[Epoch 7][Batch 499], Speed: 79.193 samples/sec, CrossEntropy=3.321, SmoothL1=1.651
[Epoch 7][Batch 599], Speed: 76.482 samples/sec, CrossEntropy=3.330, SmoothL1=1.654
[Epoch 7][Batch 699], Speed: 80.201 samples/sec, CrossEntropy=3.333, SmoothL1=1.657
[Epoch 7][Batch 799], Speed: 78.274 samples/sec, CrossEntropy=3.333, SmoothL1=1.655
[Epoch 7][Batch 899], Speed: 76.734 samples/sec, CrossEntropy=3.330, SmoothL1=1.650
[Epoch 7][Batch 999], Speed: 80.641 samples/sec, CrossEntropy=3.332, SmoothL1=1.652
[Epoch 7][Batch 1099], Speed: 81.492 samples/sec, CrossEntropy=3.331, SmoothL1=1.652
[Epoch 7][Batch 1199], Speed: 61.386 samples/sec, CrossEntropy=3.329, SmoothL1=1.653
[Epoch 7][Batch 1299], Speed: 81.193 samples/sec, CrossEntropy=3.329, SmoothL1=1.655
[Epoch 7][Batch 1399], Speed: 71.508 samples/sec, CrossEntropy=3.330, SmoothL1=1.655
[Epoch 7][Batch 1499], Speed: 76.769 samples/sec, CrossEntropy=3.330, SmoothL1=1.658
[Epoch 7][Batch 1599], Speed: 79.836 samples/sec, CrossEntropy=3.330, SmoothL1=1.658
[Epoch 7][Batch 1699], Speed: 77.648 samples/sec, CrossEntropy=3.330, SmoothL1=1.658
[Epoch 7][Batch 1799], Speed: 76.993 samples/sec, CrossEntropy=3.331, SmoothL1=1.657
[Epoch 7][Batch 1899], Speed: 75.998 samples/sec, CrossEntropy=3.330, SmoothL1=1.655
[Epoch 7][Batch 1999], Speed: 78.243 samples/sec, CrossEntropy=3.328, SmoothL1=1.654
[Epoch 7][Batch 2099], Speed: 82.493 samples/sec, CrossEntropy=3.327, SmoothL1=1.653
[Epoch 7][Batch 2199], Speed: 80.420 samples/sec, CrossEntropy=3.326, SmoothL1=1.651
[Epoch 7][Batch 2299], Speed: 77.059 samples/sec, CrossEntropy=3.326, SmoothL1=1.651
[Epoch 7][Batch 2399], Speed: 84.176 samples/sec, CrossEntropy=3.325, SmoothL1=1.651
[Epoch 7][Batch 2499], Speed: 75.190 samples/sec, CrossEntropy=3.324, SmoothL1=1.650
[Epoch 7][Batch 2599], Speed: 77.206 samples/sec, CrossEntropy=3.324, SmoothL1=1.650
[Epoch 7][Batch 2699], Speed: 78.088 samples/sec, CrossEntropy=3.324, SmoothL1=1.650
[Epoch 7][Batch 2799], Speed: 82.315 samples/sec, CrossEntropy=3.325, SmoothL1=1.651
[Epoch 7][Batch 2899], Speed: 81.282 samples/sec, CrossEntropy=3.324, SmoothL1=1.651
[Epoch 7][Batch 2999], Speed: 76.607 samples/sec, CrossEntropy=3.323, SmoothL1=1.650
[Epoch 7][Batch 3099], Speed: 80.103 samples/sec, CrossEntropy=3.323, SmoothL1=1.650
[Epoch 7][Batch 3199], Speed: 79.469 samples/sec, CrossEntropy=3.322, SmoothL1=1.649
[Epoch 7][Batch 3299], Speed: 80.300 samples/sec, CrossEntropy=3.321, SmoothL1=1.649
[Epoch 7][Batch 3399], Speed: 82.316 samples/sec, CrossEntropy=3.321, SmoothL1=1.648
[Epoch 7][Batch 3499], Speed: 85.900 samples/sec, CrossEntropy=3.322, SmoothL1=1.648
[Epoch 7][Batch 3599], Speed: 85.214 samples/sec, CrossEntropy=3.321, SmoothL1=1.648
[Epoch 7] Training cost: 1519.752, CrossEntropy=3.321, SmoothL1=1.648
[Epoch 8][Batch 99], Speed: 53.896 samples/sec, CrossEntropy=3.254, SmoothL1=1.587
[Epoch 8][Batch 199], Speed: 85.151 samples/sec, CrossEntropy=3.265, SmoothL1=1.590
[Epoch 8][Batch 299], Speed: 76.491 samples/sec, CrossEntropy=3.257, SmoothL1=1.592
[Epoch 8][Batch 399], Speed: 79.225 samples/sec, CrossEntropy=3.267, SmoothL1=1.610
[Epoch 8][Batch 499], Speed: 76.214 samples/sec, CrossEntropy=3.271, SmoothL1=1.625
[Epoch 8][Batch 599], Speed: 76.834 samples/sec, CrossEntropy=3.274, SmoothL1=1.627
[Epoch 8][Batch 699], Speed: 78.473 samples/sec, CrossEntropy=3.276, SmoothL1=1.632
[Epoch 8][Batch 799], Speed: 78.873 samples/sec, CrossEntropy=3.279, SmoothL1=1.633
[Epoch 8][Batch 899], Speed: 71.839 samples/sec, CrossEntropy=3.276, SmoothL1=1.633
[Epoch 8][Batch 999], Speed: 77.026 samples/sec, CrossEntropy=3.274, SmoothL1=1.630
[Epoch 8][Batch 1099], Speed: 77.609 samples/sec, CrossEntropy=3.278, SmoothL1=1.634
[Epoch 8][Batch 1199], Speed: 77.356 samples/sec, CrossEntropy=3.278, SmoothL1=1.632
[Epoch 8][Batch 1299], Speed: 81.353 samples/sec, CrossEntropy=3.279, SmoothL1=1.631
[Epoch 8][Batch 1399], Speed: 76.541 samples/sec, CrossEntropy=3.278, SmoothL1=1.629
[Epoch 8][Batch 1499], Speed: 85.676 samples/sec, CrossEntropy=3.280, SmoothL1=1.629
[Epoch 8][Batch 1599], Speed: 83.886 samples/sec, CrossEntropy=3.278, SmoothL1=1.630
[Epoch 8][Batch 1699], Speed: 77.491 samples/sec, CrossEntropy=3.280, SmoothL1=1.630
[Epoch 8][Batch 1799], Speed: 76.803 samples/sec, CrossEntropy=3.280, SmoothL1=1.631
[Epoch 8][Batch 1899], Speed: 84.412 samples/sec, CrossEntropy=3.277, SmoothL1=1.629
[Epoch 8][Batch 1999], Speed: 81.505 samples/sec, CrossEntropy=3.276, SmoothL1=1.628
[Epoch 8][Batch 2099], Speed: 79.865 samples/sec, CrossEntropy=3.274, SmoothL1=1.627
[Epoch 8][Batch 2199], Speed: 84.280 samples/sec, CrossEntropy=3.272, SmoothL1=1.626
[Epoch 8][Batch 2299], Speed: 76.619 samples/sec, CrossEntropy=3.271, SmoothL1=1.627
[Epoch 8][Batch 2399], Speed: 80.229 samples/sec, CrossEntropy=3.271, SmoothL1=1.627
[Epoch 8][Batch 2499], Speed: 80.982 samples/sec, CrossEntropy=3.271, SmoothL1=1.626
[Epoch 8][Batch 2599], Speed: 79.693 samples/sec, CrossEntropy=3.271, SmoothL1=1.625
[Epoch 8][Batch 2699], Speed: 79.366 samples/sec, CrossEntropy=3.271, SmoothL1=1.625
[Epoch 8][Batch 2799], Speed: 77.488 samples/sec, CrossEntropy=3.271, SmoothL1=1.625
[Epoch 8][Batch 2899], Speed: 84.338 samples/sec, CrossEntropy=3.270, SmoothL1=1.624
[Epoch 8][Batch 2999], Speed: 75.677 samples/sec, CrossEntropy=3.271, SmoothL1=1.624
[Epoch 8][Batch 3099], Speed: 63.792 samples/sec, CrossEntropy=3.270, SmoothL1=1.624
[Epoch 8][Batch 3199], Speed: 85.554 samples/sec, CrossEntropy=3.269, SmoothL1=1.623
[Epoch 8][Batch 3299], Speed: 79.355 samples/sec, CrossEntropy=3.268, SmoothL1=1.623
[Epoch 8][Batch 3399], Speed: 80.319 samples/sec, CrossEntropy=3.267, SmoothL1=1.622
[Epoch 8][Batch 3499], Speed: 85.930 samples/sec, CrossEntropy=3.266, SmoothL1=1.621
[Epoch 8][Batch 3599], Speed: 86.744 samples/sec, CrossEntropy=3.265, SmoothL1=1.620
[Epoch 8] Training cost: 1520.105, CrossEntropy=3.264, SmoothL1=1.620
[Epoch 9][Batch 99], Speed: 62.456 samples/sec, CrossEntropy=3.212, SmoothL1=1.611
[Epoch 9][Batch 199], Speed: 74.850 samples/sec, CrossEntropy=3.206, SmoothL1=1.599
[Epoch 9][Batch 299], Speed: 78.400 samples/sec, CrossEntropy=3.211, SmoothL1=1.602
[Epoch 9][Batch 399], Speed: 77.991 samples/sec, CrossEntropy=3.213, SmoothL1=1.599
[Epoch 9][Batch 499], Speed: 84.390 samples/sec, CrossEntropy=3.212, SmoothL1=1.605
[Epoch 9][Batch 599], Speed: 75.190 samples/sec, CrossEntropy=3.216, SmoothL1=1.604
[Epoch 9][Batch 699], Speed: 82.057 samples/sec, CrossEntropy=3.219, SmoothL1=1.606
[Epoch 9][Batch 799], Speed: 84.118 samples/sec, CrossEntropy=3.221, SmoothL1=1.606
[Epoch 9][Batch 899], Speed: 77.748 samples/sec, CrossEntropy=3.221, SmoothL1=1.602
[Epoch 9][Batch 999], Speed: 78.238 samples/sec, CrossEntropy=3.223, SmoothL1=1.599
[Epoch 9][Batch 1099], Speed: 82.263 samples/sec, CrossEntropy=3.225, SmoothL1=1.600
[Epoch 9][Batch 1199], Speed: 82.140 samples/sec, CrossEntropy=3.223, SmoothL1=1.600
[Epoch 9][Batch 1299], Speed: 63.501 samples/sec, CrossEntropy=3.224, SmoothL1=1.598
[Epoch 9][Batch 1399], Speed: 81.346 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 1499], Speed: 83.853 samples/sec, CrossEntropy=3.226, SmoothL1=1.595
[Epoch 9][Batch 1599], Speed: 78.994 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 1699], Speed: 77.248 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 1799], Speed: 83.790 samples/sec, CrossEntropy=3.226, SmoothL1=1.599
[Epoch 9][Batch 1899], Speed: 80.738 samples/sec, CrossEntropy=3.226, SmoothL1=1.598
[Epoch 9][Batch 1999], Speed: 77.342 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 2099], Speed: 67.060 samples/sec, CrossEntropy=3.227, SmoothL1=1.597
[Epoch 9][Batch 2199], Speed: 78.391 samples/sec, CrossEntropy=3.227, SmoothL1=1.596
[Epoch 9][Batch 2299], Speed: 78.721 samples/sec, CrossEntropy=3.226, SmoothL1=1.595
[Epoch 9][Batch 2399], Speed: 77.023 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 2499], Speed: 76.337 samples/sec, CrossEntropy=3.226, SmoothL1=1.598
[Epoch 9][Batch 2599], Speed: 80.469 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 2699], Speed: 86.174 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 2799], Speed: 83.754 samples/sec, CrossEntropy=3.226, SmoothL1=1.597
[Epoch 9][Batch 2899], Speed: 78.200 samples/sec, CrossEntropy=3.227, SmoothL1=1.597
[Epoch 9][Batch 2999], Speed: 76.947 samples/sec, CrossEntropy=3.228, SmoothL1=1.597
[Epoch 9][Batch 3099], Speed: 84.652 samples/sec, CrossEntropy=3.229, SmoothL1=1.597
[Epoch 9][Batch 3199], Speed: 80.144 samples/sec, CrossEntropy=3.228, SmoothL1=1.597
[Epoch 9][Batch 3299], Speed: 78.414 samples/sec, CrossEntropy=3.227, SmoothL1=1.596
[Epoch 9][Batch 3399], Speed: 83.926 samples/sec, CrossEntropy=3.227, SmoothL1=1.596
[Epoch 9][Batch 3499], Speed: 84.612 samples/sec, CrossEntropy=3.227, SmoothL1=1.595
[Epoch 9][Batch 3599], Speed: 86.076 samples/sec, CrossEntropy=3.226, SmoothL1=1.595
[Epoch 9] Training cost: 1516.313, CrossEntropy=3.225, SmoothL1=1.595
[Epoch 9] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.171
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.337
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.160
 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 ] = 0.194
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.258
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.178
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.271
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.285
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.092
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.310
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.415
person=30.5
bicycle=11.7
car=20.7
motorcycle=19.7
airplane=35.3
bus=37.5
train=34.7
truck=13.2
boat=7.0
traffic light=7.2
fire hydrant=35.6
stop sign=36.2
parking meter=21.7
bench=9.1
bird=12.8
cat=36.4
dog=36.1
horse=26.8
sheep=20.4
cow=27.5
elephant=37.3
bear=45.4
zebra=41.2
giraffe=42.9
backpack=1.9
umbrella=14.1
handbag=0.9
tie=9.0
suitcase=10.1
frisbee=25.3
skis=4.8
snowboard=4.7
sports ball=20.3
kite=15.2
baseball bat=6.6
baseball glove=11.1
skateboard=15.6
surfboard=11.0
tennis racket=16.8
bottle=12.0
wine glass=8.6
cup=16.8
fork=2.9
knife=2.1
spoon=1.1
bowl=19.1
banana=7.7
apple=5.0
sandwich=16.2
orange=13.6
broccoli=8.1
carrot=5.5
hot dog=10.2
pizza=28.1
donut=18.2
cake=15.8
chair=8.3
couch=19.0
potted plant=7.4
bed=21.0
dining table=15.1
toilet=29.6
tv=34.3
laptop=30.7
mouse=28.5
remote=3.7
keyboard=21.9
cell phone=11.5
microwave=26.4
oven=13.6
toaster=0.0
sink=10.9
refrigerator=18.2
book=4.2
clock=27.6
vase=11.5
scissors=3.4
teddy bear=19.9
hair drier=0.0
toothbrush=0.1
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=17.1
[Epoch 10][Batch 99], Speed: 48.707 samples/sec, CrossEntropy=3.166, SmoothL1=1.541
[Epoch 10][Batch 199], Speed: 84.537 samples/sec, CrossEntropy=3.188, SmoothL1=1.569
[Epoch 10][Batch 299], Speed: 78.452 samples/sec, CrossEntropy=3.186, SmoothL1=1.573
[Epoch 10][Batch 399], Speed: 84.219 samples/sec, CrossEntropy=3.189, SmoothL1=1.581
[Epoch 10][Batch 499], Speed: 76.266 samples/sec, CrossEntropy=3.186, SmoothL1=1.581
[Epoch 10][Batch 599], Speed: 80.757 samples/sec, CrossEntropy=3.188, SmoothL1=1.578
[Epoch 10][Batch 699], Speed: 80.881 samples/sec, CrossEntropy=3.188, SmoothL1=1.579
[Epoch 10][Batch 799], Speed: 79.778 samples/sec, CrossEntropy=3.188, SmoothL1=1.584
[Epoch 10][Batch 899], Speed: 79.523 samples/sec, CrossEntropy=3.184, SmoothL1=1.582
[Epoch 10][Batch 999], Speed: 78.797 samples/sec, CrossEntropy=3.187, SmoothL1=1.584
[Epoch 10][Batch 1099], Speed: 78.025 samples/sec, CrossEntropy=3.187, SmoothL1=1.586
[Epoch 10][Batch 1199], Speed: 84.617 samples/sec, CrossEntropy=3.191, SmoothL1=1.593
[Epoch 10][Batch 1299], Speed: 79.957 samples/sec, CrossEntropy=3.191, SmoothL1=1.593
[Epoch 10][Batch 1399], Speed: 74.460 samples/sec, CrossEntropy=3.192, SmoothL1=1.593
[Epoch 10][Batch 1499], Speed: 73.523 samples/sec, CrossEntropy=3.192, SmoothL1=1.593
[Epoch 10][Batch 1599], Speed: 79.513 samples/sec, CrossEntropy=3.193, SmoothL1=1.592
[Epoch 10][Batch 1699], Speed: 79.633 samples/sec, CrossEntropy=3.192, SmoothL1=1.592
[Epoch 10][Batch 1799], Speed: 85.094 samples/sec, CrossEntropy=3.192, SmoothL1=1.593
[Epoch 10][Batch 1899], Speed: 83.533 samples/sec, CrossEntropy=3.193, SmoothL1=1.594
[Epoch 10][Batch 1999], Speed: 76.692 samples/sec, CrossEntropy=3.194, SmoothL1=1.596
[Epoch 10][Batch 2099], Speed: 76.101 samples/sec, CrossEntropy=3.194, SmoothL1=1.596
[Epoch 10][Batch 2199], Speed: 80.026 samples/sec, CrossEntropy=3.192, SmoothL1=1.595
[Epoch 10][Batch 2299], Speed: 80.454 samples/sec, CrossEntropy=3.192, SmoothL1=1.594
[Epoch 10][Batch 2399], Speed: 76.063 samples/sec, CrossEntropy=3.193, SmoothL1=1.592
[Epoch 10][Batch 2499], Speed: 84.470 samples/sec, CrossEntropy=3.194, SmoothL1=1.593
[Epoch 10][Batch 2599], Speed: 79.911 samples/sec, CrossEntropy=3.193, SmoothL1=1.594
[Epoch 10][Batch 2699], Speed: 73.783 samples/sec, CrossEntropy=3.194, SmoothL1=1.594
[Epoch 10][Batch 2799], Speed: 77.605 samples/sec, CrossEntropy=3.193, SmoothL1=1.593
[Epoch 10][Batch 2899], Speed: 76.752 samples/sec, CrossEntropy=3.192, SmoothL1=1.592
[Epoch 10][Batch 2999], Speed: 81.739 samples/sec, CrossEntropy=3.192, SmoothL1=1.590
[Epoch 10][Batch 3099], Speed: 83.518 samples/sec, CrossEntropy=3.192, SmoothL1=1.591
[Epoch 10][Batch 3199], Speed: 82.452 samples/sec, CrossEntropy=3.192, SmoothL1=1.591
[Epoch 10][Batch 3299], Speed: 78.726 samples/sec, CrossEntropy=3.191, SmoothL1=1.590
[Epoch 10][Batch 3399], Speed: 77.871 samples/sec, CrossEntropy=3.191, SmoothL1=1.589
[Epoch 10][Batch 3499], Speed: 86.351 samples/sec, CrossEntropy=3.190, SmoothL1=1.588
[Epoch 10][Batch 3599], Speed: 86.888 samples/sec, CrossEntropy=3.190, SmoothL1=1.588
[Epoch 10] Training cost: 1519.336, CrossEntropy=3.190, SmoothL1=1.587
[Epoch 11][Batch 99], Speed: 55.355 samples/sec, CrossEntropy=3.116, SmoothL1=1.517
[Epoch 11][Batch 199], Speed: 77.879 samples/sec, CrossEntropy=3.156, SmoothL1=1.547
[Epoch 11][Batch 299], Speed: 61.356 samples/sec, CrossEntropy=3.150, SmoothL1=1.551
[Epoch 11][Batch 399], Speed: 81.224 samples/sec, CrossEntropy=3.154, SmoothL1=1.554
[Epoch 11][Batch 499], Speed: 77.737 samples/sec, CrossEntropy=3.158, SmoothL1=1.555
[Epoch 11][Batch 599], Speed: 78.540 samples/sec, CrossEntropy=3.159, SmoothL1=1.558
[Epoch 11][Batch 699], Speed: 63.590 samples/sec, CrossEntropy=3.157, SmoothL1=1.559
[Epoch 11][Batch 799], Speed: 79.409 samples/sec, CrossEntropy=3.156, SmoothL1=1.560
[Epoch 11][Batch 899], Speed: 78.395 samples/sec, CrossEntropy=3.153, SmoothL1=1.559
[Epoch 11][Batch 999], Speed: 66.026 samples/sec, CrossEntropy=3.151, SmoothL1=1.563
[Epoch 11][Batch 1099], Speed: 84.850 samples/sec, CrossEntropy=3.153, SmoothL1=1.564
[Epoch 11][Batch 1199], Speed: 78.145 samples/sec, CrossEntropy=3.156, SmoothL1=1.565
[Epoch 11][Batch 1299], Speed: 83.798 samples/sec, CrossEntropy=3.154, SmoothL1=1.562
[Epoch 11][Batch 1399], Speed: 83.900 samples/sec, CrossEntropy=3.155, SmoothL1=1.560
[Epoch 11][Batch 1499], Speed: 77.401 samples/sec, CrossEntropy=3.154, SmoothL1=1.561
[Epoch 11][Batch 1599], Speed: 78.566 samples/sec, CrossEntropy=3.155, SmoothL1=1.562
[Epoch 11][Batch 1699], Speed: 60.162 samples/sec, CrossEntropy=3.154, SmoothL1=1.562
[Epoch 11][Batch 1799], Speed: 83.026 samples/sec, CrossEntropy=3.153, SmoothL1=1.562
[Epoch 11][Batch 1899], Speed: 78.607 samples/sec, CrossEntropy=3.154, SmoothL1=1.563
[Epoch 11][Batch 1999], Speed: 80.680 samples/sec, CrossEntropy=3.154, SmoothL1=1.563
[Epoch 11][Batch 2099], Speed: 78.770 samples/sec, CrossEntropy=3.153, SmoothL1=1.562
[Epoch 11][Batch 2199], Speed: 78.281 samples/sec, CrossEntropy=3.154, SmoothL1=1.563
[Epoch 11][Batch 2299], Speed: 77.526 samples/sec, CrossEntropy=3.153, SmoothL1=1.562
[Epoch 11][Batch 2399], Speed: 82.407 samples/sec, CrossEntropy=3.154, SmoothL1=1.561
[Epoch 11][Batch 2499], Speed: 80.068 samples/sec, CrossEntropy=3.155, SmoothL1=1.561
[Epoch 11][Batch 2599], Speed: 78.079 samples/sec, CrossEntropy=3.154, SmoothL1=1.561
[Epoch 11][Batch 2699], Speed: 50.224 samples/sec, CrossEntropy=3.152, SmoothL1=1.560
[Epoch 11][Batch 2799], Speed: 79.405 samples/sec, CrossEntropy=3.152, SmoothL1=1.559
[Epoch 11][Batch 2899], Speed: 76.499 samples/sec, CrossEntropy=3.152, SmoothL1=1.558
[Epoch 11][Batch 2999], Speed: 79.170 samples/sec, CrossEntropy=3.152, SmoothL1=1.558
[Epoch 11][Batch 3099], Speed: 81.504 samples/sec, CrossEntropy=3.153, SmoothL1=1.559
[Epoch 11][Batch 3199], Speed: 76.938 samples/sec, CrossEntropy=3.153, SmoothL1=1.559
[Epoch 11][Batch 3299], Speed: 78.439 samples/sec, CrossEntropy=3.153, SmoothL1=1.558
[Epoch 11][Batch 3399], Speed: 82.187 samples/sec, CrossEntropy=3.153, SmoothL1=1.558
[Epoch 11][Batch 3499], Speed: 85.144 samples/sec, CrossEntropy=3.153, SmoothL1=1.557
[Epoch 11][Batch 3599], Speed: 86.013 samples/sec, CrossEntropy=3.153, SmoothL1=1.557
[Epoch 11] Training cost: 1524.639, CrossEntropy=3.153, SmoothL1=1.556
[Epoch 12][Batch 99], Speed: 48.970 samples/sec, CrossEntropy=3.110, SmoothL1=1.539
[Epoch 12][Batch 199], Speed: 79.040 samples/sec, CrossEntropy=3.136, SmoothL1=1.545
[Epoch 12][Batch 299], Speed: 84.899 samples/sec, CrossEntropy=3.133, SmoothL1=1.551
[Epoch 12][Batch 399], Speed: 78.025 samples/sec, CrossEntropy=3.136, SmoothL1=1.558
[Epoch 12][Batch 499], Speed: 76.911 samples/sec, CrossEntropy=3.132, SmoothL1=1.557
[Epoch 12][Batch 599], Speed: 76.823 samples/sec, CrossEntropy=3.133, SmoothL1=1.551
[Epoch 12][Batch 699], Speed: 83.908 samples/sec, CrossEntropy=3.132, SmoothL1=1.545
[Epoch 12][Batch 799], Speed: 80.606 samples/sec, CrossEntropy=3.128, SmoothL1=1.541
[Epoch 12][Batch 899], Speed: 76.144 samples/sec, CrossEntropy=3.127, SmoothL1=1.545
[Epoch 12][Batch 999], Speed: 76.816 samples/sec, CrossEntropy=3.129, SmoothL1=1.549
[Epoch 12][Batch 1099], Speed: 78.808 samples/sec, CrossEntropy=3.131, SmoothL1=1.550
[Epoch 12][Batch 1199], Speed: 77.083 samples/sec, CrossEntropy=3.131, SmoothL1=1.548
[Epoch 12][Batch 1299], Speed: 78.897 samples/sec, CrossEntropy=3.131, SmoothL1=1.551
[Epoch 12][Batch 1399], Speed: 79.653 samples/sec, CrossEntropy=3.131, SmoothL1=1.551
[Epoch 12][Batch 1499], Speed: 81.475 samples/sec, CrossEntropy=3.131, SmoothL1=1.549
[Epoch 12][Batch 1599], Speed: 79.790 samples/sec, CrossEntropy=3.129, SmoothL1=1.549
[Epoch 12][Batch 1699], Speed: 79.156 samples/sec, CrossEntropy=3.128, SmoothL1=1.546
[Epoch 12][Batch 1799], Speed: 80.272 samples/sec, CrossEntropy=3.128, SmoothL1=1.547
[Epoch 12][Batch 1899], Speed: 75.610 samples/sec, CrossEntropy=3.130, SmoothL1=1.549
[Epoch 12][Batch 1999], Speed: 76.153 samples/sec, CrossEntropy=3.129, SmoothL1=1.549
[Epoch 12][Batch 2099], Speed: 85.141 samples/sec, CrossEntropy=3.127, SmoothL1=1.548
[Epoch 12][Batch 2199], Speed: 76.117 samples/sec, CrossEntropy=3.127, SmoothL1=1.547
[Epoch 12][Batch 2299], Speed: 79.164 samples/sec, CrossEntropy=3.128, SmoothL1=1.548
[Epoch 12][Batch 2399], Speed: 71.917 samples/sec, CrossEntropy=3.126, SmoothL1=1.547
[Epoch 12][Batch 2499], Speed: 77.980 samples/sec, CrossEntropy=3.126, SmoothL1=1.547
[Epoch 12][Batch 2599], Speed: 78.849 samples/sec, CrossEntropy=3.127, SmoothL1=1.549
[Epoch 12][Batch 2699], Speed: 81.576 samples/sec, CrossEntropy=3.128, SmoothL1=1.549
[Epoch 12][Batch 2799], Speed: 81.821 samples/sec, CrossEntropy=3.127, SmoothL1=1.548
[Epoch 12][Batch 2899], Speed: 75.723 samples/sec, CrossEntropy=3.126, SmoothL1=1.548
[Epoch 12][Batch 2999], Speed: 84.663 samples/sec, CrossEntropy=3.126, SmoothL1=1.547
[Epoch 12][Batch 3099], Speed: 79.816 samples/sec, CrossEntropy=3.127, SmoothL1=1.548
[Epoch 12][Batch 3199], Speed: 77.361 samples/sec, CrossEntropy=3.128, SmoothL1=1.549
[Epoch 12][Batch 3299], Speed: 79.121 samples/sec, CrossEntropy=3.129, SmoothL1=1.550
[Epoch 12][Batch 3399], Speed: 82.039 samples/sec, CrossEntropy=3.128, SmoothL1=1.549
[Epoch 12][Batch 3499], Speed: 85.363 samples/sec, CrossEntropy=3.127, SmoothL1=1.548
[Epoch 12][Batch 3599], Speed: 85.403 samples/sec, CrossEntropy=3.127, SmoothL1=1.548
[Epoch 12] Training cost: 1525.002, CrossEntropy=3.127, SmoothL1=1.549
[Epoch 13][Batch 99], Speed: 47.316 samples/sec, CrossEntropy=3.072, SmoothL1=1.522
[Epoch 13][Batch 199], Speed: 77.189 samples/sec, CrossEntropy=3.093, SmoothL1=1.543
[Epoch 13][Batch 299], Speed: 85.531 samples/sec, CrossEntropy=3.101, SmoothL1=1.552
[Epoch 13][Batch 399], Speed: 79.323 samples/sec, CrossEntropy=3.102, SmoothL1=1.550
[Epoch 13][Batch 499], Speed: 81.354 samples/sec, CrossEntropy=3.103, SmoothL1=1.544
[Epoch 13][Batch 599], Speed: 76.467 samples/sec, CrossEntropy=3.104, SmoothL1=1.541
[Epoch 13][Batch 699], Speed: 72.396 samples/sec, CrossEntropy=3.103, SmoothL1=1.540
[Epoch 13][Batch 799], Speed: 84.270 samples/sec, CrossEntropy=3.105, SmoothL1=1.539
[Epoch 13][Batch 899], Speed: 74.464 samples/sec, CrossEntropy=3.106, SmoothL1=1.543
[Epoch 13][Batch 999], Speed: 79.396 samples/sec, CrossEntropy=3.107, SmoothL1=1.546
[Epoch 13][Batch 1099], Speed: 82.472 samples/sec, CrossEntropy=3.105, SmoothL1=1.546
[Epoch 13][Batch 1199], Speed: 79.620 samples/sec, CrossEntropy=3.111, SmoothL1=1.549
[Epoch 13][Batch 1299], Speed: 81.945 samples/sec, CrossEntropy=3.114, SmoothL1=1.548
[Epoch 13][Batch 1399], Speed: 85.510 samples/sec, CrossEntropy=3.113, SmoothL1=1.547
[Epoch 13][Batch 1499], Speed: 77.065 samples/sec, CrossEntropy=3.112, SmoothL1=1.548
[Epoch 13][Batch 1599], Speed: 75.912 samples/sec, CrossEntropy=3.111, SmoothL1=1.547
[Epoch 13][Batch 1699], Speed: 69.035 samples/sec, CrossEntropy=3.110, SmoothL1=1.549
[Epoch 13][Batch 1799], Speed: 80.817 samples/sec, CrossEntropy=3.113, SmoothL1=1.550
[Epoch 13][Batch 1899], Speed: 78.109 samples/sec, CrossEntropy=3.113, SmoothL1=1.549
[Epoch 13][Batch 1999], Speed: 78.237 samples/sec, CrossEntropy=3.111, SmoothL1=1.549
[Epoch 13][Batch 2099], Speed: 81.248 samples/sec, CrossEntropy=3.110, SmoothL1=1.548
[Epoch 13][Batch 2199], Speed: 79.920 samples/sec, CrossEntropy=3.110, SmoothL1=1.547
[Epoch 13][Batch 2299], Speed: 78.694 samples/sec, CrossEntropy=3.109, SmoothL1=1.546
[Epoch 13][Batch 2399], Speed: 78.988 samples/sec, CrossEntropy=3.108, SmoothL1=1.545
[Epoch 13][Batch 2499], Speed: 77.971 samples/sec, CrossEntropy=3.108, SmoothL1=1.546
[Epoch 13][Batch 2599], Speed: 81.210 samples/sec, CrossEntropy=3.109, SmoothL1=1.547
[Epoch 13][Batch 2699], Speed: 63.965 samples/sec, CrossEntropy=3.109, SmoothL1=1.547
[Epoch 13][Batch 2799], Speed: 77.284 samples/sec, CrossEntropy=3.109, SmoothL1=1.547
[Epoch 13][Batch 2899], Speed: 80.655 samples/sec, CrossEntropy=3.110, SmoothL1=1.548
[Epoch 13][Batch 2999], Speed: 79.196 samples/sec, CrossEntropy=3.110, SmoothL1=1.548
[Epoch 13][Batch 3099], Speed: 83.649 samples/sec, CrossEntropy=3.109, SmoothL1=1.546
[Epoch 13][Batch 3199], Speed: 77.669 samples/sec, CrossEntropy=3.109, SmoothL1=1.546
[Epoch 13][Batch 3299], Speed: 71.886 samples/sec, CrossEntropy=3.108, SmoothL1=1.545
[Epoch 13][Batch 3399], Speed: 84.068 samples/sec, CrossEntropy=3.108, SmoothL1=1.545
[Epoch 13][Batch 3499], Speed: 85.540 samples/sec, CrossEntropy=3.108, SmoothL1=1.544
[Epoch 13][Batch 3599], Speed: 84.953 samples/sec, CrossEntropy=3.106, SmoothL1=1.543
[Epoch 13] Training cost: 1520.437, CrossEntropy=3.105, SmoothL1=1.543
[Epoch 14][Batch 99], Speed: 53.749 samples/sec, CrossEntropy=3.132, SmoothL1=1.510
[Epoch 14][Batch 199], Speed: 78.886 samples/sec, CrossEntropy=3.120, SmoothL1=1.530
[Epoch 14][Batch 299], Speed: 78.981 samples/sec, CrossEntropy=3.105, SmoothL1=1.526
[Epoch 14][Batch 399], Speed: 77.477 samples/sec, CrossEntropy=3.096, SmoothL1=1.519
[Epoch 14][Batch 499], Speed: 67.198 samples/sec, CrossEntropy=3.095, SmoothL1=1.517
[Epoch 14][Batch 599], Speed: 84.287 samples/sec, CrossEntropy=3.099, SmoothL1=1.520
[Epoch 14][Batch 699], Speed: 79.159 samples/sec, CrossEntropy=3.086, SmoothL1=1.516
[Epoch 14][Batch 799], Speed: 77.001 samples/sec, CrossEntropy=3.081, SmoothL1=1.515
[Epoch 14][Batch 899], Speed: 70.773 samples/sec, CrossEntropy=3.083, SmoothL1=1.515
[Epoch 14][Batch 999], Speed: 75.554 samples/sec, CrossEntropy=3.081, SmoothL1=1.513
[Epoch 14][Batch 1099], Speed: 79.869 samples/sec, CrossEntropy=3.080, SmoothL1=1.513
[Epoch 14][Batch 1199], Speed: 84.133 samples/sec, CrossEntropy=3.079, SmoothL1=1.515
[Epoch 14][Batch 1299], Speed: 82.380 samples/sec, CrossEntropy=3.081, SmoothL1=1.518
[Epoch 14][Batch 1399], Speed: 80.004 samples/sec, CrossEntropy=3.080, SmoothL1=1.518
[Epoch 14][Batch 1499], Speed: 68.096 samples/sec, CrossEntropy=3.081, SmoothL1=1.520
[Epoch 14][Batch 1599], Speed: 81.336 samples/sec, CrossEntropy=3.081, SmoothL1=1.519
[Epoch 14][Batch 1699], Speed: 76.946 samples/sec, CrossEntropy=3.084, SmoothL1=1.522
[Epoch 14][Batch 1799], Speed: 72.789 samples/sec, CrossEntropy=3.084, SmoothL1=1.522
[Epoch 14][Batch 1899], Speed: 82.934 samples/sec, CrossEntropy=3.084, SmoothL1=1.521
[Epoch 14][Batch 1999], Speed: 81.247 samples/sec, CrossEntropy=3.085, SmoothL1=1.522
[Epoch 14][Batch 2099], Speed: 76.956 samples/sec, CrossEntropy=3.084, SmoothL1=1.521
[Epoch 14][Batch 2199], Speed: 70.814 samples/sec, CrossEntropy=3.082, SmoothL1=1.520
[Epoch 14][Batch 2299], Speed: 78.917 samples/sec, CrossEntropy=3.082, SmoothL1=1.518
[Epoch 14][Batch 2399], Speed: 79.417 samples/sec, CrossEntropy=3.082, SmoothL1=1.519
[Epoch 14][Batch 2499], Speed: 76.425 samples/sec, CrossEntropy=3.083, SmoothL1=1.519
[Epoch 14][Batch 2599], Speed: 80.008 samples/sec, CrossEntropy=3.081, SmoothL1=1.519
[Epoch 14][Batch 2699], Speed: 78.461 samples/sec, CrossEntropy=3.081, SmoothL1=1.519
[Epoch 14][Batch 2799], Speed: 81.065 samples/sec, CrossEntropy=3.081, SmoothL1=1.519
[Epoch 14][Batch 2899], Speed: 83.050 samples/sec, CrossEntropy=3.082, SmoothL1=1.520
[Epoch 14][Batch 2999], Speed: 81.908 samples/sec, CrossEntropy=3.081, SmoothL1=1.520
[Epoch 14][Batch 3099], Speed: 79.499 samples/sec, CrossEntropy=3.081, SmoothL1=1.521
[Epoch 14][Batch 3199], Speed: 76.977 samples/sec, CrossEntropy=3.081, SmoothL1=1.522
[Epoch 14][Batch 3299], Speed: 81.096 samples/sec, CrossEntropy=3.083, SmoothL1=1.523
[Epoch 14][Batch 3399], Speed: 78.266 samples/sec, CrossEntropy=3.083, SmoothL1=1.522
[Epoch 14][Batch 3499], Speed: 82.937 samples/sec, CrossEntropy=3.084, SmoothL1=1.523
[Epoch 14][Batch 3599], Speed: 85.555 samples/sec, CrossEntropy=3.083, SmoothL1=1.526
[Epoch 14] Training cost: 1524.227, CrossEntropy=3.083, SmoothL1=1.525
[Epoch 15][Batch 99], Speed: 47.436 samples/sec, CrossEntropy=3.035, SmoothL1=1.519
[Epoch 15][Batch 199], Speed: 81.919 samples/sec, CrossEntropy=3.061, SmoothL1=1.552
[Epoch 15][Batch 299], Speed: 84.290 samples/sec, CrossEntropy=3.061, SmoothL1=1.536
[Epoch 15][Batch 399], Speed: 84.709 samples/sec, CrossEntropy=3.062, SmoothL1=1.540
[Epoch 15][Batch 499], Speed: 77.715 samples/sec, CrossEntropy=3.056, SmoothL1=1.533
[Epoch 15][Batch 599], Speed: 74.223 samples/sec, CrossEntropy=3.058, SmoothL1=1.529
[Epoch 15][Batch 699], Speed: 79.284 samples/sec, CrossEntropy=3.061, SmoothL1=1.531
[Epoch 15][Batch 799], Speed: 84.181 samples/sec, CrossEntropy=3.060, SmoothL1=1.530
[Epoch 15][Batch 899], Speed: 77.917 samples/sec, CrossEntropy=3.058, SmoothL1=1.528
[Epoch 15][Batch 999], Speed: 75.592 samples/sec, CrossEntropy=3.060, SmoothL1=1.524
[Epoch 15][Batch 1099], Speed: 79.871 samples/sec, CrossEntropy=3.060, SmoothL1=1.523
[Epoch 15][Batch 1199], Speed: 81.597 samples/sec, CrossEntropy=3.058, SmoothL1=1.521
[Epoch 15][Batch 1299], Speed: 77.809 samples/sec, CrossEntropy=3.059, SmoothL1=1.522
[Epoch 15][Batch 1399], Speed: 70.452 samples/sec, CrossEntropy=3.060, SmoothL1=1.523
[Epoch 15][Batch 1499], Speed: 83.127 samples/sec, CrossEntropy=3.060, SmoothL1=1.521
[Epoch 15][Batch 1599], Speed: 74.909 samples/sec, CrossEntropy=3.060, SmoothL1=1.522
[Epoch 15][Batch 1699], Speed: 76.726 samples/sec, CrossEntropy=3.058, SmoothL1=1.520
[Epoch 15][Batch 1799], Speed: 76.476 samples/sec, CrossEntropy=3.059, SmoothL1=1.522
[Epoch 15][Batch 1899], Speed: 78.571 samples/sec, CrossEntropy=3.058, SmoothL1=1.520
[Epoch 15][Batch 1999], Speed: 80.108 samples/sec, CrossEntropy=3.058, SmoothL1=1.520
[Epoch 15][Batch 2099], Speed: 82.494 samples/sec, CrossEntropy=3.058, SmoothL1=1.520
[Epoch 15][Batch 2199], Speed: 78.747 samples/sec, CrossEntropy=3.057, SmoothL1=1.519
[Epoch 15][Batch 2299], Speed: 78.500 samples/sec, CrossEntropy=3.057, SmoothL1=1.518
[Epoch 15][Batch 2399], Speed: 85.076 samples/sec, CrossEntropy=3.057, SmoothL1=1.517
[Epoch 15][Batch 2499], Speed: 78.974 samples/sec, CrossEntropy=3.057, SmoothL1=1.518
[Epoch 15][Batch 2599], Speed: 75.895 samples/sec, CrossEntropy=3.057, SmoothL1=1.517
[Epoch 15][Batch 2699], Speed: 85.141 samples/sec, CrossEntropy=3.058, SmoothL1=1.517
[Epoch 15][Batch 2799], Speed: 80.821 samples/sec, CrossEntropy=3.058, SmoothL1=1.518
[Epoch 15][Batch 2899], Speed: 80.929 samples/sec, CrossEntropy=3.058, SmoothL1=1.518
[Epoch 15][Batch 2999], Speed: 79.274 samples/sec, CrossEntropy=3.058, SmoothL1=1.518
[Epoch 15][Batch 3099], Speed: 79.264 samples/sec, CrossEntropy=3.057, SmoothL1=1.517
[Epoch 15][Batch 3199], Speed: 76.715 samples/sec, CrossEntropy=3.057, SmoothL1=1.518
[Epoch 15][Batch 3299], Speed: 85.017 samples/sec, CrossEntropy=3.057, SmoothL1=1.518
[Epoch 15][Batch 3399], Speed: 84.413 samples/sec, CrossEntropy=3.057, SmoothL1=1.517
[Epoch 15][Batch 3499], Speed: 85.834 samples/sec, CrossEntropy=3.056, SmoothL1=1.518
[Epoch 15][Batch 3599], Speed: 85.945 samples/sec, CrossEntropy=3.055, SmoothL1=1.517
[Epoch 15] Training cost: 1523.559, CrossEntropy=3.055, SmoothL1=1.517
[Epoch 16][Batch 99], Speed: 51.469 samples/sec, CrossEntropy=3.061, SmoothL1=1.522
[Epoch 16][Batch 199], Speed: 85.071 samples/sec, CrossEntropy=3.061, SmoothL1=1.510
[Epoch 16][Batch 299], Speed: 78.850 samples/sec, CrossEntropy=3.049, SmoothL1=1.501
[Epoch 16][Batch 399], Speed: 79.869 samples/sec, CrossEntropy=3.042, SmoothL1=1.504
[Epoch 16][Batch 499], Speed: 77.249 samples/sec, CrossEntropy=3.041, SmoothL1=1.511
[Epoch 16][Batch 599], Speed: 84.769 samples/sec, CrossEntropy=3.038, SmoothL1=1.514
[Epoch 16][Batch 699], Speed: 77.686 samples/sec, CrossEntropy=3.038, SmoothL1=1.512
[Epoch 16][Batch 799], Speed: 73.868 samples/sec, CrossEntropy=3.043, SmoothL1=1.511
[Epoch 16][Batch 899], Speed: 81.604 samples/sec, CrossEntropy=3.043, SmoothL1=1.507
[Epoch 16][Batch 999], Speed: 80.392 samples/sec, CrossEntropy=3.045, SmoothL1=1.506
[Epoch 16][Batch 1099], Speed: 79.710 samples/sec, CrossEntropy=3.044, SmoothL1=1.506
[Epoch 16][Batch 1199], Speed: 84.910 samples/sec, CrossEntropy=3.039, SmoothL1=1.504
[Epoch 16][Batch 1299], Speed: 79.189 samples/sec, CrossEntropy=3.040, SmoothL1=1.505
[Epoch 16][Batch 1399], Speed: 80.783 samples/sec, CrossEntropy=3.037, SmoothL1=1.502
[Epoch 16][Batch 1499], Speed: 73.264 samples/sec, CrossEntropy=3.036, SmoothL1=1.504
[Epoch 16][Batch 1599], Speed: 75.332 samples/sec, CrossEntropy=3.037, SmoothL1=1.507
[Epoch 16][Batch 1699], Speed: 77.807 samples/sec, CrossEntropy=3.037, SmoothL1=1.509
[Epoch 16][Batch 1799], Speed: 78.257 samples/sec, CrossEntropy=3.038, SmoothL1=1.509
[Epoch 16][Batch 1899], Speed: 82.499 samples/sec, CrossEntropy=3.039, SmoothL1=1.511
[Epoch 16][Batch 1999], Speed: 77.216 samples/sec, CrossEntropy=3.037, SmoothL1=1.510
[Epoch 16][Batch 2099], Speed: 85.433 samples/sec, CrossEntropy=3.037, SmoothL1=1.510
[Epoch 16][Batch 2199], Speed: 84.530 samples/sec, CrossEntropy=3.039, SmoothL1=1.510
[Epoch 16][Batch 2299], Speed: 78.001 samples/sec, CrossEntropy=3.039, SmoothL1=1.510
[Epoch 16][Batch 2399], Speed: 73.418 samples/sec, CrossEntropy=3.038, SmoothL1=1.511
[Epoch 16][Batch 2499], Speed: 56.760 samples/sec, CrossEntropy=3.038, SmoothL1=1.510
[Epoch 16][Batch 2599], Speed: 81.572 samples/sec, CrossEntropy=3.038, SmoothL1=1.509
[Epoch 16][Batch 2699], Speed: 80.267 samples/sec, CrossEntropy=3.039, SmoothL1=1.510
[Epoch 16][Batch 2799], Speed: 79.048 samples/sec, CrossEntropy=3.039, SmoothL1=1.509
[Epoch 16][Batch 2899], Speed: 81.663 samples/sec, CrossEntropy=3.040, SmoothL1=1.509
[Epoch 16][Batch 2999], Speed: 80.046 samples/sec, CrossEntropy=3.039, SmoothL1=1.509
[Epoch 16][Batch 3099], Speed: 74.692 samples/sec, CrossEntropy=3.039, SmoothL1=1.508
[Epoch 16][Batch 3199], Speed: 78.047 samples/sec, CrossEntropy=3.040, SmoothL1=1.509
[Epoch 16][Batch 3299], Speed: 79.391 samples/sec, CrossEntropy=3.040, SmoothL1=1.508
[Epoch 16][Batch 3399], Speed: 79.967 samples/sec, CrossEntropy=3.040, SmoothL1=1.507
[Epoch 16][Batch 3499], Speed: 84.206 samples/sec, CrossEntropy=3.040, SmoothL1=1.508
[Epoch 16][Batch 3599], Speed: 85.908 samples/sec, CrossEntropy=3.040, SmoothL1=1.507
[Epoch 16] Training cost: 1525.992, CrossEntropy=3.040, SmoothL1=1.506
[Epoch 17][Batch 99], Speed: 48.297 samples/sec, CrossEntropy=3.054, SmoothL1=1.495
[Epoch 17][Batch 199], Speed: 84.202 samples/sec, CrossEntropy=3.032, SmoothL1=1.488
[Epoch 17][Batch 299], Speed: 76.279 samples/sec, CrossEntropy=3.028, SmoothL1=1.487
[Epoch 17][Batch 399], Speed: 73.627 samples/sec, CrossEntropy=3.025, SmoothL1=1.485
[Epoch 17][Batch 499], Speed: 77.505 samples/sec, CrossEntropy=3.016, SmoothL1=1.491
[Epoch 17][Batch 599], Speed: 83.280 samples/sec, CrossEntropy=3.015, SmoothL1=1.493
[Epoch 17][Batch 699], Speed: 78.735 samples/sec, CrossEntropy=3.013, SmoothL1=1.487
[Epoch 17][Batch 799], Speed: 79.063 samples/sec, CrossEntropy=3.014, SmoothL1=1.487
[Epoch 17][Batch 899], Speed: 83.418 samples/sec, CrossEntropy=3.013, SmoothL1=1.486
[Epoch 17][Batch 999], Speed: 81.794 samples/sec, CrossEntropy=3.010, SmoothL1=1.488
[Epoch 17][Batch 1099], Speed: 79.104 samples/sec, CrossEntropy=3.012, SmoothL1=1.490
[Epoch 17][Batch 1199], Speed: 70.756 samples/sec, CrossEntropy=3.011, SmoothL1=1.491
[Epoch 17][Batch 1299], Speed: 79.430 samples/sec, CrossEntropy=3.008, SmoothL1=1.488
[Epoch 17][Batch 1399], Speed: 75.931 samples/sec, CrossEntropy=3.008, SmoothL1=1.487
[Epoch 17][Batch 1499], Speed: 74.901 samples/sec, CrossEntropy=3.009, SmoothL1=1.489
[Epoch 17][Batch 1599], Speed: 81.561 samples/sec, CrossEntropy=3.011, SmoothL1=1.491
[Epoch 17][Batch 1699], Speed: 80.595 samples/sec, CrossEntropy=3.009, SmoothL1=1.489
[Epoch 17][Batch 1799], Speed: 79.357 samples/sec, CrossEntropy=3.011, SmoothL1=1.489
[Epoch 17][Batch 1899], Speed: 84.306 samples/sec, CrossEntropy=3.011, SmoothL1=1.489
[Epoch 17][Batch 1999], Speed: 77.031 samples/sec, CrossEntropy=3.010, SmoothL1=1.488
[Epoch 17][Batch 2099], Speed: 79.592 samples/sec, CrossEntropy=3.009, SmoothL1=1.488
[Epoch 17][Batch 2199], Speed: 83.432 samples/sec, CrossEntropy=3.009, SmoothL1=1.486
[Epoch 17][Batch 2299], Speed: 78.214 samples/sec, CrossEntropy=3.011, SmoothL1=1.487
[Epoch 17][Batch 2399], Speed: 77.154 samples/sec, CrossEntropy=3.010, SmoothL1=1.488
[Epoch 17][Batch 2499], Speed: 84.488 samples/sec, CrossEntropy=3.010, SmoothL1=1.487
[Epoch 17][Batch 2599], Speed: 81.455 samples/sec, CrossEntropy=3.011, SmoothL1=1.486
[Epoch 17][Batch 2699], Speed: 79.527 samples/sec, CrossEntropy=3.011, SmoothL1=1.486
[Epoch 17][Batch 2799], Speed: 76.668 samples/sec, CrossEntropy=3.010, SmoothL1=1.487
[Epoch 17][Batch 2899], Speed: 83.319 samples/sec, CrossEntropy=3.011, SmoothL1=1.487
[Epoch 17][Batch 2999], Speed: 78.957 samples/sec, CrossEntropy=3.013, SmoothL1=1.487
[Epoch 17][Batch 3099], Speed: 80.577 samples/sec, CrossEntropy=3.012, SmoothL1=1.487
[Epoch 17][Batch 3199], Speed: 79.890 samples/sec, CrossEntropy=3.012, SmoothL1=1.486
[Epoch 17][Batch 3299], Speed: 78.858 samples/sec, CrossEntropy=3.012, SmoothL1=1.487
[Epoch 17][Batch 3399], Speed: 79.972 samples/sec, CrossEntropy=3.013, SmoothL1=1.488
[Epoch 17][Batch 3499], Speed: 83.737 samples/sec, CrossEntropy=3.014, SmoothL1=1.489
[Epoch 17][Batch 3599], Speed: 85.577 samples/sec, CrossEntropy=3.014, SmoothL1=1.490
[Epoch 17] Training cost: 1524.048, CrossEntropy=3.014, SmoothL1=1.490
[Epoch 18][Batch 99], Speed: 53.709 samples/sec, CrossEntropy=2.983, SmoothL1=1.493
[Epoch 18][Batch 199], Speed: 77.634 samples/sec, CrossEntropy=2.987, SmoothL1=1.494
[Epoch 18][Batch 299], Speed: 83.784 samples/sec, CrossEntropy=2.981, SmoothL1=1.494
[Epoch 18][Batch 399], Speed: 57.256 samples/sec, CrossEntropy=2.981, SmoothL1=1.488
[Epoch 18][Batch 499], Speed: 77.751 samples/sec, CrossEntropy=2.981, SmoothL1=1.481
[Epoch 18][Batch 599], Speed: 81.536 samples/sec, CrossEntropy=2.983, SmoothL1=1.480
[Epoch 18][Batch 699], Speed: 76.849 samples/sec, CrossEntropy=2.985, SmoothL1=1.482
[Epoch 18][Batch 799], Speed: 84.603 samples/sec, CrossEntropy=2.988, SmoothL1=1.482
[Epoch 18][Batch 899], Speed: 85.757 samples/sec, CrossEntropy=2.989, SmoothL1=1.482
[Epoch 18][Batch 999], Speed: 75.747 samples/sec, CrossEntropy=2.987, SmoothL1=1.479
[Epoch 18][Batch 1099], Speed: 85.719 samples/sec, CrossEntropy=2.986, SmoothL1=1.475
[Epoch 18][Batch 1199], Speed: 76.194 samples/sec, CrossEntropy=2.986, SmoothL1=1.475
[Epoch 18][Batch 1299], Speed: 77.851 samples/sec, CrossEntropy=2.988, SmoothL1=1.477
[Epoch 18][Batch 1399], Speed: 69.760 samples/sec, CrossEntropy=2.987, SmoothL1=1.476
[Epoch 18][Batch 1499], Speed: 79.503 samples/sec, CrossEntropy=2.986, SmoothL1=1.476
[Epoch 18][Batch 1599], Speed: 77.429 samples/sec, CrossEntropy=2.988, SmoothL1=1.477
[Epoch 18][Batch 1699], Speed: 85.739 samples/sec, CrossEntropy=2.990, SmoothL1=1.477
[Epoch 18][Batch 1799], Speed: 80.226 samples/sec, CrossEntropy=2.992, SmoothL1=1.478
[Epoch 18][Batch 1899], Speed: 77.438 samples/sec, CrossEntropy=2.992, SmoothL1=1.477
[Epoch 18][Batch 1999], Speed: 85.299 samples/sec, CrossEntropy=2.993, SmoothL1=1.477
[Epoch 18][Batch 2099], Speed: 82.059 samples/sec, CrossEntropy=2.994, SmoothL1=1.478
[Epoch 18][Batch 2199], Speed: 79.676 samples/sec, CrossEntropy=2.996, SmoothL1=1.477
[Epoch 18][Batch 2299], Speed: 76.738 samples/sec, CrossEntropy=2.998, SmoothL1=1.479
[Epoch 18][Batch 2399], Speed: 81.001 samples/sec, CrossEntropy=2.999, SmoothL1=1.479
[Epoch 18][Batch 2499], Speed: 78.104 samples/sec, CrossEntropy=2.998, SmoothL1=1.479
[Epoch 18][Batch 2599], Speed: 77.661 samples/sec, CrossEntropy=2.999, SmoothL1=1.479
[Epoch 18][Batch 2699], Speed: 73.340 samples/sec, CrossEntropy=2.999, SmoothL1=1.480
[Epoch 18][Batch 2799], Speed: 79.924 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18][Batch 2899], Speed: 78.061 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18][Batch 2999], Speed: 75.146 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18][Batch 3099], Speed: 80.774 samples/sec, CrossEntropy=3.000, SmoothL1=1.482
[Epoch 18][Batch 3199], Speed: 77.450 samples/sec, CrossEntropy=2.999, SmoothL1=1.482
[Epoch 18][Batch 3299], Speed: 78.606 samples/sec, CrossEntropy=3.000, SmoothL1=1.482
[Epoch 18][Batch 3399], Speed: 80.802 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18][Batch 3499], Speed: 84.848 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18][Batch 3599], Speed: 84.926 samples/sec, CrossEntropy=3.000, SmoothL1=1.481
[Epoch 18] Training cost: 1525.691, CrossEntropy=3.001, SmoothL1=1.482
[Epoch 19][Batch 99], Speed: 60.646 samples/sec, CrossEntropy=2.985, SmoothL1=1.473
[Epoch 19][Batch 199], Speed: 73.916 samples/sec, CrossEntropy=2.971, SmoothL1=1.474
[Epoch 19][Batch 299], Speed: 77.418 samples/sec, CrossEntropy=2.969, SmoothL1=1.461
[Epoch 19][Batch 399], Speed: 79.711 samples/sec, CrossEntropy=2.970, SmoothL1=1.465
[Epoch 19][Batch 499], Speed: 76.388 samples/sec, CrossEntropy=2.963, SmoothL1=1.467
[Epoch 19][Batch 599], Speed: 75.403 samples/sec, CrossEntropy=2.965, SmoothL1=1.469
[Epoch 19][Batch 699], Speed: 80.982 samples/sec, CrossEntropy=2.966, SmoothL1=1.474
[Epoch 19][Batch 799], Speed: 80.319 samples/sec, CrossEntropy=2.967, SmoothL1=1.472
[Epoch 19][Batch 899], Speed: 79.345 samples/sec, CrossEntropy=2.969, SmoothL1=1.471
[Epoch 19][Batch 999], Speed: 82.708 samples/sec, CrossEntropy=2.972, SmoothL1=1.472
[Epoch 19][Batch 1099], Speed: 80.017 samples/sec, CrossEntropy=2.976, SmoothL1=1.476
[Epoch 19][Batch 1199], Speed: 83.952 samples/sec, CrossEntropy=2.977, SmoothL1=1.476
[Epoch 19][Batch 1299], Speed: 83.182 samples/sec, CrossEntropy=2.978, SmoothL1=1.475
[Epoch 19][Batch 1399], Speed: 80.381 samples/sec, CrossEntropy=2.978, SmoothL1=1.478
[Epoch 19][Batch 1499], Speed: 78.717 samples/sec, CrossEntropy=2.979, SmoothL1=1.478
[Epoch 19][Batch 1599], Speed: 83.457 samples/sec, CrossEntropy=2.977, SmoothL1=1.477
[Epoch 19][Batch 1699], Speed: 79.945 samples/sec, CrossEntropy=2.979, SmoothL1=1.477
[Epoch 19][Batch 1799], Speed: 78.220 samples/sec, CrossEntropy=2.978, SmoothL1=1.475
[Epoch 19][Batch 1899], Speed: 80.567 samples/sec, CrossEntropy=2.979, SmoothL1=1.478
[Epoch 19][Batch 1999], Speed: 83.612 samples/sec, CrossEntropy=2.980, SmoothL1=1.478
[Epoch 19][Batch 2099], Speed: 80.440 samples/sec, CrossEntropy=2.980, SmoothL1=1.477
[Epoch 19][Batch 2199], Speed: 78.578 samples/sec, CrossEntropy=2.979, SmoothL1=1.476
[Epoch 19][Batch 2299], Speed: 80.220 samples/sec, CrossEntropy=2.980, SmoothL1=1.477
[Epoch 19][Batch 2399], Speed: 81.085 samples/sec, CrossEntropy=2.981, SmoothL1=1.477
[Epoch 19][Batch 2499], Speed: 76.851 samples/sec, CrossEntropy=2.982, SmoothL1=1.478
[Epoch 19][Batch 2599], Speed: 76.176 samples/sec, CrossEntropy=2.983, SmoothL1=1.479
[Epoch 19][Batch 2699], Speed: 80.389 samples/sec, CrossEntropy=2.983, SmoothL1=1.480
[Epoch 19][Batch 2799], Speed: 79.256 samples/sec, CrossEntropy=2.983, SmoothL1=1.479
[Epoch 19][Batch 2899], Speed: 85.366 samples/sec, CrossEntropy=2.984, SmoothL1=1.479
[Epoch 19][Batch 2999], Speed: 76.269 samples/sec, CrossEntropy=2.984, SmoothL1=1.479
[Epoch 19][Batch 3099], Speed: 79.637 samples/sec, CrossEntropy=2.984, SmoothL1=1.478
[Epoch 19][Batch 3199], Speed: 79.696 samples/sec, CrossEntropy=2.985, SmoothL1=1.478
[Epoch 19][Batch 3299], Speed: 78.199 samples/sec, CrossEntropy=2.985, SmoothL1=1.477
[Epoch 19][Batch 3399], Speed: 76.261 samples/sec, CrossEntropy=2.984, SmoothL1=1.476
[Epoch 19][Batch 3499], Speed: 86.212 samples/sec, CrossEntropy=2.985, SmoothL1=1.476
[Epoch 19][Batch 3599], Speed: 86.286 samples/sec, CrossEntropy=2.986, SmoothL1=1.477
[Epoch 19] Training cost: 1524.710, CrossEntropy=2.985, SmoothL1=1.477
[Epoch 19] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.209
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.394
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.202
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.069
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.240
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.316
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.203
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.310
 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 ] = 0.112
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.357
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.475
person=33.4
bicycle=16.5
car=24.1
motorcycle=25.4
airplane=39.8
bus=43.7
train=39.4
truck=18.7
boat=9.9
traffic light=9.4
fire hydrant=37.9
stop sign=43.6
parking meter=26.3
bench=10.9
bird=16.4
cat=40.8
dog=38.1
horse=33.4
sheep=28.2
cow=33.5
elephant=41.6
bear=51.1
zebra=45.6
giraffe=44.7
backpack=3.0
umbrella=20.8
handbag=2.5
tie=12.6
suitcase=13.8
frisbee=29.0
skis=8.6
snowboard=10.2
sports ball=23.9
kite=19.1
baseball bat=9.2
baseball glove=13.5
skateboard=22.7
surfboard=15.6
tennis racket=20.3
bottle=14.1
wine glass=12.9
cup=20.5
fork=6.2
knife=2.4
spoon=2.5
bowl=22.3
banana=9.9
apple=6.4
sandwich=23.3
orange=16.2
broccoli=12.2
carrot=5.7
hot dog=15.1
pizza=30.4
donut=22.2
cake=19.5
chair=10.4
couch=23.4
potted plant=9.9
bed=25.1
dining table=17.1
toilet=34.4
tv=38.1
laptop=36.9
mouse=35.1
remote=5.1
keyboard=24.9
cell phone=14.7
microwave=30.5
oven=18.7
toaster=5.9
sink=13.9
refrigerator=26.2
book=5.1
clock=30.8
vase=13.7
scissors=6.4
teddy bear=25.1
hair drier=0.0
toothbrush=1.2
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=20.9
[Epoch 20][Batch 99], Speed: 50.405 samples/sec, CrossEntropy=2.999, SmoothL1=1.477
[Epoch 20][Batch 199], Speed: 77.601 samples/sec, CrossEntropy=2.983, SmoothL1=1.467
[Epoch 20][Batch 299], Speed: 76.812 samples/sec, CrossEntropy=2.975, SmoothL1=1.470
[Epoch 20][Batch 399], Speed: 79.824 samples/sec, CrossEntropy=2.975, SmoothL1=1.469
[Epoch 20][Batch 499], Speed: 83.654 samples/sec, CrossEntropy=2.978, SmoothL1=1.473
[Epoch 20][Batch 599], Speed: 78.280 samples/sec, CrossEntropy=2.972, SmoothL1=1.470
[Epoch 20][Batch 699], Speed: 79.933 samples/sec, CrossEntropy=2.971, SmoothL1=1.474
[Epoch 20][Batch 799], Speed: 60.942 samples/sec, CrossEntropy=2.971, SmoothL1=1.468
[Epoch 20][Batch 899], Speed: 75.019 samples/sec, CrossEntropy=2.969, SmoothL1=1.465
[Epoch 20][Batch 999], Speed: 76.740 samples/sec, CrossEntropy=2.967, SmoothL1=1.464
[Epoch 20][Batch 1099], Speed: 71.490 samples/sec, CrossEntropy=2.972, SmoothL1=1.466
[Epoch 20][Batch 1199], Speed: 79.279 samples/sec, CrossEntropy=2.973, SmoothL1=1.467
[Epoch 20][Batch 1299], Speed: 79.889 samples/sec, CrossEntropy=2.972, SmoothL1=1.467
[Epoch 20][Batch 1399], Speed: 72.666 samples/sec, CrossEntropy=2.974, SmoothL1=1.467
[Epoch 20][Batch 1499], Speed: 72.577 samples/sec, CrossEntropy=2.977, SmoothL1=1.469
[Epoch 20][Batch 1599], Speed: 77.876 samples/sec, CrossEntropy=2.977, SmoothL1=1.469
[Epoch 20][Batch 1699], Speed: 80.398 samples/sec, CrossEntropy=2.978, SmoothL1=1.469
[Epoch 20][Batch 1799], Speed: 82.052 samples/sec, CrossEntropy=2.980, SmoothL1=1.471
[Epoch 20][Batch 1899], Speed: 77.863 samples/sec, CrossEntropy=2.978, SmoothL1=1.468
[Epoch 20][Batch 1999], Speed: 77.763 samples/sec, CrossEntropy=2.978, SmoothL1=1.467
[Epoch 20][Batch 2099], Speed: 79.404 samples/sec, CrossEntropy=2.977, SmoothL1=1.467
[Epoch 20][Batch 2199], Speed: 80.190 samples/sec, CrossEntropy=2.976, SmoothL1=1.466
[Epoch 20][Batch 2299], Speed: 78.757 samples/sec, CrossEntropy=2.977, SmoothL1=1.466
[Epoch 20][Batch 2399], Speed: 84.390 samples/sec, CrossEntropy=2.978, SmoothL1=1.469
[Epoch 20][Batch 2499], Speed: 82.386 samples/sec, CrossEntropy=2.977, SmoothL1=1.469
[Epoch 20][Batch 2599], Speed: 77.456 samples/sec, CrossEntropy=2.976, SmoothL1=1.468
[Epoch 20][Batch 2699], Speed: 81.396 samples/sec, CrossEntropy=2.975, SmoothL1=1.468
[Epoch 20][Batch 2799], Speed: 77.432 samples/sec, CrossEntropy=2.974, SmoothL1=1.468
[Epoch 20][Batch 2899], Speed: 79.724 samples/sec, CrossEntropy=2.975, SmoothL1=1.467
[Epoch 20][Batch 2999], Speed: 76.922 samples/sec, CrossEntropy=2.975, SmoothL1=1.467
[Epoch 20][Batch 3099], Speed: 82.510 samples/sec, CrossEntropy=2.974, SmoothL1=1.467
[Epoch 20][Batch 3199], Speed: 78.535 samples/sec, CrossEntropy=2.974, SmoothL1=1.468
[Epoch 20][Batch 3299], Speed: 85.938 samples/sec, CrossEntropy=2.974, SmoothL1=1.468
[Epoch 20][Batch 3399], Speed: 83.880 samples/sec, CrossEntropy=2.975, SmoothL1=1.468
[Epoch 20][Batch 3499], Speed: 84.949 samples/sec, CrossEntropy=2.976, SmoothL1=1.469
[Epoch 20][Batch 3599], Speed: 85.312 samples/sec, CrossEntropy=2.975, SmoothL1=1.468
[Epoch 20] Training cost: 1527.424, CrossEntropy=2.974, SmoothL1=1.468
[Epoch 21][Batch 99], Speed: 57.739 samples/sec, CrossEntropy=2.956, SmoothL1=1.455
[Epoch 21][Batch 199], Speed: 84.731 samples/sec, CrossEntropy=2.980, SmoothL1=1.471
[Epoch 21][Batch 299], Speed: 76.960 samples/sec, CrossEntropy=2.968, SmoothL1=1.461
[Epoch 21][Batch 399], Speed: 79.403 samples/sec, CrossEntropy=2.977, SmoothL1=1.470
[Epoch 21][Batch 499], Speed: 78.323 samples/sec, CrossEntropy=2.974, SmoothL1=1.470
[Epoch 21][Batch 599], Speed: 78.434 samples/sec, CrossEntropy=2.969, SmoothL1=1.469
[Epoch 21][Batch 699], Speed: 78.793 samples/sec, CrossEntropy=2.969, SmoothL1=1.474
[Epoch 21][Batch 799], Speed: 81.759 samples/sec, CrossEntropy=2.967, SmoothL1=1.470
[Epoch 21][Batch 899], Speed: 78.051 samples/sec, CrossEntropy=2.964, SmoothL1=1.469
[Epoch 21][Batch 999], Speed: 83.141 samples/sec, CrossEntropy=2.966, SmoothL1=1.473
[Epoch 21][Batch 1099], Speed: 78.548 samples/sec, CrossEntropy=2.962, SmoothL1=1.471
[Epoch 21][Batch 1199], Speed: 77.537 samples/sec, CrossEntropy=2.961, SmoothL1=1.469
[Epoch 21][Batch 1299], Speed: 81.204 samples/sec, CrossEntropy=2.961, SmoothL1=1.467
[Epoch 21][Batch 1399], Speed: 82.922 samples/sec, CrossEntropy=2.963, SmoothL1=1.468
[Epoch 21][Batch 1499], Speed: 79.110 samples/sec, CrossEntropy=2.964, SmoothL1=1.471
[Epoch 21][Batch 1599], Speed: 77.113 samples/sec, CrossEntropy=2.964, SmoothL1=1.472
[Epoch 21][Batch 1699], Speed: 82.019 samples/sec, CrossEntropy=2.962, SmoothL1=1.471
[Epoch 21][Batch 1799], Speed: 78.940 samples/sec, CrossEntropy=2.961, SmoothL1=1.468
[Epoch 21][Batch 1899], Speed: 71.976 samples/sec, CrossEntropy=2.961, SmoothL1=1.467
[Epoch 21][Batch 1999], Speed: 83.048 samples/sec, CrossEntropy=2.960, SmoothL1=1.467
[Epoch 21][Batch 2099], Speed: 76.907 samples/sec, CrossEntropy=2.960, SmoothL1=1.467
[Epoch 21][Batch 2199], Speed: 78.651 samples/sec, CrossEntropy=2.958, SmoothL1=1.465
[Epoch 21][Batch 2299], Speed: 78.709 samples/sec, CrossEntropy=2.955, SmoothL1=1.464
[Epoch 21][Batch 2399], Speed: 77.481 samples/sec, CrossEntropy=2.957, SmoothL1=1.464
[Epoch 21][Batch 2499], Speed: 82.018 samples/sec, CrossEntropy=2.956, SmoothL1=1.464
[Epoch 21][Batch 2599], Speed: 53.164 samples/sec, CrossEntropy=2.956, SmoothL1=1.463
[Epoch 21][Batch 2699], Speed: 82.863 samples/sec, CrossEntropy=2.956, SmoothL1=1.463
[Epoch 21][Batch 2799], Speed: 72.590 samples/sec, CrossEntropy=2.955, SmoothL1=1.462
[Epoch 21][Batch 2899], Speed: 85.734 samples/sec, CrossEntropy=2.954, SmoothL1=1.461
[Epoch 21][Batch 2999], Speed: 76.952 samples/sec, CrossEntropy=2.953, SmoothL1=1.458
[Epoch 21][Batch 3099], Speed: 77.738 samples/sec, CrossEntropy=2.953, SmoothL1=1.457
[Epoch 21][Batch 3199], Speed: 85.919 samples/sec, CrossEntropy=2.953, SmoothL1=1.457
[Epoch 21][Batch 3299], Speed: 78.356 samples/sec, CrossEntropy=2.952, SmoothL1=1.457
[Epoch 21][Batch 3399], Speed: 80.523 samples/sec, CrossEntropy=2.953, SmoothL1=1.457
[Epoch 21][Batch 3499], Speed: 85.822 samples/sec, CrossEntropy=2.952, SmoothL1=1.457
[Epoch 21][Batch 3599], Speed: 85.347 samples/sec, CrossEntropy=2.951, SmoothL1=1.457
[Epoch 21] Training cost: 1527.162, CrossEntropy=2.952, SmoothL1=1.457
[Epoch 22][Batch 99], Speed: 51.977 samples/sec, CrossEntropy=2.903, SmoothL1=1.427
[Epoch 22][Batch 199], Speed: 75.595 samples/sec, CrossEntropy=2.910, SmoothL1=1.448
[Epoch 22][Batch 299], Speed: 78.684 samples/sec, CrossEntropy=2.910, SmoothL1=1.448
[Epoch 22][Batch 399], Speed: 76.163 samples/sec, CrossEntropy=2.913, SmoothL1=1.441
[Epoch 22][Batch 499], Speed: 78.387 samples/sec, CrossEntropy=2.920, SmoothL1=1.451
[Epoch 22][Batch 599], Speed: 83.086 samples/sec, CrossEntropy=2.928, SmoothL1=1.449
[Epoch 22][Batch 699], Speed: 77.317 samples/sec, CrossEntropy=2.928, SmoothL1=1.449
[Epoch 22][Batch 799], Speed: 79.121 samples/sec, CrossEntropy=2.933, SmoothL1=1.448
[Epoch 22][Batch 899], Speed: 72.700 samples/sec, CrossEntropy=2.935, SmoothL1=1.447
[Epoch 22][Batch 999], Speed: 82.274 samples/sec, CrossEntropy=2.935, SmoothL1=1.445
[Epoch 22][Batch 1099], Speed: 76.205 samples/sec, CrossEntropy=2.937, SmoothL1=1.444
[Epoch 22][Batch 1199], Speed: 79.215 samples/sec, CrossEntropy=2.940, SmoothL1=1.443
[Epoch 22][Batch 1299], Speed: 83.512 samples/sec, CrossEntropy=2.941, SmoothL1=1.443
[Epoch 22][Batch 1399], Speed: 75.545 samples/sec, CrossEntropy=2.938, SmoothL1=1.440
[Epoch 22][Batch 1499], Speed: 78.262 samples/sec, CrossEntropy=2.938, SmoothL1=1.442
[Epoch 22][Batch 1599], Speed: 78.392 samples/sec, CrossEntropy=2.937, SmoothL1=1.443
[Epoch 22][Batch 1699], Speed: 79.293 samples/sec, CrossEntropy=2.939, SmoothL1=1.446
[Epoch 22][Batch 1799], Speed: 78.558 samples/sec, CrossEntropy=2.938, SmoothL1=1.445
[Epoch 22][Batch 1899], Speed: 83.584 samples/sec, CrossEntropy=2.937, SmoothL1=1.444
[Epoch 22][Batch 1999], Speed: 78.957 samples/sec, CrossEntropy=2.939, SmoothL1=1.444
[Epoch 22][Batch 2099], Speed: 76.972 samples/sec, CrossEntropy=2.940, SmoothL1=1.445
[Epoch 22][Batch 2199], Speed: 70.848 samples/sec, CrossEntropy=2.940, SmoothL1=1.446
[Epoch 22][Batch 2299], Speed: 80.700 samples/sec, CrossEntropy=2.940, SmoothL1=1.445
[Epoch 22][Batch 2399], Speed: 78.790 samples/sec, CrossEntropy=2.940, SmoothL1=1.444
[Epoch 22][Batch 2499], Speed: 75.945 samples/sec, CrossEntropy=2.941, SmoothL1=1.446
[Epoch 22][Batch 2599], Speed: 83.025 samples/sec, CrossEntropy=2.939, SmoothL1=1.446
[Epoch 22][Batch 2699], Speed: 79.316 samples/sec, CrossEntropy=2.939, SmoothL1=1.445
[Epoch 22][Batch 2799], Speed: 76.749 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 2899], Speed: 80.138 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 2999], Speed: 78.325 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 3099], Speed: 77.724 samples/sec, CrossEntropy=2.938, SmoothL1=1.445
[Epoch 22][Batch 3199], Speed: 84.730 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 3299], Speed: 79.576 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 3399], Speed: 78.404 samples/sec, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 22][Batch 3499], Speed: 83.508 samples/sec, CrossEntropy=2.938, SmoothL1=1.443
[Epoch 22][Batch 3599], Speed: 85.093 samples/sec, CrossEntropy=2.937, SmoothL1=1.443
[Epoch 22] Training cost: 1528.246, CrossEntropy=2.938, SmoothL1=1.444
[Epoch 23][Batch 99], Speed: 63.199 samples/sec, CrossEntropy=2.909, SmoothL1=1.417
[Epoch 23][Batch 199], Speed: 70.744 samples/sec, CrossEntropy=2.917, SmoothL1=1.429
[Epoch 23][Batch 299], Speed: 78.311 samples/sec, CrossEntropy=2.911, SmoothL1=1.417
[Epoch 23][Batch 399], Speed: 75.769 samples/sec, CrossEntropy=2.920, SmoothL1=1.423
[Epoch 23][Batch 499], Speed: 81.266 samples/sec, CrossEntropy=2.923, SmoothL1=1.429
[Epoch 23][Batch 599], Speed: 62.669 samples/sec, CrossEntropy=2.917, SmoothL1=1.431
[Epoch 23][Batch 699], Speed: 76.213 samples/sec, CrossEntropy=2.920, SmoothL1=1.435
[Epoch 23][Batch 799], Speed: 83.443 samples/sec, CrossEntropy=2.922, SmoothL1=1.437
[Epoch 23][Batch 899], Speed: 79.387 samples/sec, CrossEntropy=2.925, SmoothL1=1.438
[Epoch 23][Batch 999], Speed: 81.714 samples/sec, CrossEntropy=2.924, SmoothL1=1.436
[Epoch 23][Batch 1099], Speed: 77.502 samples/sec, CrossEntropy=2.930, SmoothL1=1.441
[Epoch 23][Batch 1199], Speed: 78.401 samples/sec, CrossEntropy=2.930, SmoothL1=1.440
[Epoch 23][Batch 1299], Speed: 77.475 samples/sec, CrossEntropy=2.928, SmoothL1=1.435
[Epoch 23][Batch 1399], Speed: 84.581 samples/sec, CrossEntropy=2.926, SmoothL1=1.435
[Epoch 23][Batch 1499], Speed: 79.033 samples/sec, CrossEntropy=2.926, SmoothL1=1.438
[Epoch 23][Batch 1599], Speed: 78.864 samples/sec, CrossEntropy=2.925, SmoothL1=1.436
[Epoch 23][Batch 1699], Speed: 74.007 samples/sec, CrossEntropy=2.927, SmoothL1=1.438
[Epoch 23][Batch 1799], Speed: 76.981 samples/sec, CrossEntropy=2.926, SmoothL1=1.439
[Epoch 23][Batch 1899], Speed: 77.265 samples/sec, CrossEntropy=2.926, SmoothL1=1.437
[Epoch 23][Batch 1999], Speed: 78.341 samples/sec, CrossEntropy=2.926, SmoothL1=1.437
[Epoch 23][Batch 2099], Speed: 82.052 samples/sec, CrossEntropy=2.926, SmoothL1=1.436
[Epoch 23][Batch 2199], Speed: 77.918 samples/sec, CrossEntropy=2.928, SmoothL1=1.437
[Epoch 23][Batch 2299], Speed: 86.372 samples/sec, CrossEntropy=2.928, SmoothL1=1.438
[Epoch 23][Batch 2399], Speed: 82.898 samples/sec, CrossEntropy=2.928, SmoothL1=1.438
[Epoch 23][Batch 2499], Speed: 77.178 samples/sec, CrossEntropy=2.929, SmoothL1=1.438
[Epoch 23][Batch 2599], Speed: 78.559 samples/sec, CrossEntropy=2.929, SmoothL1=1.438
[Epoch 23][Batch 2699], Speed: 83.888 samples/sec, CrossEntropy=2.930, SmoothL1=1.440
[Epoch 23][Batch 2799], Speed: 78.457 samples/sec, CrossEntropy=2.928, SmoothL1=1.439
[Epoch 23][Batch 2899], Speed: 74.239 samples/sec, CrossEntropy=2.929, SmoothL1=1.438
[Epoch 23][Batch 2999], Speed: 74.438 samples/sec, CrossEntropy=2.928, SmoothL1=1.438
[Epoch 23][Batch 3099], Speed: 80.289 samples/sec, CrossEntropy=2.928, SmoothL1=1.438
[Epoch 23][Batch 3199], Speed: 76.532 samples/sec, CrossEntropy=2.928, SmoothL1=1.440
[Epoch 23][Batch 3299], Speed: 81.228 samples/sec, CrossEntropy=2.929, SmoothL1=1.442
[Epoch 23][Batch 3399], Speed: 83.228 samples/sec, CrossEntropy=2.928, SmoothL1=1.441
[Epoch 23][Batch 3499], Speed: 85.378 samples/sec, CrossEntropy=2.927, SmoothL1=1.440
[Epoch 23][Batch 3599], Speed: 85.159 samples/sec, CrossEntropy=2.927, SmoothL1=1.440
[Epoch 23] Training cost: 1531.173, CrossEntropy=2.927, SmoothL1=1.440
[Epoch 24][Batch 99], Speed: 51.277 samples/sec, CrossEntropy=2.909, SmoothL1=1.427
[Epoch 24][Batch 199], Speed: 73.416 samples/sec, CrossEntropy=2.912, SmoothL1=1.430
[Epoch 24][Batch 299], Speed: 83.902 samples/sec, CrossEntropy=2.919, SmoothL1=1.433
[Epoch 24][Batch 399], Speed: 75.118 samples/sec, CrossEntropy=2.912, SmoothL1=1.443
[Epoch 24][Batch 499], Speed: 75.610 samples/sec, CrossEntropy=2.922, SmoothL1=1.443
[Epoch 24][Batch 599], Speed: 76.920 samples/sec, CrossEntropy=2.921, SmoothL1=1.449
[Epoch 24][Batch 699], Speed: 86.044 samples/sec, CrossEntropy=2.924, SmoothL1=1.453
[Epoch 24][Batch 799], Speed: 82.359 samples/sec, CrossEntropy=2.924, SmoothL1=1.452
[Epoch 24][Batch 899], Speed: 76.925 samples/sec, CrossEntropy=2.926, SmoothL1=1.450
[Epoch 24][Batch 999], Speed: 85.973 samples/sec, CrossEntropy=2.925, SmoothL1=1.449
[Epoch 24][Batch 1099], Speed: 81.320 samples/sec, CrossEntropy=2.923, SmoothL1=1.448
[Epoch 24][Batch 1199], Speed: 79.607 samples/sec, CrossEntropy=2.920, SmoothL1=1.446
[Epoch 24][Batch 1299], Speed: 79.383 samples/sec, CrossEntropy=2.923, SmoothL1=1.445
[Epoch 24][Batch 1399], Speed: 85.643 samples/sec, CrossEntropy=2.921, SmoothL1=1.445
[Epoch 24][Batch 1499], Speed: 77.886 samples/sec, CrossEntropy=2.921, SmoothL1=1.443
[Epoch 24][Batch 1599], Speed: 79.587 samples/sec, CrossEntropy=2.919, SmoothL1=1.441
[Epoch 24][Batch 1699], Speed: 83.734 samples/sec, CrossEntropy=2.918, SmoothL1=1.441
[Epoch 24][Batch 1799], Speed: 77.225 samples/sec, CrossEntropy=2.917, SmoothL1=1.440
[Epoch 24][Batch 1899], Speed: 77.951 samples/sec, CrossEntropy=2.915, SmoothL1=1.439
[Epoch 24][Batch 1999], Speed: 65.646 samples/sec, CrossEntropy=2.917, SmoothL1=1.439
[Epoch 24][Batch 2099], Speed: 78.058 samples/sec, CrossEntropy=2.918, SmoothL1=1.440
[Epoch 24][Batch 2199], Speed: 72.256 samples/sec, CrossEntropy=2.919, SmoothL1=1.441
[Epoch 24][Batch 2299], Speed: 79.591 samples/sec, CrossEntropy=2.918, SmoothL1=1.441
[Epoch 24][Batch 2399], Speed: 80.221 samples/sec, CrossEntropy=2.917, SmoothL1=1.439
[Epoch 24][Batch 2499], Speed: 77.429 samples/sec, CrossEntropy=2.916, SmoothL1=1.438
[Epoch 24][Batch 2599], Speed: 76.733 samples/sec, CrossEntropy=2.917, SmoothL1=1.440
[Epoch 24][Batch 2699], Speed: 81.398 samples/sec, CrossEntropy=2.916, SmoothL1=1.440
[Epoch 24][Batch 2799], Speed: 75.188 samples/sec, CrossEntropy=2.916, SmoothL1=1.441
[Epoch 24][Batch 2899], Speed: 73.888 samples/sec, CrossEntropy=2.916, SmoothL1=1.442
[Epoch 24][Batch 2999], Speed: 76.105 samples/sec, CrossEntropy=2.917, SmoothL1=1.443
[Epoch 24][Batch 3099], Speed: 77.437 samples/sec, CrossEntropy=2.917, SmoothL1=1.443
[Epoch 24][Batch 3199], Speed: 79.872 samples/sec, CrossEntropy=2.918, SmoothL1=1.444
[Epoch 24][Batch 3299], Speed: 80.298 samples/sec, CrossEntropy=2.918, SmoothL1=1.444
[Epoch 24][Batch 3399], Speed: 74.685 samples/sec, CrossEntropy=2.918, SmoothL1=1.443
[Epoch 24][Batch 3499], Speed: 85.303 samples/sec, CrossEntropy=2.917, SmoothL1=1.443
[Epoch 24][Batch 3599], Speed: 84.528 samples/sec, CrossEntropy=2.918, SmoothL1=1.444
[Epoch 24] Training cost: 1529.641, CrossEntropy=2.917, SmoothL1=1.443
[Epoch 25][Batch 99], Speed: 63.562 samples/sec, CrossEntropy=2.933, SmoothL1=1.455
[Epoch 25][Batch 199], Speed: 77.112 samples/sec, CrossEntropy=2.904, SmoothL1=1.441
[Epoch 25][Batch 299], Speed: 69.294 samples/sec, CrossEntropy=2.897, SmoothL1=1.435
[Epoch 25][Batch 399], Speed: 73.249 samples/sec, CrossEntropy=2.886, SmoothL1=1.420
[Epoch 25][Batch 499], Speed: 78.002 samples/sec, CrossEntropy=2.887, SmoothL1=1.414
[Epoch 25][Batch 599], Speed: 77.874 samples/sec, CrossEntropy=2.897, SmoothL1=1.420
[Epoch 25][Batch 699], Speed: 80.779 samples/sec, CrossEntropy=2.901, SmoothL1=1.429
[Epoch 25][Batch 799], Speed: 80.116 samples/sec, CrossEntropy=2.903, SmoothL1=1.428
[Epoch 25][Batch 899], Speed: 77.019 samples/sec, CrossEntropy=2.905, SmoothL1=1.428
[Epoch 25][Batch 999], Speed: 75.830 samples/sec, CrossEntropy=2.906, SmoothL1=1.428
[Epoch 25][Batch 1099], Speed: 81.727 samples/sec, CrossEntropy=2.909, SmoothL1=1.432
[Epoch 25][Batch 1199], Speed: 77.936 samples/sec, CrossEntropy=2.906, SmoothL1=1.432
[Epoch 25][Batch 1299], Speed: 78.329 samples/sec, CrossEntropy=2.906, SmoothL1=1.431
[Epoch 25][Batch 1399], Speed: 81.800 samples/sec, CrossEntropy=2.904, SmoothL1=1.430
[Epoch 25][Batch 1499], Speed: 79.056 samples/sec, CrossEntropy=2.906, SmoothL1=1.432
[Epoch 25][Batch 1599], Speed: 78.086 samples/sec, CrossEntropy=2.906, SmoothL1=1.431
[Epoch 25][Batch 1699], Speed: 73.874 samples/sec, CrossEntropy=2.906, SmoothL1=1.433
[Epoch 25][Batch 1799], Speed: 77.611 samples/sec, CrossEntropy=2.907, SmoothL1=1.434
[Epoch 25][Batch 1899], Speed: 79.565 samples/sec, CrossEntropy=2.907, SmoothL1=1.433
[Epoch 25][Batch 1999], Speed: 84.504 samples/sec, CrossEntropy=2.908, SmoothL1=1.432
[Epoch 25][Batch 2099], Speed: 83.104 samples/sec, CrossEntropy=2.909, SmoothL1=1.434
[Epoch 25][Batch 2199], Speed: 77.771 samples/sec, CrossEntropy=2.909, SmoothL1=1.435
[Epoch 25][Batch 2299], Speed: 76.927 samples/sec, CrossEntropy=2.907, SmoothL1=1.436
[Epoch 25][Batch 2399], Speed: 81.047 samples/sec, CrossEntropy=2.907, SmoothL1=1.436
[Epoch 25][Batch 2499], Speed: 81.321 samples/sec, CrossEntropy=2.907, SmoothL1=1.437
[Epoch 25][Batch 2599], Speed: 78.045 samples/sec, CrossEntropy=2.907, SmoothL1=1.437
[Epoch 25][Batch 2699], Speed: 83.933 samples/sec, CrossEntropy=2.907, SmoothL1=1.437
[Epoch 25][Batch 2799], Speed: 81.430 samples/sec, CrossEntropy=2.908, SmoothL1=1.436
[Epoch 25][Batch 2899], Speed: 77.605 samples/sec, CrossEntropy=2.908, SmoothL1=1.435
[Epoch 25][Batch 2999], Speed: 75.336 samples/sec, CrossEntropy=2.908, SmoothL1=1.436
[Epoch 25][Batch 3099], Speed: 82.342 samples/sec, CrossEntropy=2.908, SmoothL1=1.435
[Epoch 25][Batch 3199], Speed: 73.521 samples/sec, CrossEntropy=2.908, SmoothL1=1.434
[Epoch 25][Batch 3299], Speed: 71.518 samples/sec, CrossEntropy=2.909, SmoothL1=1.435
[Epoch 25][Batch 3399], Speed: 82.650 samples/sec, CrossEntropy=2.910, SmoothL1=1.435
[Epoch 25][Batch 3499], Speed: 85.521 samples/sec, CrossEntropy=2.911, SmoothL1=1.434
[Epoch 25][Batch 3599], Speed: 84.837 samples/sec, CrossEntropy=2.910, SmoothL1=1.434
[Epoch 25] Training cost: 1530.405, CrossEntropy=2.911, SmoothL1=1.434
[Epoch 26][Batch 99], Speed: 55.807 samples/sec, CrossEntropy=2.863, SmoothL1=1.411
[Epoch 26][Batch 199], Speed: 82.681 samples/sec, CrossEntropy=2.875, SmoothL1=1.414
[Epoch 26][Batch 299], Speed: 78.994 samples/sec, CrossEntropy=2.875, SmoothL1=1.428
[Epoch 26][Batch 399], Speed: 77.421 samples/sec, CrossEntropy=2.882, SmoothL1=1.431
[Epoch 26][Batch 499], Speed: 76.274 samples/sec, CrossEntropy=2.879, SmoothL1=1.422
[Epoch 26][Batch 599], Speed: 85.120 samples/sec, CrossEntropy=2.876, SmoothL1=1.409
[Epoch 26][Batch 699], Speed: 81.852 samples/sec, CrossEntropy=2.876, SmoothL1=1.409
[Epoch 26][Batch 799], Speed: 79.496 samples/sec, CrossEntropy=2.874, SmoothL1=1.411
[Epoch 26][Batch 899], Speed: 79.835 samples/sec, CrossEntropy=2.875, SmoothL1=1.410
[Epoch 26][Batch 999], Speed: 86.493 samples/sec, CrossEntropy=2.877, SmoothL1=1.412
[Epoch 26][Batch 1099], Speed: 80.160 samples/sec, CrossEntropy=2.879, SmoothL1=1.413
[Epoch 26][Batch 1199], Speed: 78.040 samples/sec, CrossEntropy=2.878, SmoothL1=1.412
[Epoch 26][Batch 1299], Speed: 79.710 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 26][Batch 1399], Speed: 77.005 samples/sec, CrossEntropy=2.883, SmoothL1=1.418
[Epoch 26][Batch 1499], Speed: 74.105 samples/sec, CrossEntropy=2.885, SmoothL1=1.419
[Epoch 26][Batch 1599], Speed: 84.476 samples/sec, CrossEntropy=2.887, SmoothL1=1.422
[Epoch 26][Batch 1699], Speed: 86.496 samples/sec, CrossEntropy=2.888, SmoothL1=1.421
[Epoch 26][Batch 1799], Speed: 78.203 samples/sec, CrossEntropy=2.887, SmoothL1=1.421
[Epoch 26][Batch 1899], Speed: 83.152 samples/sec, CrossEntropy=2.889, SmoothL1=1.421
[Epoch 26][Batch 1999], Speed: 80.914 samples/sec, CrossEntropy=2.889, SmoothL1=1.421
[Epoch 26][Batch 2099], Speed: 78.367 samples/sec, CrossEntropy=2.890, SmoothL1=1.422
[Epoch 26][Batch 2199], Speed: 79.349 samples/sec, CrossEntropy=2.890, SmoothL1=1.423
[Epoch 26][Batch 2299], Speed: 80.179 samples/sec, CrossEntropy=2.891, SmoothL1=1.424
[Epoch 26][Batch 2399], Speed: 76.168 samples/sec, CrossEntropy=2.892, SmoothL1=1.426
[Epoch 26][Batch 2499], Speed: 79.882 samples/sec, CrossEntropy=2.893, SmoothL1=1.425
[Epoch 26][Batch 2599], Speed: 79.396 samples/sec, CrossEntropy=2.891, SmoothL1=1.424
[Epoch 26][Batch 2699], Speed: 77.511 samples/sec, CrossEntropy=2.890, SmoothL1=1.424
[Epoch 26][Batch 2799], Speed: 75.776 samples/sec, CrossEntropy=2.891, SmoothL1=1.424
[Epoch 26][Batch 2899], Speed: 84.036 samples/sec, CrossEntropy=2.891, SmoothL1=1.423
[Epoch 26][Batch 2999], Speed: 76.296 samples/sec, CrossEntropy=2.892, SmoothL1=1.423
[Epoch 26][Batch 3099], Speed: 78.082 samples/sec, CrossEntropy=2.892, SmoothL1=1.424
[Epoch 26][Batch 3199], Speed: 83.940 samples/sec, CrossEntropy=2.893, SmoothL1=1.424
[Epoch 26][Batch 3299], Speed: 75.496 samples/sec, CrossEntropy=2.893, SmoothL1=1.424
[Epoch 26][Batch 3399], Speed: 79.160 samples/sec, CrossEntropy=2.893, SmoothL1=1.423
[Epoch 26][Batch 3499], Speed: 85.162 samples/sec, CrossEntropy=2.893, SmoothL1=1.423
[Epoch 26][Batch 3599], Speed: 85.629 samples/sec, CrossEntropy=2.894, SmoothL1=1.423
[Epoch 26] Training cost: 1527.599, CrossEntropy=2.893, SmoothL1=1.422
[Epoch 27][Batch 99], Speed: 62.072 samples/sec, CrossEntropy=2.875, SmoothL1=1.402
[Epoch 27][Batch 199], Speed: 76.787 samples/sec, CrossEntropy=2.885, SmoothL1=1.424
[Epoch 27][Batch 299], Speed: 80.112 samples/sec, CrossEntropy=2.885, SmoothL1=1.412
[Epoch 27][Batch 399], Speed: 72.808 samples/sec, CrossEntropy=2.881, SmoothL1=1.420
[Epoch 27][Batch 499], Speed: 85.222 samples/sec, CrossEntropy=2.881, SmoothL1=1.427
[Epoch 27][Batch 599], Speed: 77.634 samples/sec, CrossEntropy=2.879, SmoothL1=1.422
[Epoch 27][Batch 699], Speed: 76.954 samples/sec, CrossEntropy=2.884, SmoothL1=1.425
[Epoch 27][Batch 799], Speed: 75.251 samples/sec, CrossEntropy=2.882, SmoothL1=1.425
[Epoch 27][Batch 899], Speed: 83.445 samples/sec, CrossEntropy=2.880, SmoothL1=1.423
[Epoch 27][Batch 999], Speed: 78.629 samples/sec, CrossEntropy=2.876, SmoothL1=1.422
[Epoch 27][Batch 1099], Speed: 77.279 samples/sec, CrossEntropy=2.876, SmoothL1=1.422
[Epoch 27][Batch 1199], Speed: 84.065 samples/sec, CrossEntropy=2.878, SmoothL1=1.422
[Epoch 27][Batch 1299], Speed: 76.740 samples/sec, CrossEntropy=2.881, SmoothL1=1.423
[Epoch 27][Batch 1399], Speed: 77.191 samples/sec, CrossEntropy=2.882, SmoothL1=1.425
[Epoch 27][Batch 1499], Speed: 78.532 samples/sec, CrossEntropy=2.881, SmoothL1=1.423
[Epoch 27][Batch 1599], Speed: 77.062 samples/sec, CrossEntropy=2.881, SmoothL1=1.421
[Epoch 27][Batch 1699], Speed: 77.041 samples/sec, CrossEntropy=2.881, SmoothL1=1.421
[Epoch 27][Batch 1799], Speed: 76.995 samples/sec, CrossEntropy=2.880, SmoothL1=1.419
[Epoch 27][Batch 1899], Speed: 84.618 samples/sec, CrossEntropy=2.879, SmoothL1=1.419
[Epoch 27][Batch 1999], Speed: 73.547 samples/sec, CrossEntropy=2.879, SmoothL1=1.418
[Epoch 27][Batch 2099], Speed: 77.070 samples/sec, CrossEntropy=2.881, SmoothL1=1.419
[Epoch 27][Batch 2199], Speed: 77.645 samples/sec, CrossEntropy=2.881, SmoothL1=1.419
[Epoch 27][Batch 2299], Speed: 80.053 samples/sec, CrossEntropy=2.881, SmoothL1=1.418
[Epoch 27][Batch 2399], Speed: 77.195 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 27][Batch 2499], Speed: 77.321 samples/sec, CrossEntropy=2.881, SmoothL1=1.416
[Epoch 27][Batch 2599], Speed: 78.190 samples/sec, CrossEntropy=2.882, SmoothL1=1.418
[Epoch 27][Batch 2699], Speed: 79.188 samples/sec, CrossEntropy=2.882, SmoothL1=1.418
[Epoch 27][Batch 2799], Speed: 76.762 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 27][Batch 2899], Speed: 78.988 samples/sec, CrossEntropy=2.881, SmoothL1=1.416
[Epoch 27][Batch 2999], Speed: 77.858 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 27][Batch 3099], Speed: 79.504 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 27][Batch 3199], Speed: 82.270 samples/sec, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 27][Batch 3299], Speed: 78.546 samples/sec, CrossEntropy=2.882, SmoothL1=1.419
[Epoch 27][Batch 3399], Speed: 79.356 samples/sec, CrossEntropy=2.882, SmoothL1=1.418
[Epoch 27][Batch 3499], Speed: 83.079 samples/sec, CrossEntropy=2.882, SmoothL1=1.418
[Epoch 27][Batch 3599], Speed: 85.406 samples/sec, CrossEntropy=2.882, SmoothL1=1.417
[Epoch 27] Training cost: 1533.747, CrossEntropy=2.881, SmoothL1=1.417
[Epoch 28][Batch 99], Speed: 52.230 samples/sec, CrossEntropy=2.865, SmoothL1=1.417
[Epoch 28][Batch 199], Speed: 84.933 samples/sec, CrossEntropy=2.872, SmoothL1=1.418
[Epoch 28][Batch 299], Speed: 69.806 samples/sec, CrossEntropy=2.864, SmoothL1=1.413
[Epoch 28][Batch 399], Speed: 63.334 samples/sec, CrossEntropy=2.865, SmoothL1=1.416
[Epoch 28][Batch 499], Speed: 80.896 samples/sec, CrossEntropy=2.864, SmoothL1=1.412
[Epoch 28][Batch 599], Speed: 77.020 samples/sec, CrossEntropy=2.864, SmoothL1=1.412
[Epoch 28][Batch 699], Speed: 78.702 samples/sec, CrossEntropy=2.868, SmoothL1=1.418
[Epoch 28][Batch 799], Speed: 83.186 samples/sec, CrossEntropy=2.869, SmoothL1=1.419
[Epoch 28][Batch 899], Speed: 78.005 samples/sec, CrossEntropy=2.874, SmoothL1=1.421
[Epoch 28][Batch 999], Speed: 81.464 samples/sec, CrossEntropy=2.875, SmoothL1=1.419
[Epoch 28][Batch 1099], Speed: 78.877 samples/sec, CrossEntropy=2.874, SmoothL1=1.416
[Epoch 28][Batch 1199], Speed: 72.552 samples/sec, CrossEntropy=2.874, SmoothL1=1.415
[Epoch 28][Batch 1299], Speed: 61.738 samples/sec, CrossEntropy=2.874, SmoothL1=1.413
[Epoch 28][Batch 1399], Speed: 75.194 samples/sec, CrossEntropy=2.876, SmoothL1=1.415
[Epoch 28][Batch 1499], Speed: 79.779 samples/sec, CrossEntropy=2.877, SmoothL1=1.417
[Epoch 28][Batch 1599], Speed: 76.450 samples/sec, CrossEntropy=2.880, SmoothL1=1.418
[Epoch 28][Batch 1699], Speed: 85.938 samples/sec, CrossEntropy=2.881, SmoothL1=1.419
[Epoch 28][Batch 1799], Speed: 83.164 samples/sec, CrossEntropy=2.879, SmoothL1=1.419
[Epoch 28][Batch 1899], Speed: 76.990 samples/sec, CrossEntropy=2.879, SmoothL1=1.416
[Epoch 28][Batch 1999], Speed: 77.054 samples/sec, CrossEntropy=2.877, SmoothL1=1.417
[Epoch 28][Batch 2099], Speed: 73.285 samples/sec, CrossEntropy=2.876, SmoothL1=1.416
[Epoch 28][Batch 2199], Speed: 76.600 samples/sec, CrossEntropy=2.877, SmoothL1=1.415
[Epoch 28][Batch 2299], Speed: 76.685 samples/sec, CrossEntropy=2.874, SmoothL1=1.413
[Epoch 28][Batch 2399], Speed: 83.678 samples/sec, CrossEntropy=2.873, SmoothL1=1.412
[Epoch 28][Batch 2499], Speed: 81.981 samples/sec, CrossEntropy=2.873, SmoothL1=1.412
[Epoch 28][Batch 2599], Speed: 80.569 samples/sec, CrossEntropy=2.872, SmoothL1=1.412
[Epoch 28][Batch 2699], Speed: 85.272 samples/sec, CrossEntropy=2.873, SmoothL1=1.413
[Epoch 28][Batch 2799], Speed: 83.658 samples/sec, CrossEntropy=2.872, SmoothL1=1.412
[Epoch 28][Batch 2899], Speed: 75.695 samples/sec, CrossEntropy=2.873, SmoothL1=1.412
[Epoch 28][Batch 2999], Speed: 76.347 samples/sec, CrossEntropy=2.873, SmoothL1=1.412
[Epoch 28][Batch 3099], Speed: 84.604 samples/sec, CrossEntropy=2.872, SmoothL1=1.413
[Epoch 28][Batch 3199], Speed: 77.118 samples/sec, CrossEntropy=2.871, SmoothL1=1.411
[Epoch 28][Batch 3299], Speed: 74.714 samples/sec, CrossEntropy=2.871, SmoothL1=1.410
[Epoch 28][Batch 3399], Speed: 83.258 samples/sec, CrossEntropy=2.870, SmoothL1=1.410
[Epoch 28][Batch 3499], Speed: 84.744 samples/sec, CrossEntropy=2.869, SmoothL1=1.409
[Epoch 28][Batch 3599], Speed: 86.065 samples/sec, CrossEntropy=2.869, SmoothL1=1.409
[Epoch 28] Training cost: 1533.803, CrossEntropy=2.869, SmoothL1=1.410
[Epoch 29][Batch 99], Speed: 53.906 samples/sec, CrossEntropy=2.861, SmoothL1=1.391
[Epoch 29][Batch 199], Speed: 77.615 samples/sec, CrossEntropy=2.841, SmoothL1=1.389
[Epoch 29][Batch 299], Speed: 78.790 samples/sec, CrossEntropy=2.844, SmoothL1=1.395
[Epoch 29][Batch 399], Speed: 79.381 samples/sec, CrossEntropy=2.842, SmoothL1=1.395
[Epoch 29][Batch 499], Speed: 77.276 samples/sec, CrossEntropy=2.838, SmoothL1=1.393
[Epoch 29][Batch 599], Speed: 80.227 samples/sec, CrossEntropy=2.845, SmoothL1=1.397
[Epoch 29][Batch 699], Speed: 62.951 samples/sec, CrossEntropy=2.844, SmoothL1=1.397
[Epoch 29][Batch 799], Speed: 79.718 samples/sec, CrossEntropy=2.850, SmoothL1=1.402
[Epoch 29][Batch 899], Speed: 78.699 samples/sec, CrossEntropy=2.853, SmoothL1=1.403
[Epoch 29][Batch 999], Speed: 84.827 samples/sec, CrossEntropy=2.850, SmoothL1=1.401
[Epoch 29][Batch 1099], Speed: 82.837 samples/sec, CrossEntropy=2.851, SmoothL1=1.401
[Epoch 29][Batch 1199], Speed: 79.692 samples/sec, CrossEntropy=2.853, SmoothL1=1.400
[Epoch 29][Batch 1299], Speed: 85.774 samples/sec, CrossEntropy=2.856, SmoothL1=1.403
[Epoch 29][Batch 1399], Speed: 79.261 samples/sec, CrossEntropy=2.858, SmoothL1=1.404
[Epoch 29][Batch 1499], Speed: 78.080 samples/sec, CrossEntropy=2.858, SmoothL1=1.406
[Epoch 29][Batch 1599], Speed: 74.634 samples/sec, CrossEntropy=2.860, SmoothL1=1.407
[Epoch 29][Batch 1699], Speed: 84.293 samples/sec, CrossEntropy=2.859, SmoothL1=1.405
[Epoch 29][Batch 1799], Speed: 80.776 samples/sec, CrossEntropy=2.860, SmoothL1=1.406
[Epoch 29][Batch 1899], Speed: 77.355 samples/sec, CrossEntropy=2.859, SmoothL1=1.406
[Epoch 29][Batch 1999], Speed: 78.659 samples/sec, CrossEntropy=2.860, SmoothL1=1.405
[Epoch 29][Batch 2099], Speed: 81.801 samples/sec, CrossEntropy=2.859, SmoothL1=1.403
[Epoch 29][Batch 2199], Speed: 76.375 samples/sec, CrossEntropy=2.859, SmoothL1=1.402
[Epoch 29][Batch 2299], Speed: 57.216 samples/sec, CrossEntropy=2.859, SmoothL1=1.402
[Epoch 29][Batch 2399], Speed: 81.891 samples/sec, CrossEntropy=2.858, SmoothL1=1.402
[Epoch 29][Batch 2499], Speed: 78.147 samples/sec, CrossEntropy=2.859, SmoothL1=1.404
[Epoch 29][Batch 2599], Speed: 77.857 samples/sec, CrossEntropy=2.859, SmoothL1=1.405
[Epoch 29][Batch 2699], Speed: 78.663 samples/sec, CrossEntropy=2.859, SmoothL1=1.405
[Epoch 29][Batch 2799], Speed: 79.559 samples/sec, CrossEntropy=2.859, SmoothL1=1.406
[Epoch 29][Batch 2899], Speed: 74.080 samples/sec, CrossEntropy=2.859, SmoothL1=1.406
[Epoch 29][Batch 2999], Speed: 84.537 samples/sec, CrossEntropy=2.860, SmoothL1=1.407
[Epoch 29][Batch 3099], Speed: 79.273 samples/sec, CrossEntropy=2.860, SmoothL1=1.406
[Epoch 29][Batch 3199], Speed: 79.057 samples/sec, CrossEntropy=2.860, SmoothL1=1.406
[Epoch 29][Batch 3299], Speed: 60.816 samples/sec, CrossEntropy=2.860, SmoothL1=1.407
[Epoch 29][Batch 3399], Speed: 79.355 samples/sec, CrossEntropy=2.861, SmoothL1=1.407
[Epoch 29][Batch 3499], Speed: 86.122 samples/sec, CrossEntropy=2.862, SmoothL1=1.407
[Epoch 29][Batch 3599], Speed: 84.760 samples/sec, CrossEntropy=2.862, SmoothL1=1.408
[Epoch 29] Training cost: 1528.268, CrossEntropy=2.862, SmoothL1=1.408
[Epoch 29] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.226
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.412
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.227
 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 ] = 0.256
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.341
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.215
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.324
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.341
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.125
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.377
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.497
person=35.1
bicycle=16.3
car=25.6
motorcycle=26.3
airplane=44.4
bus=45.7
train=45.1
truck=20.7
boat=11.5
traffic light=10.0
fire hydrant=41.5
stop sign=44.0
parking meter=24.3
bench=12.2
bird=16.3
cat=44.1
dog=42.3
horse=34.3
sheep=31.1
cow=31.5
elephant=44.5
bear=52.4
zebra=48.9
giraffe=48.5
backpack=3.5
umbrella=20.4
handbag=3.3
tie=12.3
suitcase=14.8
frisbee=32.8
skis=8.2
snowboard=11.5
sports ball=25.3
kite=20.4
baseball bat=10.4
baseball glove=15.5
skateboard=24.1
surfboard=17.3
tennis racket=23.4
bottle=15.4
wine glass=13.7
cup=21.6
fork=8.6
knife=3.2
spoon=3.1
bowl=24.2
banana=12.3
apple=4.5
sandwich=23.6
orange=18.0
broccoli=13.3
carrot=10.6
hot dog=14.4
pizza=30.9
donut=24.7
cake=20.4
chair=11.8
couch=26.8
potted plant=10.9
bed=28.0
dining table=19.7
toilet=39.9
tv=41.0
laptop=40.3
mouse=36.4
remote=6.2
keyboard=26.2
cell phone=15.1
microwave=35.8
oven=21.1
toaster=5.9
sink=18.6
refrigerator=28.1
book=5.6
clock=31.8
vase=16.4
scissors=8.9
teddy bear=26.1
hair drier=0.0
toothbrush=2.9
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=22.6
[Epoch 30][Batch 99], Speed: 51.501 samples/sec, CrossEntropy=2.851, SmoothL1=1.467
[Epoch 30][Batch 199], Speed: 76.937 samples/sec, CrossEntropy=2.840, SmoothL1=1.428
[Epoch 30][Batch 299], Speed: 79.124 samples/sec, CrossEntropy=2.849, SmoothL1=1.413
[Epoch 30][Batch 399], Speed: 81.531 samples/sec, CrossEntropy=2.855, SmoothL1=1.410
[Epoch 30][Batch 499], Speed: 78.444 samples/sec, CrossEntropy=2.856, SmoothL1=1.410
[Epoch 30][Batch 599], Speed: 80.221 samples/sec, CrossEntropy=2.855, SmoothL1=1.408
[Epoch 30][Batch 699], Speed: 59.555 samples/sec, CrossEntropy=2.857, SmoothL1=1.408
[Epoch 30][Batch 799], Speed: 82.219 samples/sec, CrossEntropy=2.856, SmoothL1=1.403
[Epoch 30][Batch 899], Speed: 80.105 samples/sec, CrossEntropy=2.862, SmoothL1=1.412
[Epoch 30][Batch 999], Speed: 74.523 samples/sec, CrossEntropy=2.862, SmoothL1=1.411
[Epoch 30][Batch 1099], Speed: 83.561 samples/sec, CrossEntropy=2.859, SmoothL1=1.409
[Epoch 30][Batch 1199], Speed: 77.409 samples/sec, CrossEntropy=2.860, SmoothL1=1.411
[Epoch 30][Batch 1299], Speed: 77.164 samples/sec, CrossEntropy=2.862, SmoothL1=1.413
[Epoch 30][Batch 1399], Speed: 83.553 samples/sec, CrossEntropy=2.860, SmoothL1=1.411
[Epoch 30][Batch 1499], Speed: 79.368 samples/sec, CrossEntropy=2.860, SmoothL1=1.410
[Epoch 30][Batch 1599], Speed: 80.067 samples/sec, CrossEntropy=2.860, SmoothL1=1.409
[Epoch 30][Batch 1699], Speed: 78.463 samples/sec, CrossEntropy=2.862, SmoothL1=1.411
[Epoch 30][Batch 1799], Speed: 80.476 samples/sec, CrossEntropy=2.862, SmoothL1=1.412
[Epoch 30][Batch 1899], Speed: 53.457 samples/sec, CrossEntropy=2.859, SmoothL1=1.411
[Epoch 30][Batch 1999], Speed: 75.163 samples/sec, CrossEntropy=2.859, SmoothL1=1.409
[Epoch 30][Batch 2099], Speed: 78.436 samples/sec, CrossEntropy=2.859, SmoothL1=1.409
[Epoch 30][Batch 2199], Speed: 78.649 samples/sec, CrossEntropy=2.861, SmoothL1=1.408
[Epoch 30][Batch 2299], Speed: 84.576 samples/sec, CrossEntropy=2.860, SmoothL1=1.407
[Epoch 30][Batch 2399], Speed: 84.566 samples/sec, CrossEntropy=2.859, SmoothL1=1.406
[Epoch 30][Batch 2499], Speed: 77.557 samples/sec, CrossEntropy=2.859, SmoothL1=1.405
[Epoch 30][Batch 2599], Speed: 77.787 samples/sec, CrossEntropy=2.857, SmoothL1=1.404
[Epoch 30][Batch 2699], Speed: 82.292 samples/sec, CrossEntropy=2.857, SmoothL1=1.402
[Epoch 30][Batch 2799], Speed: 79.661 samples/sec, CrossEntropy=2.857, SmoothL1=1.402
[Epoch 30][Batch 2899], Speed: 75.657 samples/sec, CrossEntropy=2.857, SmoothL1=1.403
[Epoch 30][Batch 2999], Speed: 84.533 samples/sec, CrossEntropy=2.857, SmoothL1=1.404
[Epoch 30][Batch 3099], Speed: 79.217 samples/sec, CrossEntropy=2.858, SmoothL1=1.404
[Epoch 30][Batch 3199], Speed: 78.886 samples/sec, CrossEntropy=2.858, SmoothL1=1.404
[Epoch 30][Batch 3299], Speed: 77.518 samples/sec, CrossEntropy=2.858, SmoothL1=1.404
[Epoch 30][Batch 3399], Speed: 78.567 samples/sec, CrossEntropy=2.856, SmoothL1=1.403
[Epoch 30][Batch 3499], Speed: 84.594 samples/sec, CrossEntropy=2.857, SmoothL1=1.403
[Epoch 30][Batch 3599], Speed: 85.858 samples/sec, CrossEntropy=2.858, SmoothL1=1.403
[Epoch 30] Training cost: 1534.205, CrossEntropy=2.858, SmoothL1=1.403
[Epoch 31][Batch 99], Speed: 48.456 samples/sec, CrossEntropy=2.835, SmoothL1=1.383
[Epoch 31][Batch 199], Speed: 70.911 samples/sec, CrossEntropy=2.852, SmoothL1=1.409
[Epoch 31][Batch 299], Speed: 81.883 samples/sec, CrossEntropy=2.852, SmoothL1=1.416
[Epoch 31][Batch 399], Speed: 78.552 samples/sec, CrossEntropy=2.848, SmoothL1=1.416
[Epoch 31][Batch 499], Speed: 76.008 samples/sec, CrossEntropy=2.839, SmoothL1=1.402
[Epoch 31][Batch 599], Speed: 84.221 samples/sec, CrossEntropy=2.837, SmoothL1=1.398
[Epoch 31][Batch 699], Speed: 76.729 samples/sec, CrossEntropy=2.834, SmoothL1=1.396
[Epoch 31][Batch 799], Speed: 76.358 samples/sec, CrossEntropy=2.834, SmoothL1=1.400
[Epoch 31][Batch 899], Speed: 83.766 samples/sec, CrossEntropy=2.839, SmoothL1=1.400
[Epoch 31][Batch 999], Speed: 79.019 samples/sec, CrossEntropy=2.841, SmoothL1=1.399
[Epoch 31][Batch 1099], Speed: 79.819 samples/sec, CrossEntropy=2.841, SmoothL1=1.397
[Epoch 31][Batch 1199], Speed: 72.271 samples/sec, CrossEntropy=2.841, SmoothL1=1.395
[Epoch 31][Batch 1299], Speed: 79.814 samples/sec, CrossEntropy=2.841, SmoothL1=1.396
[Epoch 31][Batch 1399], Speed: 75.708 samples/sec, CrossEntropy=2.841, SmoothL1=1.397
[Epoch 31][Batch 1499], Speed: 84.545 samples/sec, CrossEntropy=2.843, SmoothL1=1.393
[Epoch 31][Batch 1599], Speed: 79.458 samples/sec, CrossEntropy=2.843, SmoothL1=1.395
[Epoch 31][Batch 1699], Speed: 80.800 samples/sec, CrossEntropy=2.844, SmoothL1=1.395
[Epoch 31][Batch 1799], Speed: 77.410 samples/sec, CrossEntropy=2.844, SmoothL1=1.394
[Epoch 31][Batch 1899], Speed: 83.915 samples/sec, CrossEntropy=2.844, SmoothL1=1.392
[Epoch 31][Batch 1999], Speed: 75.985 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 2099], Speed: 66.220 samples/sec, CrossEntropy=2.844, SmoothL1=1.392
[Epoch 31][Batch 2199], Speed: 61.741 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 2299], Speed: 74.039 samples/sec, CrossEntropy=2.845, SmoothL1=1.392
[Epoch 31][Batch 2399], Speed: 85.308 samples/sec, CrossEntropy=2.845, SmoothL1=1.392
[Epoch 31][Batch 2499], Speed: 84.960 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 2599], Speed: 78.777 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 2699], Speed: 77.154 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 2799], Speed: 75.587 samples/sec, CrossEntropy=2.845, SmoothL1=1.391
[Epoch 31][Batch 2899], Speed: 76.530 samples/sec, CrossEntropy=2.845, SmoothL1=1.391
[Epoch 31][Batch 2999], Speed: 76.581 samples/sec, CrossEntropy=2.846, SmoothL1=1.391
[Epoch 31][Batch 3099], Speed: 77.506 samples/sec, CrossEntropy=2.846, SmoothL1=1.390
[Epoch 31][Batch 3199], Speed: 83.432 samples/sec, CrossEntropy=2.845, SmoothL1=1.390
[Epoch 31][Batch 3299], Speed: 78.793 samples/sec, CrossEntropy=2.845, SmoothL1=1.390
[Epoch 31][Batch 3399], Speed: 81.887 samples/sec, CrossEntropy=2.844, SmoothL1=1.391
[Epoch 31][Batch 3499], Speed: 85.153 samples/sec, CrossEntropy=2.845, SmoothL1=1.392
[Epoch 31][Batch 3599], Speed: 84.816 samples/sec, CrossEntropy=2.846, SmoothL1=1.394
[Epoch 31] Training cost: 1533.112, CrossEntropy=2.846, SmoothL1=1.394
[Epoch 32][Batch 99], Speed: 61.802 samples/sec, CrossEntropy=2.850, SmoothL1=1.402
[Epoch 32][Batch 199], Speed: 69.532 samples/sec, CrossEntropy=2.824, SmoothL1=1.367
[Epoch 32][Batch 299], Speed: 70.937 samples/sec, CrossEntropy=2.836, SmoothL1=1.370
[Epoch 32][Batch 399], Speed: 62.584 samples/sec, CrossEntropy=2.834, SmoothL1=1.376
[Epoch 32][Batch 499], Speed: 81.409 samples/sec, CrossEntropy=2.839, SmoothL1=1.385
[Epoch 32][Batch 599], Speed: 78.252 samples/sec, CrossEntropy=2.836, SmoothL1=1.380
[Epoch 32][Batch 699], Speed: 77.179 samples/sec, CrossEntropy=2.834, SmoothL1=1.378
[Epoch 32][Batch 799], Speed: 79.308 samples/sec, CrossEntropy=2.831, SmoothL1=1.377
[Epoch 32][Batch 899], Speed: 77.398 samples/sec, CrossEntropy=2.831, SmoothL1=1.381
[Epoch 32][Batch 999], Speed: 77.768 samples/sec, CrossEntropy=2.830, SmoothL1=1.381
[Epoch 32][Batch 1099], Speed: 78.456 samples/sec, CrossEntropy=2.832, SmoothL1=1.384
[Epoch 32][Batch 1199], Speed: 76.638 samples/sec, CrossEntropy=2.831, SmoothL1=1.385
[Epoch 32][Batch 1299], Speed: 77.024 samples/sec, CrossEntropy=2.831, SmoothL1=1.384
[Epoch 32][Batch 1399], Speed: 58.507 samples/sec, CrossEntropy=2.832, SmoothL1=1.386
[Epoch 32][Batch 1499], Speed: 76.077 samples/sec, CrossEntropy=2.834, SmoothL1=1.387
[Epoch 32][Batch 1599], Speed: 81.143 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 1699], Speed: 84.715 samples/sec, CrossEntropy=2.835, SmoothL1=1.389
[Epoch 32][Batch 1799], Speed: 77.926 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 1899], Speed: 79.296 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 1999], Speed: 76.998 samples/sec, CrossEntropy=2.835, SmoothL1=1.389
[Epoch 32][Batch 2099], Speed: 78.240 samples/sec, CrossEntropy=2.837, SmoothL1=1.390
[Epoch 32][Batch 2199], Speed: 77.109 samples/sec, CrossEntropy=2.836, SmoothL1=1.390
[Epoch 32][Batch 2299], Speed: 74.795 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 2399], Speed: 84.034 samples/sec, CrossEntropy=2.836, SmoothL1=1.390
[Epoch 32][Batch 2499], Speed: 74.127 samples/sec, CrossEntropy=2.837, SmoothL1=1.390
[Epoch 32][Batch 2599], Speed: 77.435 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 2699], Speed: 78.863 samples/sec, CrossEntropy=2.835, SmoothL1=1.389
[Epoch 32][Batch 2799], Speed: 78.456 samples/sec, CrossEntropy=2.836, SmoothL1=1.389
[Epoch 32][Batch 2899], Speed: 77.005 samples/sec, CrossEntropy=2.836, SmoothL1=1.390
[Epoch 32][Batch 2999], Speed: 83.389 samples/sec, CrossEntropy=2.838, SmoothL1=1.389
[Epoch 32][Batch 3099], Speed: 76.227 samples/sec, CrossEntropy=2.838, SmoothL1=1.390
[Epoch 32][Batch 3199], Speed: 75.271 samples/sec, CrossEntropy=2.839, SmoothL1=1.390
[Epoch 32][Batch 3299], Speed: 80.371 samples/sec, CrossEntropy=2.840, SmoothL1=1.390
[Epoch 32][Batch 3399], Speed: 78.565 samples/sec, CrossEntropy=2.840, SmoothL1=1.391
[Epoch 32][Batch 3499], Speed: 85.113 samples/sec, CrossEntropy=2.840, SmoothL1=1.391
[Epoch 32][Batch 3599], Speed: 84.582 samples/sec, CrossEntropy=2.839, SmoothL1=1.390
[Epoch 32] Training cost: 1530.012, CrossEntropy=2.839, SmoothL1=1.390
[Epoch 33][Batch 99], Speed: 50.171 samples/sec, CrossEntropy=2.867, SmoothL1=1.441
[Epoch 33][Batch 199], Speed: 77.600 samples/sec, CrossEntropy=2.862, SmoothL1=1.403
[Epoch 33][Batch 299], Speed: 80.249 samples/sec, CrossEntropy=2.855, SmoothL1=1.396
[Epoch 33][Batch 399], Speed: 76.821 samples/sec, CrossEntropy=2.847, SmoothL1=1.390
[Epoch 33][Batch 499], Speed: 76.949 samples/sec, CrossEntropy=2.842, SmoothL1=1.393
[Epoch 33][Batch 599], Speed: 74.618 samples/sec, CrossEntropy=2.847, SmoothL1=1.400
[Epoch 33][Batch 699], Speed: 83.774 samples/sec, CrossEntropy=2.847, SmoothL1=1.403
[Epoch 33][Batch 799], Speed: 81.140 samples/sec, CrossEntropy=2.848, SmoothL1=1.403
[Epoch 33][Batch 899], Speed: 77.984 samples/sec, CrossEntropy=2.849, SmoothL1=1.403
[Epoch 33][Batch 999], Speed: 80.162 samples/sec, CrossEntropy=2.849, SmoothL1=1.405
[Epoch 33][Batch 1099], Speed: 80.980 samples/sec, CrossEntropy=2.847, SmoothL1=1.404
[Epoch 33][Batch 1199], Speed: 76.014 samples/sec, CrossEntropy=2.842, SmoothL1=1.402
[Epoch 33][Batch 1299], Speed: 74.566 samples/sec, CrossEntropy=2.841, SmoothL1=1.405
[Epoch 33][Batch 1399], Speed: 59.695 samples/sec, CrossEntropy=2.840, SmoothL1=1.405
[Epoch 33][Batch 1499], Speed: 73.749 samples/sec, CrossEntropy=2.839, SmoothL1=1.402
[Epoch 33][Batch 1599], Speed: 75.176 samples/sec, CrossEntropy=2.840, SmoothL1=1.403
[Epoch 33][Batch 1699], Speed: 84.385 samples/sec, CrossEntropy=2.840, SmoothL1=1.402
[Epoch 33][Batch 1799], Speed: 82.172 samples/sec, CrossEntropy=2.840, SmoothL1=1.403
[Epoch 33][Batch 1899], Speed: 80.637 samples/sec, CrossEntropy=2.839, SmoothL1=1.404
[Epoch 33][Batch 1999], Speed: 78.145 samples/sec, CrossEntropy=2.839, SmoothL1=1.404
[Epoch 33][Batch 2099], Speed: 76.978 samples/sec, CrossEntropy=2.839, SmoothL1=1.402
[Epoch 33][Batch 2199], Speed: 76.689 samples/sec, CrossEntropy=2.838, SmoothL1=1.402
[Epoch 33][Batch 2299], Speed: 74.187 samples/sec, CrossEntropy=2.840, SmoothL1=1.404
[Epoch 33][Batch 2399], Speed: 81.986 samples/sec, CrossEntropy=2.841, SmoothL1=1.405
[Epoch 33][Batch 2499], Speed: 71.999 samples/sec, CrossEntropy=2.842, SmoothL1=1.405
[Epoch 33][Batch 2599], Speed: 69.031 samples/sec, CrossEntropy=2.841, SmoothL1=1.403
[Epoch 33][Batch 2699], Speed: 83.658 samples/sec, CrossEntropy=2.841, SmoothL1=1.403
[Epoch 33][Batch 2799], Speed: 77.848 samples/sec, CrossEntropy=2.841, SmoothL1=1.401
[Epoch 33][Batch 2899], Speed: 77.503 samples/sec, CrossEntropy=2.841, SmoothL1=1.401
[Epoch 33][Batch 2999], Speed: 65.583 samples/sec, CrossEntropy=2.841, SmoothL1=1.401
[Epoch 33][Batch 3099], Speed: 83.382 samples/sec, CrossEntropy=2.841, SmoothL1=1.400
[Epoch 33][Batch 3199], Speed: 77.040 samples/sec, CrossEntropy=2.840, SmoothL1=1.399
[Epoch 33][Batch 3299], Speed: 83.120 samples/sec, CrossEntropy=2.840, SmoothL1=1.399
[Epoch 33][Batch 3399], Speed: 82.646 samples/sec, CrossEntropy=2.839, SmoothL1=1.398
[Epoch 33][Batch 3499], Speed: 85.360 samples/sec, CrossEntropy=2.840, SmoothL1=1.399
[Epoch 33][Batch 3599], Speed: 83.992 samples/sec, CrossEntropy=2.840, SmoothL1=1.398
[Epoch 33] Training cost: 1532.081, CrossEntropy=2.840, SmoothL1=1.398
[Epoch 34][Batch 99], Speed: 51.152 samples/sec, CrossEntropy=2.805, SmoothL1=1.399
[Epoch 34][Batch 199], Speed: 75.514 samples/sec, CrossEntropy=2.828, SmoothL1=1.408
[Epoch 34][Batch 299], Speed: 83.364 samples/sec, CrossEntropy=2.828, SmoothL1=1.402
[Epoch 34][Batch 399], Speed: 78.155 samples/sec, CrossEntropy=2.819, SmoothL1=1.398
[Epoch 34][Batch 499], Speed: 79.191 samples/sec, CrossEntropy=2.812, SmoothL1=1.390
[Epoch 34][Batch 599], Speed: 78.626 samples/sec, CrossEntropy=2.820, SmoothL1=1.391
[Epoch 34][Batch 699], Speed: 79.194 samples/sec, CrossEntropy=2.823, SmoothL1=1.395
[Epoch 34][Batch 799], Speed: 82.127 samples/sec, CrossEntropy=2.820, SmoothL1=1.388
[Epoch 34][Batch 899], Speed: 76.602 samples/sec, CrossEntropy=2.821, SmoothL1=1.388
[Epoch 34][Batch 999], Speed: 77.284 samples/sec, CrossEntropy=2.824, SmoothL1=1.387
[Epoch 34][Batch 1099], Speed: 83.775 samples/sec, CrossEntropy=2.827, SmoothL1=1.388
[Epoch 34][Batch 1199], Speed: 71.371 samples/sec, CrossEntropy=2.827, SmoothL1=1.388
[Epoch 34][Batch 1299], Speed: 78.333 samples/sec, CrossEntropy=2.826, SmoothL1=1.386
[Epoch 34][Batch 1399], Speed: 81.796 samples/sec, CrossEntropy=2.826, SmoothL1=1.387
[Epoch 34][Batch 1499], Speed: 75.201 samples/sec, CrossEntropy=2.826, SmoothL1=1.388
[Epoch 34][Batch 1599], Speed: 76.154 samples/sec, CrossEntropy=2.827, SmoothL1=1.385
[Epoch 34][Batch 1699], Speed: 80.735 samples/sec, CrossEntropy=2.827, SmoothL1=1.384
[Epoch 34][Batch 1799], Speed: 77.857 samples/sec, CrossEntropy=2.828, SmoothL1=1.384
[Epoch 34][Batch 1899], Speed: 79.429 samples/sec, CrossEntropy=2.829, SmoothL1=1.386
[Epoch 34][Batch 1999], Speed: 77.138 samples/sec, CrossEntropy=2.828, SmoothL1=1.387
[Epoch 34][Batch 2099], Speed: 83.800 samples/sec, CrossEntropy=2.827, SmoothL1=1.387
[Epoch 34][Batch 2199], Speed: 78.152 samples/sec, CrossEntropy=2.827, SmoothL1=1.387
[Epoch 34][Batch 2299], Speed: 77.848 samples/sec, CrossEntropy=2.826, SmoothL1=1.387
[Epoch 34][Batch 2399], Speed: 81.473 samples/sec, CrossEntropy=2.826, SmoothL1=1.386
[Epoch 34][Batch 2499], Speed: 71.657 samples/sec, CrossEntropy=2.825, SmoothL1=1.386
[Epoch 34][Batch 2599], Speed: 78.777 samples/sec, CrossEntropy=2.823, SmoothL1=1.385
[Epoch 34][Batch 2699], Speed: 78.418 samples/sec, CrossEntropy=2.823, SmoothL1=1.385
[Epoch 34][Batch 2799], Speed: 79.260 samples/sec, CrossEntropy=2.824, SmoothL1=1.386
[Epoch 34][Batch 2899], Speed: 79.673 samples/sec, CrossEntropy=2.823, SmoothL1=1.384
[Epoch 34][Batch 2999], Speed: 85.156 samples/sec, CrossEntropy=2.823, SmoothL1=1.383
[Epoch 34][Batch 3099], Speed: 78.511 samples/sec, CrossEntropy=2.824, SmoothL1=1.383
[Epoch 34][Batch 3199], Speed: 79.028 samples/sec, CrossEntropy=2.823, SmoothL1=1.383
[Epoch 34][Batch 3299], Speed: 77.592 samples/sec, CrossEntropy=2.823, SmoothL1=1.383
[Epoch 34][Batch 3399], Speed: 83.629 samples/sec, CrossEntropy=2.824, SmoothL1=1.383
[Epoch 34][Batch 3499], Speed: 85.997 samples/sec, CrossEntropy=2.824, SmoothL1=1.383
[Epoch 34][Batch 3599], Speed: 83.286 samples/sec, CrossEntropy=2.823, SmoothL1=1.382
[Epoch 34] Training cost: 1534.995, CrossEntropy=2.823, SmoothL1=1.382
[Epoch 35][Batch 99], Speed: 58.333 samples/sec, CrossEntropy=2.832, SmoothL1=1.383
[Epoch 35][Batch 199], Speed: 74.914 samples/sec, CrossEntropy=2.808, SmoothL1=1.375
[Epoch 35][Batch 299], Speed: 78.103 samples/sec, CrossEntropy=2.819, SmoothL1=1.383
[Epoch 35][Batch 399], Speed: 83.077 samples/sec, CrossEntropy=2.810, SmoothL1=1.384
[Epoch 35][Batch 499], Speed: 83.969 samples/sec, CrossEntropy=2.804, SmoothL1=1.377
[Epoch 35][Batch 599], Speed: 81.237 samples/sec, CrossEntropy=2.807, SmoothL1=1.375
[Epoch 35][Batch 699], Speed: 79.654 samples/sec, CrossEntropy=2.814, SmoothL1=1.379
[Epoch 35][Batch 799], Speed: 50.090 samples/sec, CrossEntropy=2.809, SmoothL1=1.375
[Epoch 35][Batch 899], Speed: 81.501 samples/sec, CrossEntropy=2.808, SmoothL1=1.374
[Epoch 35][Batch 999], Speed: 76.647 samples/sec, CrossEntropy=2.810, SmoothL1=1.377
[Epoch 35][Batch 1099], Speed: 77.076 samples/sec, CrossEntropy=2.811, SmoothL1=1.379
[Epoch 35][Batch 1199], Speed: 77.357 samples/sec, CrossEntropy=2.814, SmoothL1=1.379
[Epoch 35][Batch 1299], Speed: 80.551 samples/sec, CrossEntropy=2.816, SmoothL1=1.380
[Epoch 35][Batch 1399], Speed: 85.884 samples/sec, CrossEntropy=2.813, SmoothL1=1.377
[Epoch 35][Batch 1499], Speed: 80.186 samples/sec, CrossEntropy=2.812, SmoothL1=1.374
[Epoch 35][Batch 1599], Speed: 82.205 samples/sec, CrossEntropy=2.810, SmoothL1=1.372
[Epoch 35][Batch 1699], Speed: 74.918 samples/sec, CrossEntropy=2.808, SmoothL1=1.371
[Epoch 35][Batch 1799], Speed: 76.294 samples/sec, CrossEntropy=2.808, SmoothL1=1.370
[Epoch 35][Batch 1899], Speed: 78.744 samples/sec, CrossEntropy=2.808, SmoothL1=1.369
[Epoch 35][Batch 1999], Speed: 78.518 samples/sec, CrossEntropy=2.808, SmoothL1=1.370
[Epoch 35][Batch 2099], Speed: 79.357 samples/sec, CrossEntropy=2.808, SmoothL1=1.371
[Epoch 35][Batch 2199], Speed: 79.042 samples/sec, CrossEntropy=2.808, SmoothL1=1.372
[Epoch 35][Batch 2299], Speed: 79.247 samples/sec, CrossEntropy=2.807, SmoothL1=1.370
[Epoch 35][Batch 2399], Speed: 78.664 samples/sec, CrossEntropy=2.807, SmoothL1=1.369
[Epoch 35][Batch 2499], Speed: 83.419 samples/sec, CrossEntropy=2.807, SmoothL1=1.369
[Epoch 35][Batch 2599], Speed: 77.205 samples/sec, CrossEntropy=2.806, SmoothL1=1.369
[Epoch 35][Batch 2699], Speed: 78.121 samples/sec, CrossEntropy=2.807, SmoothL1=1.369
[Epoch 35][Batch 2799], Speed: 84.382 samples/sec, CrossEntropy=2.807, SmoothL1=1.368
[Epoch 35][Batch 2899], Speed: 78.693 samples/sec, CrossEntropy=2.808, SmoothL1=1.369
[Epoch 35][Batch 2999], Speed: 80.430 samples/sec, CrossEntropy=2.809, SmoothL1=1.368
[Epoch 35][Batch 3099], Speed: 81.542 samples/sec, CrossEntropy=2.809, SmoothL1=1.367
[Epoch 35][Batch 3199], Speed: 79.184 samples/sec, CrossEntropy=2.809, SmoothL1=1.368
[Epoch 35][Batch 3299], Speed: 76.552 samples/sec, CrossEntropy=2.809, SmoothL1=1.369
[Epoch 35][Batch 3399], Speed: 68.002 samples/sec, CrossEntropy=2.809, SmoothL1=1.369
[Epoch 35][Batch 3499], Speed: 84.375 samples/sec, CrossEntropy=2.810, SmoothL1=1.370
[Epoch 35][Batch 3599], Speed: 85.915 samples/sec, CrossEntropy=2.810, SmoothL1=1.370
[Epoch 35] Training cost: 1533.364, CrossEntropy=2.810, SmoothL1=1.370
[Epoch 36][Batch 99], Speed: 49.889 samples/sec, CrossEntropy=2.755, SmoothL1=1.321
[Epoch 36][Batch 199], Speed: 76.467 samples/sec, CrossEntropy=2.763, SmoothL1=1.330
[Epoch 36][Batch 299], Speed: 85.138 samples/sec, CrossEntropy=2.777, SmoothL1=1.353
[Epoch 36][Batch 399], Speed: 76.886 samples/sec, CrossEntropy=2.790, SmoothL1=1.370
[Epoch 36][Batch 499], Speed: 77.633 samples/sec, CrossEntropy=2.795, SmoothL1=1.378
[Epoch 36][Batch 599], Speed: 80.755 samples/sec, CrossEntropy=2.798, SmoothL1=1.376
[Epoch 36][Batch 699], Speed: 77.402 samples/sec, CrossEntropy=2.793, SmoothL1=1.374
[Epoch 36][Batch 799], Speed: 81.989 samples/sec, CrossEntropy=2.793, SmoothL1=1.371
[Epoch 36][Batch 899], Speed: 77.697 samples/sec, CrossEntropy=2.795, SmoothL1=1.369
[Epoch 36][Batch 999], Speed: 78.623 samples/sec, CrossEntropy=2.797, SmoothL1=1.371
[Epoch 36][Batch 1099], Speed: 84.543 samples/sec, CrossEntropy=2.799, SmoothL1=1.371
[Epoch 36][Batch 1199], Speed: 79.354 samples/sec, CrossEntropy=2.801, SmoothL1=1.373
[Epoch 36][Batch 1299], Speed: 73.880 samples/sec, CrossEntropy=2.803, SmoothL1=1.375
[Epoch 36][Batch 1399], Speed: 81.141 samples/sec, CrossEntropy=2.804, SmoothL1=1.375
[Epoch 36][Batch 1499], Speed: 79.408 samples/sec, CrossEntropy=2.803, SmoothL1=1.372
[Epoch 36][Batch 1599], Speed: 62.959 samples/sec, CrossEntropy=2.803, SmoothL1=1.372
[Epoch 36][Batch 1699], Speed: 84.392 samples/sec, CrossEntropy=2.805, SmoothL1=1.373
[Epoch 36][Batch 1799], Speed: 81.820 samples/sec, CrossEntropy=2.805, SmoothL1=1.373
[Epoch 36][Batch 1899], Speed: 80.316 samples/sec, CrossEntropy=2.805, SmoothL1=1.374
[Epoch 36][Batch 1999], Speed: 75.771 samples/sec, CrossEntropy=2.806, SmoothL1=1.375
[Epoch 36][Batch 2099], Speed: 83.554 samples/sec, CrossEntropy=2.806, SmoothL1=1.377
[Epoch 36][Batch 2199], Speed: 82.534 samples/sec, CrossEntropy=2.807, SmoothL1=1.380
[Epoch 36][Batch 2299], Speed: 77.523 samples/sec, CrossEntropy=2.807, SmoothL1=1.380
[Epoch 36][Batch 2399], Speed: 79.292 samples/sec, CrossEntropy=2.807, SmoothL1=1.380
[Epoch 36][Batch 2499], Speed: 79.722 samples/sec, CrossEntropy=2.808, SmoothL1=1.380
[Epoch 36][Batch 2599], Speed: 79.938 samples/sec, CrossEntropy=2.808, SmoothL1=1.380
[Epoch 36][Batch 2699], Speed: 77.694 samples/sec, CrossEntropy=2.808, SmoothL1=1.380
[Epoch 36][Batch 2799], Speed: 80.583 samples/sec, CrossEntropy=2.807, SmoothL1=1.379
[Epoch 36][Batch 2899], Speed: 85.416 samples/sec, CrossEntropy=2.808, SmoothL1=1.380
[Epoch 36][Batch 2999], Speed: 74.634 samples/sec, CrossEntropy=2.808, SmoothL1=1.379
[Epoch 36][Batch 3099], Speed: 77.384 samples/sec, CrossEntropy=2.807, SmoothL1=1.378
[Epoch 36][Batch 3199], Speed: 78.829 samples/sec, CrossEntropy=2.807, SmoothL1=1.377
[Epoch 36][Batch 3299], Speed: 84.976 samples/sec, CrossEntropy=2.807, SmoothL1=1.377
[Epoch 36][Batch 3399], Speed: 84.072 samples/sec, CrossEntropy=2.807, SmoothL1=1.376
[Epoch 36][Batch 3499], Speed: 83.936 samples/sec, CrossEntropy=2.808, SmoothL1=1.376
[Epoch 36][Batch 3599], Speed: 85.260 samples/sec, CrossEntropy=2.808, SmoothL1=1.377
[Epoch 36] Training cost: 1538.370, CrossEntropy=2.808, SmoothL1=1.376
[Epoch 37][Batch 99], Speed: 45.490 samples/sec, CrossEntropy=2.847, SmoothL1=1.376
[Epoch 37][Batch 199], Speed: 77.431 samples/sec, CrossEntropy=2.829, SmoothL1=1.390
[Epoch 37][Batch 299], Speed: 66.499 samples/sec, CrossEntropy=2.817, SmoothL1=1.375
[Epoch 37][Batch 399], Speed: 60.657 samples/sec, CrossEntropy=2.821, SmoothL1=1.376
[Epoch 37][Batch 499], Speed: 83.227 samples/sec, CrossEntropy=2.803, SmoothL1=1.372
[Epoch 37][Batch 599], Speed: 76.956 samples/sec, CrossEntropy=2.799, SmoothL1=1.368
[Epoch 37][Batch 699], Speed: 75.513 samples/sec, CrossEntropy=2.803, SmoothL1=1.368
[Epoch 37][Batch 799], Speed: 83.907 samples/sec, CrossEntropy=2.798, SmoothL1=1.365
[Epoch 37][Batch 899], Speed: 78.222 samples/sec, CrossEntropy=2.801, SmoothL1=1.367
[Epoch 37][Batch 999], Speed: 77.013 samples/sec, CrossEntropy=2.800, SmoothL1=1.366
[Epoch 37][Batch 1099], Speed: 79.080 samples/sec, CrossEntropy=2.801, SmoothL1=1.367
[Epoch 37][Batch 1199], Speed: 77.141 samples/sec, CrossEntropy=2.803, SmoothL1=1.368
[Epoch 37][Batch 1299], Speed: 77.925 samples/sec, CrossEntropy=2.801, SmoothL1=1.367
[Epoch 37][Batch 1399], Speed: 85.767 samples/sec, CrossEntropy=2.800, SmoothL1=1.366
[Epoch 37][Batch 1499], Speed: 80.972 samples/sec, CrossEntropy=2.799, SmoothL1=1.366
[Epoch 37][Batch 1599], Speed: 73.447 samples/sec, CrossEntropy=2.801, SmoothL1=1.368
[Epoch 37][Batch 1699], Speed: 77.592 samples/sec, CrossEntropy=2.799, SmoothL1=1.369
[Epoch 37][Batch 1799], Speed: 78.132 samples/sec, CrossEntropy=2.798, SmoothL1=1.368
[Epoch 37][Batch 1899], Speed: 79.366 samples/sec, CrossEntropy=2.800, SmoothL1=1.369
[Epoch 37][Batch 1999], Speed: 85.275 samples/sec, CrossEntropy=2.802, SmoothL1=1.372
[Epoch 37][Batch 2099], Speed: 85.182 samples/sec, CrossEntropy=2.803, SmoothL1=1.374
[Epoch 37][Batch 2199], Speed: 77.320 samples/sec, CrossEntropy=2.804, SmoothL1=1.373
[Epoch 37][Batch 2299], Speed: 76.980 samples/sec, CrossEntropy=2.804, SmoothL1=1.372
[Epoch 37][Batch 2399], Speed: 84.086 samples/sec, CrossEntropy=2.805, SmoothL1=1.372
[Epoch 37][Batch 2499], Speed: 77.992 samples/sec, CrossEntropy=2.804, SmoothL1=1.372
[Epoch 37][Batch 2599], Speed: 78.215 samples/sec, CrossEntropy=2.803, SmoothL1=1.371
[Epoch 37][Batch 2699], Speed: 83.173 samples/sec, CrossEntropy=2.803, SmoothL1=1.370
[Epoch 37][Batch 2799], Speed: 78.448 samples/sec, CrossEntropy=2.804, SmoothL1=1.370
[Epoch 37][Batch 2899], Speed: 76.968 samples/sec, CrossEntropy=2.805, SmoothL1=1.370
[Epoch 37][Batch 2999], Speed: 76.974 samples/sec, CrossEntropy=2.806, SmoothL1=1.372
[Epoch 37][Batch 3099], Speed: 83.077 samples/sec, CrossEntropy=2.806, SmoothL1=1.372
[Epoch 37][Batch 3199], Speed: 73.224 samples/sec, CrossEntropy=2.805, SmoothL1=1.370
[Epoch 37][Batch 3299], Speed: 78.538 samples/sec, CrossEntropy=2.805, SmoothL1=1.370
[Epoch 37][Batch 3399], Speed: 84.231 samples/sec, CrossEntropy=2.805, SmoothL1=1.371
[Epoch 37][Batch 3499], Speed: 84.687 samples/sec, CrossEntropy=2.805, SmoothL1=1.371
[Epoch 37][Batch 3599], Speed: 85.420 samples/sec, CrossEntropy=2.805, SmoothL1=1.370
[Epoch 37] Training cost: 1535.208, CrossEntropy=2.806, SmoothL1=1.370
[Epoch 38][Batch 99], Speed: 56.554 samples/sec, CrossEntropy=2.778, SmoothL1=1.328
[Epoch 38][Batch 199], Speed: 79.798 samples/sec, CrossEntropy=2.786, SmoothL1=1.346
[Epoch 38][Batch 299], Speed: 67.452 samples/sec, CrossEntropy=2.793, SmoothL1=1.351
[Epoch 38][Batch 399], Speed: 77.152 samples/sec, CrossEntropy=2.795, SmoothL1=1.353
[Epoch 38][Batch 499], Speed: 81.414 samples/sec, CrossEntropy=2.795, SmoothL1=1.361
[Epoch 38][Batch 599], Speed: 75.205 samples/sec, CrossEntropy=2.792, SmoothL1=1.362
[Epoch 38][Batch 699], Speed: 82.466 samples/sec, CrossEntropy=2.789, SmoothL1=1.362
[Epoch 38][Batch 799], Speed: 79.444 samples/sec, CrossEntropy=2.792, SmoothL1=1.360
[Epoch 38][Batch 899], Speed: 85.636 samples/sec, CrossEntropy=2.792, SmoothL1=1.358
[Epoch 38][Batch 999], Speed: 79.000 samples/sec, CrossEntropy=2.792, SmoothL1=1.358
[Epoch 38][Batch 1099], Speed: 82.179 samples/sec, CrossEntropy=2.794, SmoothL1=1.360
[Epoch 38][Batch 1199], Speed: 80.440 samples/sec, CrossEntropy=2.794, SmoothL1=1.362
[Epoch 38][Batch 1299], Speed: 85.899 samples/sec, CrossEntropy=2.795, SmoothL1=1.363
[Epoch 38][Batch 1399], Speed: 81.261 samples/sec, CrossEntropy=2.796, SmoothL1=1.366
[Epoch 38][Batch 1499], Speed: 78.961 samples/sec, CrossEntropy=2.792, SmoothL1=1.363
[Epoch 38][Batch 1599], Speed: 78.804 samples/sec, CrossEntropy=2.792, SmoothL1=1.363
[Epoch 38][Batch 1699], Speed: 78.216 samples/sec, CrossEntropy=2.794, SmoothL1=1.366
[Epoch 38][Batch 1799], Speed: 81.103 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 38][Batch 1899], Speed: 78.733 samples/sec, CrossEntropy=2.795, SmoothL1=1.368
[Epoch 38][Batch 1999], Speed: 77.946 samples/sec, CrossEntropy=2.795, SmoothL1=1.368
[Epoch 38][Batch 2099], Speed: 82.311 samples/sec, CrossEntropy=2.795, SmoothL1=1.369
[Epoch 38][Batch 2199], Speed: 79.538 samples/sec, CrossEntropy=2.795, SmoothL1=1.369
[Epoch 38][Batch 2299], Speed: 77.698 samples/sec, CrossEntropy=2.794, SmoothL1=1.369
[Epoch 38][Batch 2399], Speed: 83.416 samples/sec, CrossEntropy=2.794, SmoothL1=1.368
[Epoch 38][Batch 2499], Speed: 81.001 samples/sec, CrossEntropy=2.794, SmoothL1=1.368
[Epoch 38][Batch 2599], Speed: 78.621 samples/sec, CrossEntropy=2.795, SmoothL1=1.368
[Epoch 38][Batch 2699], Speed: 64.321 samples/sec, CrossEntropy=2.794, SmoothL1=1.367
[Epoch 38][Batch 2799], Speed: 74.594 samples/sec, CrossEntropy=2.794, SmoothL1=1.368
[Epoch 38][Batch 2899], Speed: 78.388 samples/sec, CrossEntropy=2.794, SmoothL1=1.367
[Epoch 38][Batch 2999], Speed: 83.421 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 38][Batch 3099], Speed: 81.868 samples/sec, CrossEntropy=2.796, SmoothL1=1.367
[Epoch 38][Batch 3199], Speed: 78.386 samples/sec, CrossEntropy=2.796, SmoothL1=1.367
[Epoch 38][Batch 3299], Speed: 83.987 samples/sec, CrossEntropy=2.795, SmoothL1=1.366
[Epoch 38][Batch 3399], Speed: 82.027 samples/sec, CrossEntropy=2.795, SmoothL1=1.366
[Epoch 38][Batch 3499], Speed: 85.237 samples/sec, CrossEntropy=2.795, SmoothL1=1.366
[Epoch 38][Batch 3599], Speed: 85.156 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 38] Training cost: 1537.105, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 39][Batch 99], Speed: 53.157 samples/sec, CrossEntropy=2.780, SmoothL1=1.350
[Epoch 39][Batch 199], Speed: 78.150 samples/sec, CrossEntropy=2.801, SmoothL1=1.353
[Epoch 39][Batch 299], Speed: 79.579 samples/sec, CrossEntropy=2.789, SmoothL1=1.352
[Epoch 39][Batch 399], Speed: 64.792 samples/sec, CrossEntropy=2.795, SmoothL1=1.362
[Epoch 39][Batch 499], Speed: 78.691 samples/sec, CrossEntropy=2.800, SmoothL1=1.372
[Epoch 39][Batch 599], Speed: 76.457 samples/sec, CrossEntropy=2.803, SmoothL1=1.373
[Epoch 39][Batch 699], Speed: 76.496 samples/sec, CrossEntropy=2.802, SmoothL1=1.371
[Epoch 39][Batch 799], Speed: 83.853 samples/sec, CrossEntropy=2.796, SmoothL1=1.364
[Epoch 39][Batch 899], Speed: 80.079 samples/sec, CrossEntropy=2.799, SmoothL1=1.368
[Epoch 39][Batch 999], Speed: 75.152 samples/sec, CrossEntropy=2.798, SmoothL1=1.366
[Epoch 39][Batch 1099], Speed: 85.069 samples/sec, CrossEntropy=2.797, SmoothL1=1.364
[Epoch 39][Batch 1199], Speed: 83.761 samples/sec, CrossEntropy=2.796, SmoothL1=1.363
[Epoch 39][Batch 1299], Speed: 78.532 samples/sec, CrossEntropy=2.794, SmoothL1=1.364
[Epoch 39][Batch 1399], Speed: 75.624 samples/sec, CrossEntropy=2.793, SmoothL1=1.365
[Epoch 39][Batch 1499], Speed: 84.196 samples/sec, CrossEntropy=2.792, SmoothL1=1.366
[Epoch 39][Batch 1599], Speed: 77.496 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 39][Batch 1699], Speed: 84.950 samples/sec, CrossEntropy=2.795, SmoothL1=1.366
[Epoch 39][Batch 1799], Speed: 74.613 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 39][Batch 1899], Speed: 80.711 samples/sec, CrossEntropy=2.793, SmoothL1=1.366
[Epoch 39][Batch 1999], Speed: 78.783 samples/sec, CrossEntropy=2.793, SmoothL1=1.364
[Epoch 39][Batch 2099], Speed: 77.648 samples/sec, CrossEntropy=2.793, SmoothL1=1.364
[Epoch 39][Batch 2199], Speed: 80.759 samples/sec, CrossEntropy=2.793, SmoothL1=1.363
[Epoch 39][Batch 2299], Speed: 73.751 samples/sec, CrossEntropy=2.793, SmoothL1=1.363
[Epoch 39][Batch 2399], Speed: 76.381 samples/sec, CrossEntropy=2.793, SmoothL1=1.363
[Epoch 39][Batch 2499], Speed: 80.631 samples/sec, CrossEntropy=2.792, SmoothL1=1.364
[Epoch 39][Batch 2599], Speed: 80.469 samples/sec, CrossEntropy=2.793, SmoothL1=1.364
[Epoch 39][Batch 2699], Speed: 74.438 samples/sec, CrossEntropy=2.793, SmoothL1=1.364
[Epoch 39][Batch 2799], Speed: 84.895 samples/sec, CrossEntropy=2.794, SmoothL1=1.366
[Epoch 39][Batch 2899], Speed: 77.028 samples/sec, CrossEntropy=2.795, SmoothL1=1.367
[Epoch 39][Batch 2999], Speed: 79.227 samples/sec, CrossEntropy=2.796, SmoothL1=1.367
[Epoch 39][Batch 3099], Speed: 80.217 samples/sec, CrossEntropy=2.797, SmoothL1=1.367
[Epoch 39][Batch 3199], Speed: 78.689 samples/sec, CrossEntropy=2.797, SmoothL1=1.366
[Epoch 39][Batch 3299], Speed: 80.390 samples/sec, CrossEntropy=2.796, SmoothL1=1.366
[Epoch 39][Batch 3399], Speed: 65.193 samples/sec, CrossEntropy=2.794, SmoothL1=1.365
[Epoch 39][Batch 3499], Speed: 85.232 samples/sec, CrossEntropy=2.793, SmoothL1=1.365
[Epoch 39][Batch 3599], Speed: 84.565 samples/sec, CrossEntropy=2.794, SmoothL1=1.365
[Epoch 39] Training cost: 1532.828, CrossEntropy=2.794, SmoothL1=1.366
[Epoch 39] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.234
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.418
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.237
 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 ] = 0.266
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.352
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.221
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.332
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.348
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.125
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.390
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.504
person=36.3
bicycle=17.8
car=26.3
motorcycle=25.6
airplane=42.0
bus=47.2
train=45.0
truck=21.2
boat=12.3
traffic light=10.7
fire hydrant=44.5
stop sign=42.4
parking meter=29.6
bench=13.2
bird=17.5
cat=45.9
dog=43.9
horse=36.6
sheep=32.3
cow=34.9
elephant=42.9
bear=50.5
zebra=48.2
giraffe=49.3
backpack=3.5
umbrella=21.9
handbag=3.5
tie=14.1
suitcase=15.4
frisbee=33.1
skis=8.8
snowboard=12.0
sports ball=24.2
kite=22.1
baseball bat=11.7
baseball glove=16.3
skateboard=28.1
surfboard=17.9
tennis racket=24.4
bottle=15.5
wine glass=14.6
cup=22.3
fork=9.7
knife=4.0
spoon=4.1
bowl=25.0
banana=13.0
apple=7.7
sandwich=22.4
orange=13.2
broccoli=14.3
carrot=6.4
hot dog=20.3
pizza=36.5
donut=22.7
cake=20.7
chair=13.0
couch=29.6
potted plant=12.4
bed=27.9
dining table=18.3
toilet=39.5
tv=41.3
laptop=39.5
mouse=35.8
remote=7.0
keyboard=28.0
cell phone=17.9
microwave=39.1
oven=22.1
toaster=3.0
sink=18.7
refrigerator=32.4
book=5.9
clock=31.8
vase=16.6
scissors=12.7
teddy bear=29.8
hair drier=0.0
toothbrush=3.4
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=23.4
[Epoch 40][Batch 99], Speed: 49.878 samples/sec, CrossEntropy=2.780, SmoothL1=1.356
[Epoch 40][Batch 199], Speed: 84.036 samples/sec, CrossEntropy=2.789, SmoothL1=1.352
[Epoch 40][Batch 299], Speed: 79.062 samples/sec, CrossEntropy=2.788, SmoothL1=1.361
[Epoch 40][Batch 399], Speed: 79.812 samples/sec, CrossEntropy=2.791, SmoothL1=1.367
[Epoch 40][Batch 499], Speed: 78.082 samples/sec, CrossEntropy=2.784, SmoothL1=1.363
[Epoch 40][Batch 599], Speed: 78.501 samples/sec, CrossEntropy=2.786, SmoothL1=1.363
[Epoch 40][Batch 699], Speed: 80.723 samples/sec, CrossEntropy=2.787, SmoothL1=1.365
[Epoch 40][Batch 799], Speed: 81.272 samples/sec, CrossEntropy=2.788, SmoothL1=1.365
[Epoch 40][Batch 899], Speed: 69.035 samples/sec, CrossEntropy=2.788, SmoothL1=1.363
[Epoch 40][Batch 999], Speed: 68.579 samples/sec, CrossEntropy=2.787, SmoothL1=1.364
[Epoch 40][Batch 1099], Speed: 79.284 samples/sec, CrossEntropy=2.784, SmoothL1=1.363
[Epoch 40][Batch 1199], Speed: 76.866 samples/sec, CrossEntropy=2.784, SmoothL1=1.363
[Epoch 40][Batch 1299], Speed: 75.362 samples/sec, CrossEntropy=2.783, SmoothL1=1.365
[Epoch 40][Batch 1399], Speed: 77.456 samples/sec, CrossEntropy=2.782, SmoothL1=1.365
[Epoch 40][Batch 1499], Speed: 78.394 samples/sec, CrossEntropy=2.782, SmoothL1=1.362
[Epoch 40][Batch 1599], Speed: 78.541 samples/sec, CrossEntropy=2.781, SmoothL1=1.363
[Epoch 40][Batch 1699], Speed: 79.171 samples/sec, CrossEntropy=2.781, SmoothL1=1.362
[Epoch 40][Batch 1799], Speed: 75.461 samples/sec, CrossEntropy=2.782, SmoothL1=1.362
[Epoch 40][Batch 1899], Speed: 75.192 samples/sec, CrossEntropy=2.782, SmoothL1=1.363
[Epoch 40][Batch 1999], Speed: 84.060 samples/sec, CrossEntropy=2.781, SmoothL1=1.363
[Epoch 40][Batch 2099], Speed: 80.049 samples/sec, CrossEntropy=2.781, SmoothL1=1.363
[Epoch 40][Batch 2199], Speed: 77.545 samples/sec, CrossEntropy=2.780, SmoothL1=1.362
[Epoch 40][Batch 2299], Speed: 81.733 samples/sec, CrossEntropy=2.781, SmoothL1=1.362
[Epoch 40][Batch 2399], Speed: 81.186 samples/sec, CrossEntropy=2.783, SmoothL1=1.362
[Epoch 40][Batch 2499], Speed: 78.902 samples/sec, CrossEntropy=2.782, SmoothL1=1.363
[Epoch 40][Batch 2599], Speed: 74.194 samples/sec, CrossEntropy=2.782, SmoothL1=1.363
[Epoch 40][Batch 2699], Speed: 80.508 samples/sec, CrossEntropy=2.782, SmoothL1=1.364
[Epoch 40][Batch 2799], Speed: 78.344 samples/sec, CrossEntropy=2.783, SmoothL1=1.365
[Epoch 40][Batch 2899], Speed: 76.042 samples/sec, CrossEntropy=2.784, SmoothL1=1.364
[Epoch 40][Batch 2999], Speed: 82.565 samples/sec, CrossEntropy=2.784, SmoothL1=1.364
[Epoch 40][Batch 3099], Speed: 79.991 samples/sec, CrossEntropy=2.783, SmoothL1=1.364
[Epoch 40][Batch 3199], Speed: 77.124 samples/sec, CrossEntropy=2.782, SmoothL1=1.363
[Epoch 40][Batch 3299], Speed: 84.599 samples/sec, CrossEntropy=2.783, SmoothL1=1.362
[Epoch 40][Batch 3399], Speed: 79.024 samples/sec, CrossEntropy=2.783, SmoothL1=1.362
[Epoch 40][Batch 3499], Speed: 85.820 samples/sec, CrossEntropy=2.784, SmoothL1=1.362
[Epoch 40][Batch 3599], Speed: 83.988 samples/sec, CrossEntropy=2.785, SmoothL1=1.362
[Epoch 40] Training cost: 1532.841, CrossEntropy=2.785, SmoothL1=1.362
[Epoch 41][Batch 99], Speed: 46.641 samples/sec, CrossEntropy=2.774, SmoothL1=1.365
[Epoch 41][Batch 199], Speed: 78.502 samples/sec, CrossEntropy=2.768, SmoothL1=1.350
[Epoch 41][Batch 299], Speed: 75.361 samples/sec, CrossEntropy=2.765, SmoothL1=1.341
[Epoch 41][Batch 399], Speed: 72.667 samples/sec, CrossEntropy=2.774, SmoothL1=1.350
[Epoch 41][Batch 499], Speed: 58.433 samples/sec, CrossEntropy=2.777, SmoothL1=1.357
[Epoch 41][Batch 599], Speed: 84.905 samples/sec, CrossEntropy=2.776, SmoothL1=1.355
[Epoch 41][Batch 699], Speed: 75.270 samples/sec, CrossEntropy=2.775, SmoothL1=1.354
[Epoch 41][Batch 799], Speed: 78.158 samples/sec, CrossEntropy=2.780, SmoothL1=1.361
[Epoch 41][Batch 899], Speed: 82.804 samples/sec, CrossEntropy=2.778, SmoothL1=1.358
[Epoch 41][Batch 999], Speed: 80.316 samples/sec, CrossEntropy=2.777, SmoothL1=1.357
[Epoch 41][Batch 1099], Speed: 75.185 samples/sec, CrossEntropy=2.775, SmoothL1=1.357
[Epoch 41][Batch 1199], Speed: 80.886 samples/sec, CrossEntropy=2.776, SmoothL1=1.358
[Epoch 41][Batch 1299], Speed: 76.987 samples/sec, CrossEntropy=2.777, SmoothL1=1.357
[Epoch 41][Batch 1399], Speed: 74.279 samples/sec, CrossEntropy=2.775, SmoothL1=1.355
[Epoch 41][Batch 1499], Speed: 84.025 samples/sec, CrossEntropy=2.776, SmoothL1=1.354
[Epoch 41][Batch 1599], Speed: 81.782 samples/sec, CrossEntropy=2.777, SmoothL1=1.354
[Epoch 41][Batch 1699], Speed: 75.983 samples/sec, CrossEntropy=2.778, SmoothL1=1.356
[Epoch 41][Batch 1799], Speed: 84.913 samples/sec, CrossEntropy=2.776, SmoothL1=1.355
[Epoch 41][Batch 1899], Speed: 81.421 samples/sec, CrossEntropy=2.777, SmoothL1=1.355
[Epoch 41][Batch 1999], Speed: 77.988 samples/sec, CrossEntropy=2.777, SmoothL1=1.354
[Epoch 41][Batch 2099], Speed: 80.590 samples/sec, CrossEntropy=2.776, SmoothL1=1.355
[Epoch 41][Batch 2199], Speed: 78.007 samples/sec, CrossEntropy=2.777, SmoothL1=1.355
[Epoch 41][Batch 2299], Speed: 80.551 samples/sec, CrossEntropy=2.777, SmoothL1=1.355
[Epoch 41][Batch 2399], Speed: 77.694 samples/sec, CrossEntropy=2.777, SmoothL1=1.356
[Epoch 41][Batch 2499], Speed: 77.484 samples/sec, CrossEntropy=2.778, SmoothL1=1.356
[Epoch 41][Batch 2599], Speed: 82.163 samples/sec, CrossEntropy=2.779, SmoothL1=1.357
[Epoch 41][Batch 2699], Speed: 77.380 samples/sec, CrossEntropy=2.778, SmoothL1=1.354
[Epoch 41][Batch 2799], Speed: 75.021 samples/sec, CrossEntropy=2.777, SmoothL1=1.354
[Epoch 41][Batch 2899], Speed: 83.320 samples/sec, CrossEntropy=2.778, SmoothL1=1.354
[Epoch 41][Batch 2999], Speed: 77.871 samples/sec, CrossEntropy=2.778, SmoothL1=1.354
[Epoch 41][Batch 3099], Speed: 77.101 samples/sec, CrossEntropy=2.776, SmoothL1=1.353
[Epoch 41][Batch 3199], Speed: 80.182 samples/sec, CrossEntropy=2.776, SmoothL1=1.351
[Epoch 41][Batch 3299], Speed: 74.592 samples/sec, CrossEntropy=2.775, SmoothL1=1.352
[Epoch 41][Batch 3399], Speed: 80.155 samples/sec, CrossEntropy=2.776, SmoothL1=1.352
[Epoch 41][Batch 3499], Speed: 82.419 samples/sec, CrossEntropy=2.776, SmoothL1=1.352
[Epoch 41][Batch 3599], Speed: 84.331 samples/sec, CrossEntropy=2.777, SmoothL1=1.353
[Epoch 41] Training cost: 1534.994, CrossEntropy=2.778, SmoothL1=1.353
[Epoch 42][Batch 99], Speed: 51.658 samples/sec, CrossEntropy=2.761, SmoothL1=1.357
[Epoch 42][Batch 199], Speed: 79.261 samples/sec, CrossEntropy=2.779, SmoothL1=1.364
[Epoch 42][Batch 299], Speed: 75.121 samples/sec, CrossEntropy=2.779, SmoothL1=1.355
[Epoch 42][Batch 399], Speed: 63.996 samples/sec, CrossEntropy=2.770, SmoothL1=1.351
[Epoch 42][Batch 499], Speed: 80.694 samples/sec, CrossEntropy=2.763, SmoothL1=1.346
[Epoch 42][Batch 599], Speed: 78.863 samples/sec, CrossEntropy=2.757, SmoothL1=1.340
[Epoch 42][Batch 699], Speed: 76.778 samples/sec, CrossEntropy=2.753, SmoothL1=1.335
[Epoch 42][Batch 799], Speed: 80.065 samples/sec, CrossEntropy=2.763, SmoothL1=1.336
[Epoch 42][Batch 899], Speed: 78.082 samples/sec, CrossEntropy=2.765, SmoothL1=1.342
[Epoch 42][Batch 999], Speed: 75.977 samples/sec, CrossEntropy=2.764, SmoothL1=1.344
[Epoch 42][Batch 1099], Speed: 83.230 samples/sec, CrossEntropy=2.768, SmoothL1=1.347
[Epoch 42][Batch 1199], Speed: 77.659 samples/sec, CrossEntropy=2.770, SmoothL1=1.353
[Epoch 42][Batch 1299], Speed: 79.899 samples/sec, CrossEntropy=2.771, SmoothL1=1.354
[Epoch 42][Batch 1399], Speed: 84.552 samples/sec, CrossEntropy=2.773, SmoothL1=1.356
[Epoch 42][Batch 1499], Speed: 72.392 samples/sec, CrossEntropy=2.771, SmoothL1=1.357
[Epoch 42][Batch 1599], Speed: 80.224 samples/sec, CrossEntropy=2.771, SmoothL1=1.356
[Epoch 42][Batch 1699], Speed: 84.351 samples/sec, CrossEntropy=2.770, SmoothL1=1.357
[Epoch 42][Batch 1799], Speed: 76.439 samples/sec, CrossEntropy=2.771, SmoothL1=1.355
[Epoch 42][Batch 1899], Speed: 75.798 samples/sec, CrossEntropy=2.770, SmoothL1=1.355
[Epoch 42][Batch 1999], Speed: 77.985 samples/sec, CrossEntropy=2.771, SmoothL1=1.355
[Epoch 42][Batch 2099], Speed: 84.547 samples/sec, CrossEntropy=2.771, SmoothL1=1.357
[Epoch 42][Batch 2199], Speed: 75.963 samples/sec, CrossEntropy=2.771, SmoothL1=1.356
[Epoch 42][Batch 2299], Speed: 81.784 samples/sec, CrossEntropy=2.772, SmoothL1=1.358
[Epoch 42][Batch 2399], Speed: 85.048 samples/sec, CrossEntropy=2.771, SmoothL1=1.358
[Epoch 42][Batch 2499], Speed: 85.230 samples/sec, CrossEntropy=2.773, SmoothL1=1.360
[Epoch 42][Batch 2599], Speed: 80.185 samples/sec, CrossEntropy=2.774, SmoothL1=1.359
[Epoch 42][Batch 2699], Speed: 72.312 samples/sec, CrossEntropy=2.774, SmoothL1=1.359
[Epoch 42][Batch 2799], Speed: 79.038 samples/sec, CrossEntropy=2.773, SmoothL1=1.358
[Epoch 42][Batch 2899], Speed: 84.308 samples/sec, CrossEntropy=2.773, SmoothL1=1.357
[Epoch 42][Batch 2999], Speed: 75.084 samples/sec, CrossEntropy=2.773, SmoothL1=1.356
[Epoch 42][Batch 3099], Speed: 82.576 samples/sec, CrossEntropy=2.772, SmoothL1=1.355
[Epoch 42][Batch 3199], Speed: 76.130 samples/sec, CrossEntropy=2.771, SmoothL1=1.355
[Epoch 42][Batch 3299], Speed: 69.466 samples/sec, CrossEntropy=2.771, SmoothL1=1.354
[Epoch 42][Batch 3399], Speed: 82.809 samples/sec, CrossEntropy=2.771, SmoothL1=1.354
[Epoch 42][Batch 3499], Speed: 84.378 samples/sec, CrossEntropy=2.771, SmoothL1=1.353
[Epoch 42][Batch 3599], Speed: 84.638 samples/sec, CrossEntropy=2.772, SmoothL1=1.354
[Epoch 42] Training cost: 1540.940, CrossEntropy=2.772, SmoothL1=1.355
[Epoch 43][Batch 99], Speed: 46.477 samples/sec, CrossEntropy=2.757, SmoothL1=1.345
[Epoch 43][Batch 199], Speed: 77.114 samples/sec, CrossEntropy=2.771, SmoothL1=1.351
[Epoch 43][Batch 299], Speed: 79.267 samples/sec, CrossEntropy=2.773, SmoothL1=1.355
[Epoch 43][Batch 399], Speed: 79.888 samples/sec, CrossEntropy=2.770, SmoothL1=1.355
[Epoch 43][Batch 499], Speed: 78.830 samples/sec, CrossEntropy=2.775, SmoothL1=1.351
[Epoch 43][Batch 599], Speed: 81.373 samples/sec, CrossEntropy=2.772, SmoothL1=1.353
[Epoch 43][Batch 699], Speed: 71.161 samples/sec, CrossEntropy=2.774, SmoothL1=1.356
[Epoch 43][Batch 799], Speed: 79.048 samples/sec, CrossEntropy=2.773, SmoothL1=1.356
[Epoch 43][Batch 899], Speed: 79.827 samples/sec, CrossEntropy=2.773, SmoothL1=1.351
[Epoch 43][Batch 999], Speed: 85.419 samples/sec, CrossEntropy=2.767, SmoothL1=1.347
[Epoch 43][Batch 1099], Speed: 76.757 samples/sec, CrossEntropy=2.766, SmoothL1=1.344
[Epoch 43][Batch 1199], Speed: 79.849 samples/sec, CrossEntropy=2.768, SmoothL1=1.344
[Epoch 43][Batch 1299], Speed: 72.306 samples/sec, CrossEntropy=2.769, SmoothL1=1.347
[Epoch 43][Batch 1399], Speed: 82.607 samples/sec, CrossEntropy=2.769, SmoothL1=1.349
[Epoch 43][Batch 1499], Speed: 80.110 samples/sec, CrossEntropy=2.767, SmoothL1=1.347
[Epoch 43][Batch 1599], Speed: 85.774 samples/sec, CrossEntropy=2.769, SmoothL1=1.349
[Epoch 43][Batch 1699], Speed: 78.851 samples/sec, CrossEntropy=2.769, SmoothL1=1.349
[Epoch 43][Batch 1799], Speed: 78.590 samples/sec, CrossEntropy=2.771, SmoothL1=1.351
[Epoch 43][Batch 1899], Speed: 77.863 samples/sec, CrossEntropy=2.770, SmoothL1=1.350
[Epoch 43][Batch 1999], Speed: 83.104 samples/sec, CrossEntropy=2.768, SmoothL1=1.349
[Epoch 43][Batch 2099], Speed: 78.041 samples/sec, CrossEntropy=2.766, SmoothL1=1.349
[Epoch 43][Batch 2199], Speed: 79.805 samples/sec, CrossEntropy=2.766, SmoothL1=1.348
[Epoch 43][Batch 2299], Speed: 85.066 samples/sec, CrossEntropy=2.767, SmoothL1=1.349
[Epoch 43][Batch 2399], Speed: 83.405 samples/sec, CrossEntropy=2.768, SmoothL1=1.349
[Epoch 43][Batch 2499], Speed: 78.979 samples/sec, CrossEntropy=2.767, SmoothL1=1.348
[Epoch 43][Batch 2599], Speed: 80.081 samples/sec, CrossEntropy=2.766, SmoothL1=1.347
[Epoch 43][Batch 2699], Speed: 84.858 samples/sec, CrossEntropy=2.767, SmoothL1=1.347
[Epoch 43][Batch 2799], Speed: 75.656 samples/sec, CrossEntropy=2.767, SmoothL1=1.347
[Epoch 43][Batch 2899], Speed: 69.622 samples/sec, CrossEntropy=2.767, SmoothL1=1.347
[Epoch 43][Batch 2999], Speed: 79.790 samples/sec, CrossEntropy=2.766, SmoothL1=1.345
[Epoch 43][Batch 3099], Speed: 79.167 samples/sec, CrossEntropy=2.766, SmoothL1=1.346
[Epoch 43][Batch 3199], Speed: 57.955 samples/sec, CrossEntropy=2.767, SmoothL1=1.346
[Epoch 43][Batch 3299], Speed: 85.245 samples/sec, CrossEntropy=2.767, SmoothL1=1.346
[Epoch 43][Batch 3399], Speed: 78.706 samples/sec, CrossEntropy=2.768, SmoothL1=1.346
[Epoch 43][Batch 3499], Speed: 85.926 samples/sec, CrossEntropy=2.768, SmoothL1=1.345
[Epoch 43][Batch 3599], Speed: 82.921 samples/sec, CrossEntropy=2.767, SmoothL1=1.345
[Epoch 43] Training cost: 1533.968, CrossEntropy=2.767, SmoothL1=1.345
[Epoch 44][Batch 99], Speed: 48.970 samples/sec, CrossEntropy=2.764, SmoothL1=1.336
[Epoch 44][Batch 199], Speed: 78.471 samples/sec, CrossEntropy=2.762, SmoothL1=1.357
[Epoch 44][Batch 299], Speed: 77.955 samples/sec, CrossEntropy=2.764, SmoothL1=1.346
[Epoch 44][Batch 399], Speed: 83.544 samples/sec, CrossEntropy=2.760, SmoothL1=1.351
[Epoch 44][Batch 499], Speed: 81.589 samples/sec, CrossEntropy=2.757, SmoothL1=1.352
[Epoch 44][Batch 599], Speed: 81.088 samples/sec, CrossEntropy=2.757, SmoothL1=1.351
[Epoch 44][Batch 699], Speed: 79.504 samples/sec, CrossEntropy=2.754, SmoothL1=1.351
[Epoch 44][Batch 799], Speed: 61.597 samples/sec, CrossEntropy=2.753, SmoothL1=1.350
[Epoch 44][Batch 899], Speed: 76.587 samples/sec, CrossEntropy=2.752, SmoothL1=1.345
[Epoch 44][Batch 999], Speed: 75.061 samples/sec, CrossEntropy=2.751, SmoothL1=1.343
[Epoch 44][Batch 1099], Speed: 76.614 samples/sec, CrossEntropy=2.751, SmoothL1=1.342
[Epoch 44][Batch 1199], Speed: 84.657 samples/sec, CrossEntropy=2.755, SmoothL1=1.344
[Epoch 44][Batch 1299], Speed: 75.998 samples/sec, CrossEntropy=2.756, SmoothL1=1.344
[Epoch 44][Batch 1399], Speed: 79.958 samples/sec, CrossEntropy=2.755, SmoothL1=1.344
[Epoch 44][Batch 1499], Speed: 83.893 samples/sec, CrossEntropy=2.756, SmoothL1=1.342
[Epoch 44][Batch 1599], Speed: 76.099 samples/sec, CrossEntropy=2.756, SmoothL1=1.342
[Epoch 44][Batch 1699], Speed: 77.303 samples/sec, CrossEntropy=2.757, SmoothL1=1.342
[Epoch 44][Batch 1799], Speed: 83.830 samples/sec, CrossEntropy=2.759, SmoothL1=1.343
[Epoch 44][Batch 1899], Speed: 82.643 samples/sec, CrossEntropy=2.759, SmoothL1=1.343
[Epoch 44][Batch 1999], Speed: 77.612 samples/sec, CrossEntropy=2.760, SmoothL1=1.344
[Epoch 44][Batch 2099], Speed: 84.139 samples/sec, CrossEntropy=2.760, SmoothL1=1.343
[Epoch 44][Batch 2199], Speed: 83.029 samples/sec, CrossEntropy=2.760, SmoothL1=1.343
[Epoch 44][Batch 2299], Speed: 78.699 samples/sec, CrossEntropy=2.761, SmoothL1=1.342
[Epoch 44][Batch 2399], Speed: 77.112 samples/sec, CrossEntropy=2.762, SmoothL1=1.343
[Epoch 44][Batch 2499], Speed: 79.170 samples/sec, CrossEntropy=2.764, SmoothL1=1.343
[Epoch 44][Batch 2599], Speed: 78.334 samples/sec, CrossEntropy=2.763, SmoothL1=1.342
[Epoch 44][Batch 2699], Speed: 77.536 samples/sec, CrossEntropy=2.765, SmoothL1=1.343
[Epoch 44][Batch 2799], Speed: 81.247 samples/sec, CrossEntropy=2.766, SmoothL1=1.344
[Epoch 44][Batch 2899], Speed: 76.307 samples/sec, CrossEntropy=2.765, SmoothL1=1.344
[Epoch 44][Batch 2999], Speed: 75.936 samples/sec, CrossEntropy=2.765, SmoothL1=1.344
[Epoch 44][Batch 3099], Speed: 81.118 samples/sec, CrossEntropy=2.765, SmoothL1=1.344
[Epoch 44][Batch 3199], Speed: 80.779 samples/sec, CrossEntropy=2.765, SmoothL1=1.345
[Epoch 44][Batch 3299], Speed: 78.300 samples/sec, CrossEntropy=2.766, SmoothL1=1.346
[Epoch 44][Batch 3399], Speed: 76.878 samples/sec, CrossEntropy=2.765, SmoothL1=1.346
[Epoch 44][Batch 3499], Speed: 85.607 samples/sec, CrossEntropy=2.765, SmoothL1=1.347
[Epoch 44][Batch 3599], Speed: 84.249 samples/sec, CrossEntropy=2.765, SmoothL1=1.347
[Epoch 44] Training cost: 1537.987, CrossEntropy=2.765, SmoothL1=1.347
[Epoch 45][Batch 99], Speed: 60.196 samples/sec, CrossEntropy=2.718, SmoothL1=1.289
[Epoch 45][Batch 199], Speed: 82.192 samples/sec, CrossEntropy=2.747, SmoothL1=1.324
[Epoch 45][Batch 299], Speed: 68.992 samples/sec, CrossEntropy=2.762, SmoothL1=1.343
[Epoch 45][Batch 399], Speed: 81.378 samples/sec, CrossEntropy=2.762, SmoothL1=1.354
[Epoch 45][Batch 499], Speed: 79.004 samples/sec, CrossEntropy=2.766, SmoothL1=1.351
[Epoch 45][Batch 599], Speed: 80.701 samples/sec, CrossEntropy=2.767, SmoothL1=1.353
[Epoch 45][Batch 699], Speed: 75.566 samples/sec, CrossEntropy=2.770, SmoothL1=1.352
[Epoch 45][Batch 799], Speed: 80.641 samples/sec, CrossEntropy=2.767, SmoothL1=1.354
[Epoch 45][Batch 899], Speed: 77.859 samples/sec, CrossEntropy=2.764, SmoothL1=1.355
[Epoch 45][Batch 999], Speed: 68.718 samples/sec, CrossEntropy=2.762, SmoothL1=1.356
[Epoch 45][Batch 1099], Speed: 79.077 samples/sec, CrossEntropy=2.765, SmoothL1=1.357
[Epoch 45][Batch 1199], Speed: 73.937 samples/sec, CrossEntropy=2.763, SmoothL1=1.356
[Epoch 45][Batch 1299], Speed: 78.299 samples/sec, CrossEntropy=2.761, SmoothL1=1.352
[Epoch 45][Batch 1399], Speed: 72.361 samples/sec, CrossEntropy=2.760, SmoothL1=1.352
[Epoch 45][Batch 1499], Speed: 77.833 samples/sec, CrossEntropy=2.761, SmoothL1=1.354
[Epoch 45][Batch 1599], Speed: 78.927 samples/sec, CrossEntropy=2.765, SmoothL1=1.357
[Epoch 45][Batch 1699], Speed: 80.653 samples/sec, CrossEntropy=2.767, SmoothL1=1.356
[Epoch 45][Batch 1799], Speed: 79.303 samples/sec, CrossEntropy=2.769, SmoothL1=1.357
[Epoch 45][Batch 1899], Speed: 77.959 samples/sec, CrossEntropy=2.768, SmoothL1=1.354
[Epoch 45][Batch 1999], Speed: 82.633 samples/sec, CrossEntropy=2.766, SmoothL1=1.353
[Epoch 45][Batch 2099], Speed: 83.775 samples/sec, CrossEntropy=2.765, SmoothL1=1.352
[Epoch 45][Batch 2199], Speed: 76.793 samples/sec, CrossEntropy=2.764, SmoothL1=1.351
[Epoch 45][Batch 2299], Speed: 76.002 samples/sec, CrossEntropy=2.764, SmoothL1=1.349
[Epoch 45][Batch 2399], Speed: 77.013 samples/sec, CrossEntropy=2.763, SmoothL1=1.346
[Epoch 45][Batch 2499], Speed: 78.317 samples/sec, CrossEntropy=2.764, SmoothL1=1.345
[Epoch 45][Batch 2599], Speed: 75.406 samples/sec, CrossEntropy=2.764, SmoothL1=1.345
[Epoch 45][Batch 2699], Speed: 80.834 samples/sec, CrossEntropy=2.764, SmoothL1=1.345
[Epoch 45][Batch 2799], Speed: 72.831 samples/sec, CrossEntropy=2.764, SmoothL1=1.345
[Epoch 45][Batch 2899], Speed: 76.797 samples/sec, CrossEntropy=2.765, SmoothL1=1.346
[Epoch 45][Batch 2999], Speed: 66.915 samples/sec, CrossEntropy=2.766, SmoothL1=1.347
[Epoch 45][Batch 3099], Speed: 78.136 samples/sec, CrossEntropy=2.765, SmoothL1=1.346
[Epoch 45][Batch 3199], Speed: 79.317 samples/sec, CrossEntropy=2.765, SmoothL1=1.345
[Epoch 45][Batch 3299], Speed: 84.598 samples/sec, CrossEntropy=2.766, SmoothL1=1.346
[Epoch 45][Batch 3399], Speed: 74.107 samples/sec, CrossEntropy=2.765, SmoothL1=1.346
[Epoch 45][Batch 3499], Speed: 85.309 samples/sec, CrossEntropy=2.765, SmoothL1=1.345
[Epoch 45][Batch 3599], Speed: 85.397 samples/sec, CrossEntropy=2.765, SmoothL1=1.346
[Epoch 45] Training cost: 1535.256, CrossEntropy=2.765, SmoothL1=1.347
[Epoch 46][Batch 99], Speed: 49.205 samples/sec, CrossEntropy=2.701, SmoothL1=1.317
[Epoch 46][Batch 199], Speed: 85.483 samples/sec, CrossEntropy=2.736, SmoothL1=1.345
[Epoch 46][Batch 299], Speed: 76.249 samples/sec, CrossEntropy=2.750, SmoothL1=1.364
[Epoch 46][Batch 399], Speed: 79.855 samples/sec, CrossEntropy=2.751, SmoothL1=1.358
[Epoch 46][Batch 499], Speed: 77.341 samples/sec, CrossEntropy=2.753, SmoothL1=1.355
[Epoch 46][Batch 599], Speed: 65.876 samples/sec, CrossEntropy=2.753, SmoothL1=1.352
[Epoch 46][Batch 699], Speed: 78.485 samples/sec, CrossEntropy=2.757, SmoothL1=1.351
[Epoch 46][Batch 799], Speed: 80.955 samples/sec, CrossEntropy=2.758, SmoothL1=1.352
[Epoch 46][Batch 899], Speed: 79.984 samples/sec, CrossEntropy=2.756, SmoothL1=1.349
[Epoch 46][Batch 999], Speed: 82.155 samples/sec, CrossEntropy=2.757, SmoothL1=1.349
[Epoch 46][Batch 1099], Speed: 79.403 samples/sec, CrossEntropy=2.756, SmoothL1=1.347
[Epoch 46][Batch 1199], Speed: 76.452 samples/sec, CrossEntropy=2.757, SmoothL1=1.348
[Epoch 46][Batch 1299], Speed: 84.400 samples/sec, CrossEntropy=2.757, SmoothL1=1.348
[Epoch 46][Batch 1399], Speed: 81.384 samples/sec, CrossEntropy=2.758, SmoothL1=1.348
[Epoch 46][Batch 1499], Speed: 73.591 samples/sec, CrossEntropy=2.760, SmoothL1=1.350
[Epoch 46][Batch 1599], Speed: 82.714 samples/sec, CrossEntropy=2.758, SmoothL1=1.347
[Epoch 46][Batch 1699], Speed: 75.341 samples/sec, CrossEntropy=2.759, SmoothL1=1.346
[Epoch 46][Batch 1799], Speed: 80.991 samples/sec, CrossEntropy=2.759, SmoothL1=1.346
[Epoch 46][Batch 1899], Speed: 75.060 samples/sec, CrossEntropy=2.758, SmoothL1=1.343
[Epoch 46][Batch 1999], Speed: 79.621 samples/sec, CrossEntropy=2.758, SmoothL1=1.343
[Epoch 46][Batch 2099], Speed: 78.320 samples/sec, CrossEntropy=2.756, SmoothL1=1.341
[Epoch 46][Batch 2199], Speed: 75.971 samples/sec, CrossEntropy=2.756, SmoothL1=1.342
[Epoch 46][Batch 2299], Speed: 75.148 samples/sec, CrossEntropy=2.757, SmoothL1=1.342
[Epoch 46][Batch 2399], Speed: 80.100 samples/sec, CrossEntropy=2.757, SmoothL1=1.341
[Epoch 46][Batch 2499], Speed: 76.082 samples/sec, CrossEntropy=2.756, SmoothL1=1.342
[Epoch 46][Batch 2599], Speed: 82.522 samples/sec, CrossEntropy=2.757, SmoothL1=1.343
[Epoch 46][Batch 2699], Speed: 80.512 samples/sec, CrossEntropy=2.757, SmoothL1=1.342
[Epoch 46][Batch 2799], Speed: 78.837 samples/sec, CrossEntropy=2.759, SmoothL1=1.344
[Epoch 46][Batch 2899], Speed: 72.713 samples/sec, CrossEntropy=2.758, SmoothL1=1.345
[Epoch 46][Batch 2999], Speed: 79.167 samples/sec, CrossEntropy=2.758, SmoothL1=1.345
[Epoch 46][Batch 3099], Speed: 77.597 samples/sec, CrossEntropy=2.759, SmoothL1=1.345
[Epoch 46][Batch 3199], Speed: 84.523 samples/sec, CrossEntropy=2.758, SmoothL1=1.346
[Epoch 46][Batch 3299], Speed: 82.426 samples/sec, CrossEntropy=2.758, SmoothL1=1.345
[Epoch 46][Batch 3399], Speed: 77.710 samples/sec, CrossEntropy=2.757, SmoothL1=1.345
[Epoch 46][Batch 3499], Speed: 85.315 samples/sec, CrossEntropy=2.757, SmoothL1=1.345
[Epoch 46][Batch 3599], Speed: 85.337 samples/sec, CrossEntropy=2.756, SmoothL1=1.345
[Epoch 46] Training cost: 1537.648, CrossEntropy=2.756, SmoothL1=1.345
[Epoch 47][Batch 99], Speed: 52.384 samples/sec, CrossEntropy=2.726, SmoothL1=1.342
[Epoch 47][Batch 199], Speed: 85.666 samples/sec, CrossEntropy=2.747, SmoothL1=1.340
[Epoch 47][Batch 299], Speed: 83.113 samples/sec, CrossEntropy=2.750, SmoothL1=1.340
[Epoch 47][Batch 399], Speed: 76.401 samples/sec, CrossEntropy=2.749, SmoothL1=1.341
[Epoch 47][Batch 499], Speed: 78.406 samples/sec, CrossEntropy=2.744, SmoothL1=1.335
[Epoch 47][Batch 599], Speed: 75.693 samples/sec, CrossEntropy=2.738, SmoothL1=1.331
[Epoch 47][Batch 699], Speed: 82.964 samples/sec, CrossEntropy=2.738, SmoothL1=1.331
[Epoch 47][Batch 799], Speed: 78.639 samples/sec, CrossEntropy=2.740, SmoothL1=1.332
[Epoch 47][Batch 899], Speed: 76.233 samples/sec, CrossEntropy=2.738, SmoothL1=1.333
[Epoch 47][Batch 999], Speed: 79.236 samples/sec, CrossEntropy=2.740, SmoothL1=1.332
[Epoch 47][Batch 1099], Speed: 77.634 samples/sec, CrossEntropy=2.741, SmoothL1=1.333
[Epoch 47][Batch 1199], Speed: 73.057 samples/sec, CrossEntropy=2.743, SmoothL1=1.333
[Epoch 47][Batch 1299], Speed: 84.585 samples/sec, CrossEntropy=2.743, SmoothL1=1.335
[Epoch 47][Batch 1399], Speed: 78.621 samples/sec, CrossEntropy=2.744, SmoothL1=1.338
[Epoch 47][Batch 1499], Speed: 75.419 samples/sec, CrossEntropy=2.743, SmoothL1=1.336
[Epoch 47][Batch 1599], Speed: 77.899 samples/sec, CrossEntropy=2.743, SmoothL1=1.335
[Epoch 47][Batch 1699], Speed: 77.933 samples/sec, CrossEntropy=2.744, SmoothL1=1.336
[Epoch 47][Batch 1799], Speed: 78.552 samples/sec, CrossEntropy=2.745, SmoothL1=1.339
[Epoch 47][Batch 1899], Speed: 78.618 samples/sec, CrossEntropy=2.748, SmoothL1=1.341
[Epoch 47][Batch 1999], Speed: 83.311 samples/sec, CrossEntropy=2.748, SmoothL1=1.341
[Epoch 47][Batch 2099], Speed: 77.583 samples/sec, CrossEntropy=2.749, SmoothL1=1.341
[Epoch 47][Batch 2199], Speed: 67.283 samples/sec, CrossEntropy=2.748, SmoothL1=1.341
[Epoch 47][Batch 2299], Speed: 81.179 samples/sec, CrossEntropy=2.746, SmoothL1=1.340
[Epoch 47][Batch 2399], Speed: 75.112 samples/sec, CrossEntropy=2.747, SmoothL1=1.340
[Epoch 47][Batch 2499], Speed: 78.839 samples/sec, CrossEntropy=2.746, SmoothL1=1.340
[Epoch 47][Batch 2599], Speed: 79.403 samples/sec, CrossEntropy=2.748, SmoothL1=1.341
[Epoch 47][Batch 2699], Speed: 80.358 samples/sec, CrossEntropy=2.747, SmoothL1=1.340
[Epoch 47][Batch 2799], Speed: 77.863 samples/sec, CrossEntropy=2.746, SmoothL1=1.339
[Epoch 47][Batch 2899], Speed: 75.437 samples/sec, CrossEntropy=2.746, SmoothL1=1.340
[Epoch 47][Batch 2999], Speed: 81.005 samples/sec, CrossEntropy=2.746, SmoothL1=1.339
[Epoch 47][Batch 3099], Speed: 85.802 samples/sec, CrossEntropy=2.745, SmoothL1=1.338
[Epoch 47][Batch 3199], Speed: 78.966 samples/sec, CrossEntropy=2.746, SmoothL1=1.338
[Epoch 47][Batch 3299], Speed: 80.823 samples/sec, CrossEntropy=2.747, SmoothL1=1.339
[Epoch 47][Batch 3399], Speed: 78.110 samples/sec, CrossEntropy=2.747, SmoothL1=1.339
[Epoch 47][Batch 3499], Speed: 84.447 samples/sec, CrossEntropy=2.747, SmoothL1=1.339
[Epoch 47][Batch 3599], Speed: 85.697 samples/sec, CrossEntropy=2.747, SmoothL1=1.339
[Epoch 47] Training cost: 1535.206, CrossEntropy=2.747, SmoothL1=1.339
[Epoch 48][Batch 99], Speed: 46.983 samples/sec, CrossEntropy=2.740, SmoothL1=1.338
[Epoch 48][Batch 199], Speed: 85.579 samples/sec, CrossEntropy=2.722, SmoothL1=1.322
[Epoch 48][Batch 299], Speed: 83.346 samples/sec, CrossEntropy=2.729, SmoothL1=1.339
[Epoch 48][Batch 399], Speed: 76.082 samples/sec, CrossEntropy=2.729, SmoothL1=1.335
[Epoch 48][Batch 499], Speed: 78.207 samples/sec, CrossEntropy=2.722, SmoothL1=1.327
[Epoch 48][Batch 599], Speed: 79.665 samples/sec, CrossEntropy=2.725, SmoothL1=1.329
[Epoch 48][Batch 699], Speed: 76.339 samples/sec, CrossEntropy=2.730, SmoothL1=1.331
[Epoch 48][Batch 799], Speed: 76.880 samples/sec, CrossEntropy=2.730, SmoothL1=1.331
[Epoch 48][Batch 899], Speed: 75.803 samples/sec, CrossEntropy=2.730, SmoothL1=1.331
[Epoch 48][Batch 999], Speed: 75.960 samples/sec, CrossEntropy=2.730, SmoothL1=1.330
[Epoch 48][Batch 1099], Speed: 83.909 samples/sec, CrossEntropy=2.732, SmoothL1=1.333
[Epoch 48][Batch 1199], Speed: 78.681 samples/sec, CrossEntropy=2.736, SmoothL1=1.337
[Epoch 48][Batch 1299], Speed: 85.624 samples/sec, CrossEntropy=2.734, SmoothL1=1.334
[Epoch 48][Batch 1399], Speed: 83.411 samples/sec, CrossEntropy=2.736, SmoothL1=1.335
[Epoch 48][Batch 1499], Speed: 76.365 samples/sec, CrossEntropy=2.736, SmoothL1=1.335
[Epoch 48][Batch 1599], Speed: 79.892 samples/sec, CrossEntropy=2.734, SmoothL1=1.333
[Epoch 48][Batch 1699], Speed: 78.995 samples/sec, CrossEntropy=2.735, SmoothL1=1.332
[Epoch 48][Batch 1799], Speed: 78.835 samples/sec, CrossEntropy=2.734, SmoothL1=1.331
[Epoch 48][Batch 1899], Speed: 77.214 samples/sec, CrossEntropy=2.736, SmoothL1=1.332
[Epoch 48][Batch 1999], Speed: 76.970 samples/sec, CrossEntropy=2.737, SmoothL1=1.331
[Epoch 48][Batch 2099], Speed: 82.275 samples/sec, CrossEntropy=2.738, SmoothL1=1.330
[Epoch 48][Batch 2199], Speed: 76.998 samples/sec, CrossEntropy=2.738, SmoothL1=1.329
[Epoch 48][Batch 2299], Speed: 79.900 samples/sec, CrossEntropy=2.737, SmoothL1=1.329
[Epoch 48][Batch 2399], Speed: 84.693 samples/sec, CrossEntropy=2.738, SmoothL1=1.330
[Epoch 48][Batch 2499], Speed: 78.754 samples/sec, CrossEntropy=2.739, SmoothL1=1.330
[Epoch 48][Batch 2599], Speed: 72.796 samples/sec, CrossEntropy=2.740, SmoothL1=1.331
[Epoch 48][Batch 2699], Speed: 81.060 samples/sec, CrossEntropy=2.741, SmoothL1=1.331
[Epoch 48][Batch 2799], Speed: 77.583 samples/sec, CrossEntropy=2.741, SmoothL1=1.330
[Epoch 48][Batch 2899], Speed: 77.857 samples/sec, CrossEntropy=2.741, SmoothL1=1.329
[Epoch 48][Batch 2999], Speed: 83.157 samples/sec, CrossEntropy=2.740, SmoothL1=1.329
[Epoch 48][Batch 3099], Speed: 79.196 samples/sec, CrossEntropy=2.740, SmoothL1=1.328
[Epoch 48][Batch 3199], Speed: 78.695 samples/sec, CrossEntropy=2.741, SmoothL1=1.328
[Epoch 48][Batch 3299], Speed: 79.694 samples/sec, CrossEntropy=2.741, SmoothL1=1.329
[Epoch 48][Batch 3399], Speed: 80.656 samples/sec, CrossEntropy=2.741, SmoothL1=1.329
[Epoch 48][Batch 3499], Speed: 85.551 samples/sec, CrossEntropy=2.741, SmoothL1=1.328
[Epoch 48][Batch 3599], Speed: 85.119 samples/sec, CrossEntropy=2.740, SmoothL1=1.327
[Epoch 48] Training cost: 1536.184, CrossEntropy=2.740, SmoothL1=1.327
[Epoch 49][Batch 99], Speed: 55.628 samples/sec, CrossEntropy=2.685, SmoothL1=1.286
[Epoch 49][Batch 199], Speed: 85.566 samples/sec, CrossEntropy=2.693, SmoothL1=1.302
[Epoch 49][Batch 299], Speed: 69.278 samples/sec, CrossEntropy=2.705, SmoothL1=1.305
[Epoch 49][Batch 399], Speed: 79.352 samples/sec, CrossEntropy=2.705, SmoothL1=1.309
[Epoch 49][Batch 499], Speed: 76.964 samples/sec, CrossEntropy=2.712, SmoothL1=1.306
[Epoch 49][Batch 599], Speed: 85.302 samples/sec, CrossEntropy=2.722, SmoothL1=1.313
[Epoch 49][Batch 699], Speed: 81.149 samples/sec, CrossEntropy=2.728, SmoothL1=1.322
[Epoch 49][Batch 799], Speed: 77.259 samples/sec, CrossEntropy=2.729, SmoothL1=1.321
[Epoch 49][Batch 899], Speed: 83.391 samples/sec, CrossEntropy=2.729, SmoothL1=1.319
[Epoch 49][Batch 999], Speed: 78.398 samples/sec, CrossEntropy=2.732, SmoothL1=1.323
[Epoch 49][Batch 1099], Speed: 76.064 samples/sec, CrossEntropy=2.729, SmoothL1=1.323
[Epoch 49][Batch 1199], Speed: 77.174 samples/sec, CrossEntropy=2.730, SmoothL1=1.325
[Epoch 49][Batch 1299], Speed: 77.214 samples/sec, CrossEntropy=2.733, SmoothL1=1.327
[Epoch 49][Batch 1399], Speed: 76.345 samples/sec, CrossEntropy=2.732, SmoothL1=1.325
[Epoch 49][Batch 1499], Speed: 78.204 samples/sec, CrossEntropy=2.731, SmoothL1=1.327
[Epoch 49][Batch 1599], Speed: 80.506 samples/sec, CrossEntropy=2.733, SmoothL1=1.328
[Epoch 49][Batch 1699], Speed: 78.032 samples/sec, CrossEntropy=2.734, SmoothL1=1.330
[Epoch 49][Batch 1799], Speed: 78.836 samples/sec, CrossEntropy=2.738, SmoothL1=1.330
[Epoch 49][Batch 1899], Speed: 75.439 samples/sec, CrossEntropy=2.737, SmoothL1=1.330
[Epoch 49][Batch 1999], Speed: 79.007 samples/sec, CrossEntropy=2.738, SmoothL1=1.330
[Epoch 49][Batch 2099], Speed: 77.958 samples/sec, CrossEntropy=2.740, SmoothL1=1.332
[Epoch 49][Batch 2199], Speed: 83.202 samples/sec, CrossEntropy=2.741, SmoothL1=1.332
[Epoch 49][Batch 2299], Speed: 78.156 samples/sec, CrossEntropy=2.743, SmoothL1=1.334
[Epoch 49][Batch 2399], Speed: 74.758 samples/sec, CrossEntropy=2.744, SmoothL1=1.336
[Epoch 49][Batch 2499], Speed: 73.571 samples/sec, CrossEntropy=2.743, SmoothL1=1.335
[Epoch 49][Batch 2599], Speed: 72.124 samples/sec, CrossEntropy=2.742, SmoothL1=1.335
[Epoch 49][Batch 2699], Speed: 79.848 samples/sec, CrossEntropy=2.743, SmoothL1=1.336
[Epoch 49][Batch 2799], Speed: 71.931 samples/sec, CrossEntropy=2.742, SmoothL1=1.335
[Epoch 49][Batch 2899], Speed: 77.910 samples/sec, CrossEntropy=2.742, SmoothL1=1.336
[Epoch 49][Batch 2999], Speed: 77.096 samples/sec, CrossEntropy=2.743, SmoothL1=1.337
[Epoch 49][Batch 3099], Speed: 72.343 samples/sec, CrossEntropy=2.744, SmoothL1=1.338
[Epoch 49][Batch 3199], Speed: 81.506 samples/sec, CrossEntropy=2.745, SmoothL1=1.339
[Epoch 49][Batch 3299], Speed: 77.180 samples/sec, CrossEntropy=2.745, SmoothL1=1.338
[Epoch 49][Batch 3399], Speed: 76.190 samples/sec, CrossEntropy=2.746, SmoothL1=1.339
[Epoch 49][Batch 3499], Speed: 84.212 samples/sec, CrossEntropy=2.745, SmoothL1=1.339
[Epoch 49][Batch 3599], Speed: 84.835 samples/sec, CrossEntropy=2.743, SmoothL1=1.338
[Epoch 49] Training cost: 1538.445, CrossEntropy=2.743, SmoothL1=1.337
[Epoch 49] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.245
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.435
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.253
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.090
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.279
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.373
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.228
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.341
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.357
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.128
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.397
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.522
person=37.8
bicycle=18.8
car=27.8
motorcycle=28.5
airplane=43.5
bus=48.6
train=45.3
truck=22.8
boat=13.3
traffic light=12.3
fire hydrant=45.4
stop sign=43.3
parking meter=31.8
bench=13.1
bird=18.3
cat=46.3
dog=44.1
horse=39.3
sheep=32.0
cow=35.4
elephant=45.3
bear=52.4
zebra=50.7
giraffe=49.0
backpack=4.8
umbrella=23.1
handbag=4.0
tie=13.2
suitcase=18.0
frisbee=35.3
skis=10.2
snowboard=15.8
sports ball=26.6
kite=21.8
baseball bat=11.5
baseball glove=17.3
skateboard=28.2
surfboard=18.8
tennis racket=25.6
bottle=16.8
wine glass=14.5
cup=22.0
fork=9.1
knife=4.2
spoon=3.2
bowl=24.5
banana=13.4
apple=9.4
sandwich=24.6
orange=19.0
broccoli=15.7
carrot=10.7
hot dog=20.5
pizza=37.3
donut=23.9
cake=20.3
chair=13.5
couch=33.1
potted plant=12.9
bed=31.9
dining table=18.1
toilet=40.8
tv=42.7
laptop=41.2
mouse=38.2
remote=7.7
keyboard=32.1
cell phone=18.1
microwave=36.5
oven=23.6
toaster=9.7
sink=19.4
refrigerator=33.3
book=6.1
clock=33.9
vase=17.4
scissors=11.8
teddy bear=28.0
hair drier=0.0
toothbrush=2.0
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=24.5
[Epoch 50][Batch 99], Speed: 61.277 samples/sec, CrossEntropy=2.701, SmoothL1=1.318
[Epoch 50][Batch 199], Speed: 70.191 samples/sec, CrossEntropy=2.728, SmoothL1=1.329
[Epoch 50][Batch 299], Speed: 79.118 samples/sec, CrossEntropy=2.728, SmoothL1=1.329
[Epoch 50][Batch 399], Speed: 62.307 samples/sec, CrossEntropy=2.736, SmoothL1=1.343
[Epoch 50][Batch 499], Speed: 76.574 samples/sec, CrossEntropy=2.729, SmoothL1=1.331
[Epoch 50][Batch 599], Speed: 73.562 samples/sec, CrossEntropy=2.728, SmoothL1=1.327
[Epoch 50][Batch 699], Speed: 80.722 samples/sec, CrossEntropy=2.735, SmoothL1=1.331
[Epoch 50][Batch 799], Speed: 82.990 samples/sec, CrossEntropy=2.736, SmoothL1=1.327
[Epoch 50][Batch 899], Speed: 76.805 samples/sec, CrossEntropy=2.735, SmoothL1=1.324
[Epoch 50][Batch 999], Speed: 75.917 samples/sec, CrossEntropy=2.738, SmoothL1=1.324
[Epoch 50][Batch 1099], Speed: 84.103 samples/sec, CrossEntropy=2.740, SmoothL1=1.323
[Epoch 50][Batch 1199], Speed: 79.212 samples/sec, CrossEntropy=2.741, SmoothL1=1.326
[Epoch 50][Batch 1299], Speed: 80.679 samples/sec, CrossEntropy=2.743, SmoothL1=1.330
[Epoch 50][Batch 1399], Speed: 77.699 samples/sec, CrossEntropy=2.741, SmoothL1=1.331
[Epoch 50][Batch 1499], Speed: 73.730 samples/sec, CrossEntropy=2.743, SmoothL1=1.331
[Epoch 50][Batch 1599], Speed: 77.237 samples/sec, CrossEntropy=2.742, SmoothL1=1.329
[Epoch 50][Batch 1699], Speed: 73.844 samples/sec, CrossEntropy=2.742, SmoothL1=1.332
[Epoch 50][Batch 1799], Speed: 83.496 samples/sec, CrossEntropy=2.743, SmoothL1=1.333
[Epoch 50][Batch 1899], Speed: 78.235 samples/sec, CrossEntropy=2.742, SmoothL1=1.331
[Epoch 50][Batch 1999], Speed: 76.381 samples/sec, CrossEntropy=2.742, SmoothL1=1.331
[Epoch 50][Batch 2099], Speed: 83.767 samples/sec, CrossEntropy=2.741, SmoothL1=1.330
[Epoch 50][Batch 2199], Speed: 78.067 samples/sec, CrossEntropy=2.740, SmoothL1=1.330
[Epoch 50][Batch 2299], Speed: 79.070 samples/sec, CrossEntropy=2.741, SmoothL1=1.331
[Epoch 50][Batch 2399], Speed: 72.699 samples/sec, CrossEntropy=2.739, SmoothL1=1.331
[Epoch 50][Batch 2499], Speed: 74.316 samples/sec, CrossEntropy=2.739, SmoothL1=1.331
[Epoch 50][Batch 2599], Speed: 76.138 samples/sec, CrossEntropy=2.737, SmoothL1=1.330
[Epoch 50][Batch 2699], Speed: 79.407 samples/sec, CrossEntropy=2.737, SmoothL1=1.330
[Epoch 50][Batch 2799], Speed: 75.877 samples/sec, CrossEntropy=2.737, SmoothL1=1.330
[Epoch 50][Batch 2899], Speed: 76.578 samples/sec, CrossEntropy=2.736, SmoothL1=1.330
[Epoch 50][Batch 2999], Speed: 77.327 samples/sec, CrossEntropy=2.736, SmoothL1=1.330
[Epoch 50][Batch 3099], Speed: 78.507 samples/sec, CrossEntropy=2.736, SmoothL1=1.331
[Epoch 50][Batch 3199], Speed: 76.457 samples/sec, CrossEntropy=2.736, SmoothL1=1.332
[Epoch 50][Batch 3299], Speed: 76.733 samples/sec, CrossEntropy=2.736, SmoothL1=1.332
[Epoch 50][Batch 3399], Speed: 82.645 samples/sec, CrossEntropy=2.735, SmoothL1=1.331
[Epoch 50][Batch 3499], Speed: 84.389 samples/sec, CrossEntropy=2.735, SmoothL1=1.332
[Epoch 50][Batch 3599], Speed: 85.312 samples/sec, CrossEntropy=2.735, SmoothL1=1.333
[Epoch 50] Training cost: 1535.498, CrossEntropy=2.735, SmoothL1=1.334
[Epoch 51][Batch 99], Speed: 57.526 samples/sec, CrossEntropy=2.721, SmoothL1=1.309
[Epoch 51][Batch 199], Speed: 70.837 samples/sec, CrossEntropy=2.726, SmoothL1=1.312
[Epoch 51][Batch 299], Speed: 75.474 samples/sec, CrossEntropy=2.741, SmoothL1=1.339
[Epoch 51][Batch 399], Speed: 78.483 samples/sec, CrossEntropy=2.749, SmoothL1=1.343
[Epoch 51][Batch 499], Speed: 79.802 samples/sec, CrossEntropy=2.746, SmoothL1=1.342
[Epoch 51][Batch 599], Speed: 76.633 samples/sec, CrossEntropy=2.741, SmoothL1=1.338
[Epoch 51][Batch 699], Speed: 83.034 samples/sec, CrossEntropy=2.740, SmoothL1=1.339
[Epoch 51][Batch 799], Speed: 78.214 samples/sec, CrossEntropy=2.740, SmoothL1=1.339
[Epoch 51][Batch 899], Speed: 80.324 samples/sec, CrossEntropy=2.739, SmoothL1=1.337
[Epoch 51][Batch 999], Speed: 81.624 samples/sec, CrossEntropy=2.738, SmoothL1=1.331
[Epoch 51][Batch 1099], Speed: 79.664 samples/sec, CrossEntropy=2.737, SmoothL1=1.331
[Epoch 51][Batch 1199], Speed: 79.445 samples/sec, CrossEntropy=2.735, SmoothL1=1.331
[Epoch 51][Batch 1299], Speed: 83.459 samples/sec, CrossEntropy=2.732, SmoothL1=1.328
[Epoch 51][Batch 1399], Speed: 81.146 samples/sec, CrossEntropy=2.729, SmoothL1=1.325
[Epoch 51][Batch 1499], Speed: 77.662 samples/sec, CrossEntropy=2.730, SmoothL1=1.326
[Epoch 51][Batch 1599], Speed: 69.804 samples/sec, CrossEntropy=2.730, SmoothL1=1.328
[Epoch 51][Batch 1699], Speed: 82.533 samples/sec, CrossEntropy=2.732, SmoothL1=1.328
[Epoch 51][Batch 1799], Speed: 73.977 samples/sec, CrossEntropy=2.733, SmoothL1=1.329
[Epoch 51][Batch 1899], Speed: 85.914 samples/sec, CrossEntropy=2.734, SmoothL1=1.329
[Epoch 51][Batch 1999], Speed: 81.917 samples/sec, CrossEntropy=2.734, SmoothL1=1.330
[Epoch 51][Batch 2099], Speed: 79.807 samples/sec, CrossEntropy=2.731, SmoothL1=1.329
[Epoch 51][Batch 2199], Speed: 68.668 samples/sec, CrossEntropy=2.731, SmoothL1=1.330
[Epoch 51][Batch 2299], Speed: 82.570 samples/sec, CrossEntropy=2.732, SmoothL1=1.331
[Epoch 51][Batch 2399], Speed: 78.382 samples/sec, CrossEntropy=2.731, SmoothL1=1.331
[Epoch 51][Batch 2499], Speed: 80.680 samples/sec, CrossEntropy=2.730, SmoothL1=1.332
[Epoch 51][Batch 2599], Speed: 84.604 samples/sec, CrossEntropy=2.730, SmoothL1=1.330
[Epoch 51][Batch 2699], Speed: 81.150 samples/sec, CrossEntropy=2.732, SmoothL1=1.332
[Epoch 51][Batch 2799], Speed: 78.278 samples/sec, CrossEntropy=2.732, SmoothL1=1.332
[Epoch 51][Batch 2899], Speed: 85.190 samples/sec, CrossEntropy=2.732, SmoothL1=1.332
[Epoch 51][Batch 2999], Speed: 65.073 samples/sec, CrossEntropy=2.732, SmoothL1=1.332
[Epoch 51][Batch 3099], Speed: 75.192 samples/sec, CrossEntropy=2.732, SmoothL1=1.332
[Epoch 51][Batch 3199], Speed: 84.575 samples/sec, CrossEntropy=2.731, SmoothL1=1.332
[Epoch 51][Batch 3299], Speed: 83.194 samples/sec, CrossEntropy=2.731, SmoothL1=1.331
[Epoch 51][Batch 3399], Speed: 77.569 samples/sec, CrossEntropy=2.730, SmoothL1=1.329
[Epoch 51][Batch 3499], Speed: 84.918 samples/sec, CrossEntropy=2.730, SmoothL1=1.329
[Epoch 51][Batch 3599], Speed: 84.136 samples/sec, CrossEntropy=2.730, SmoothL1=1.329
[Epoch 51] Training cost: 1537.500, CrossEntropy=2.730, SmoothL1=1.329
[Epoch 52][Batch 99], Speed: 65.762 samples/sec, CrossEntropy=2.749, SmoothL1=1.340
[Epoch 52][Batch 199], Speed: 76.679 samples/sec, CrossEntropy=2.745, SmoothL1=1.351
[Epoch 52][Batch 299], Speed: 68.873 samples/sec, CrossEntropy=2.732, SmoothL1=1.335
[Epoch 52][Batch 399], Speed: 59.444 samples/sec, CrossEntropy=2.728, SmoothL1=1.332
[Epoch 52][Batch 499], Speed: 82.228 samples/sec, CrossEntropy=2.724, SmoothL1=1.327
[Epoch 52][Batch 599], Speed: 74.144 samples/sec, CrossEntropy=2.729, SmoothL1=1.334
[Epoch 52][Batch 699], Speed: 79.401 samples/sec, CrossEntropy=2.730, SmoothL1=1.332
[Epoch 52][Batch 799], Speed: 80.563 samples/sec, CrossEntropy=2.731, SmoothL1=1.330
[Epoch 52][Batch 899], Speed: 79.411 samples/sec, CrossEntropy=2.730, SmoothL1=1.328
[Epoch 52][Batch 999], Speed: 70.950 samples/sec, CrossEntropy=2.731, SmoothL1=1.330
[Epoch 52][Batch 1099], Speed: 79.371 samples/sec, CrossEntropy=2.730, SmoothL1=1.330
[Epoch 52][Batch 1199], Speed: 76.241 samples/sec, CrossEntropy=2.727, SmoothL1=1.331
[Epoch 52][Batch 1299], Speed: 78.200 samples/sec, CrossEntropy=2.730, SmoothL1=1.331
[Epoch 52][Batch 1399], Speed: 59.380 samples/sec, CrossEntropy=2.729, SmoothL1=1.332
[Epoch 52][Batch 1499], Speed: 78.449 samples/sec, CrossEntropy=2.727, SmoothL1=1.330
[Epoch 52][Batch 1599], Speed: 79.746 samples/sec, CrossEntropy=2.726, SmoothL1=1.329
[Epoch 52][Batch 1699], Speed: 61.181 samples/sec, CrossEntropy=2.725, SmoothL1=1.330
[Epoch 52][Batch 1799], Speed: 80.632 samples/sec, CrossEntropy=2.727, SmoothL1=1.329
[Epoch 52][Batch 1899], Speed: 76.700 samples/sec, CrossEntropy=2.729, SmoothL1=1.331
[Epoch 52][Batch 1999], Speed: 72.965 samples/sec, CrossEntropy=2.731, SmoothL1=1.331
[Epoch 52][Batch 2099], Speed: 81.570 samples/sec, CrossEntropy=2.732, SmoothL1=1.330
[Epoch 52][Batch 2199], Speed: 80.629 samples/sec, CrossEntropy=2.733, SmoothL1=1.330
[Epoch 52][Batch 2299], Speed: 74.051 samples/sec, CrossEntropy=2.731, SmoothL1=1.329
[Epoch 52][Batch 2399], Speed: 82.535 samples/sec, CrossEntropy=2.731, SmoothL1=1.329
[Epoch 52][Batch 2499], Speed: 78.451 samples/sec, CrossEntropy=2.730, SmoothL1=1.328
[Epoch 52][Batch 2599], Speed: 75.304 samples/sec, CrossEntropy=2.730, SmoothL1=1.327
[Epoch 52][Batch 2699], Speed: 74.444 samples/sec, CrossEntropy=2.730, SmoothL1=1.326
[Epoch 52][Batch 2799], Speed: 78.664 samples/sec, CrossEntropy=2.730, SmoothL1=1.325
[Epoch 52][Batch 2899], Speed: 78.755 samples/sec, CrossEntropy=2.731, SmoothL1=1.325
[Epoch 52][Batch 2999], Speed: 82.335 samples/sec, CrossEntropy=2.732, SmoothL1=1.326
[Epoch 52][Batch 3099], Speed: 78.259 samples/sec, CrossEntropy=2.732, SmoothL1=1.327
[Epoch 52][Batch 3199], Speed: 76.137 samples/sec, CrossEntropy=2.734, SmoothL1=1.328
[Epoch 52][Batch 3299], Speed: 77.059 samples/sec, CrossEntropy=2.734, SmoothL1=1.329
[Epoch 52][Batch 3399], Speed: 81.845 samples/sec, CrossEntropy=2.733, SmoothL1=1.329
[Epoch 52][Batch 3499], Speed: 84.897 samples/sec, CrossEntropy=2.733, SmoothL1=1.327
[Epoch 52][Batch 3599], Speed: 84.052 samples/sec, CrossEntropy=2.733, SmoothL1=1.327
[Epoch 52] Training cost: 1533.702, CrossEntropy=2.733, SmoothL1=1.327
[Epoch 53][Batch 99], Speed: 48.181 samples/sec, CrossEntropy=2.695, SmoothL1=1.299
[Epoch 53][Batch 199], Speed: 74.808 samples/sec, CrossEntropy=2.716, SmoothL1=1.311
[Epoch 53][Batch 299], Speed: 70.799 samples/sec, CrossEntropy=2.716, SmoothL1=1.323
[Epoch 53][Batch 399], Speed: 75.233 samples/sec, CrossEntropy=2.725, SmoothL1=1.333
[Epoch 53][Batch 499], Speed: 77.181 samples/sec, CrossEntropy=2.725, SmoothL1=1.331
[Epoch 53][Batch 599], Speed: 77.371 samples/sec, CrossEntropy=2.725, SmoothL1=1.324
[Epoch 53][Batch 699], Speed: 73.964 samples/sec, CrossEntropy=2.721, SmoothL1=1.323
[Epoch 53][Batch 799], Speed: 78.652 samples/sec, CrossEntropy=2.724, SmoothL1=1.325
[Epoch 53][Batch 899], Speed: 77.491 samples/sec, CrossEntropy=2.722, SmoothL1=1.324
[Epoch 53][Batch 999], Speed: 76.697 samples/sec, CrossEntropy=2.719, SmoothL1=1.323
[Epoch 53][Batch 1099], Speed: 77.520 samples/sec, CrossEntropy=2.717, SmoothL1=1.320
[Epoch 53][Batch 1199], Speed: 77.772 samples/sec, CrossEntropy=2.719, SmoothL1=1.320
[Epoch 53][Batch 1299], Speed: 70.887 samples/sec, CrossEntropy=2.717, SmoothL1=1.318
[Epoch 53][Batch 1399], Speed: 77.233 samples/sec, CrossEntropy=2.718, SmoothL1=1.318
[Epoch 53][Batch 1499], Speed: 76.648 samples/sec, CrossEntropy=2.718, SmoothL1=1.319
[Epoch 53][Batch 1599], Speed: 81.065 samples/sec, CrossEntropy=2.719, SmoothL1=1.320
[Epoch 53][Batch 1699], Speed: 84.310 samples/sec, CrossEntropy=2.720, SmoothL1=1.321
[Epoch 53][Batch 1799], Speed: 70.004 samples/sec, CrossEntropy=2.719, SmoothL1=1.323
[Epoch 53][Batch 1899], Speed: 85.085 samples/sec, CrossEntropy=2.720, SmoothL1=1.323
[Epoch 53][Batch 1999], Speed: 79.269 samples/sec, CrossEntropy=2.719, SmoothL1=1.322
[Epoch 53][Batch 2099], Speed: 77.561 samples/sec, CrossEntropy=2.720, SmoothL1=1.321
[Epoch 53][Batch 2199], Speed: 78.696 samples/sec, CrossEntropy=2.719, SmoothL1=1.322
[Epoch 53][Batch 2299], Speed: 77.877 samples/sec, CrossEntropy=2.720, SmoothL1=1.322
[Epoch 53][Batch 2399], Speed: 77.787 samples/sec, CrossEntropy=2.719, SmoothL1=1.321
[Epoch 53][Batch 2499], Speed: 75.512 samples/sec, CrossEntropy=2.720, SmoothL1=1.319
[Epoch 53][Batch 2599], Speed: 77.397 samples/sec, CrossEntropy=2.722, SmoothL1=1.321
[Epoch 53][Batch 2699], Speed: 75.695 samples/sec, CrossEntropy=2.722, SmoothL1=1.322
[Epoch 53][Batch 2799], Speed: 77.543 samples/sec, CrossEntropy=2.723, SmoothL1=1.322
[Epoch 53][Batch 2899], Speed: 73.042 samples/sec, CrossEntropy=2.722, SmoothL1=1.321
[Epoch 53][Batch 2999], Speed: 76.014 samples/sec, CrossEntropy=2.722, SmoothL1=1.320
[Epoch 53][Batch 3099], Speed: 77.569 samples/sec, CrossEntropy=2.723, SmoothL1=1.320
[Epoch 53][Batch 3199], Speed: 77.801 samples/sec, CrossEntropy=2.724, SmoothL1=1.321
[Epoch 53][Batch 3299], Speed: 72.887 samples/sec, CrossEntropy=2.723, SmoothL1=1.321
[Epoch 53][Batch 3399], Speed: 77.477 samples/sec, CrossEntropy=2.725, SmoothL1=1.321
[Epoch 53][Batch 3499], Speed: 84.899 samples/sec, CrossEntropy=2.724, SmoothL1=1.321
[Epoch 53][Batch 3599], Speed: 84.463 samples/sec, CrossEntropy=2.725, SmoothL1=1.322
[Epoch 53] Training cost: 1537.463, CrossEntropy=2.725, SmoothL1=1.321
[Epoch 54][Batch 99], Speed: 47.537 samples/sec, CrossEntropy=2.651, SmoothL1=1.281
[Epoch 54][Batch 199], Speed: 77.283 samples/sec, CrossEntropy=2.669, SmoothL1=1.296
[Epoch 54][Batch 299], Speed: 68.094 samples/sec, CrossEntropy=2.682, SmoothL1=1.313
[Epoch 54][Batch 399], Speed: 78.833 samples/sec, CrossEntropy=2.685, SmoothL1=1.316
[Epoch 54][Batch 499], Speed: 81.478 samples/sec, CrossEntropy=2.688, SmoothL1=1.314
[Epoch 54][Batch 599], Speed: 78.646 samples/sec, CrossEntropy=2.690, SmoothL1=1.314
[Epoch 54][Batch 699], Speed: 66.261 samples/sec, CrossEntropy=2.700, SmoothL1=1.323
[Epoch 54][Batch 799], Speed: 80.255 samples/sec, CrossEntropy=2.700, SmoothL1=1.324
[Epoch 54][Batch 899], Speed: 84.503 samples/sec, CrossEntropy=2.700, SmoothL1=1.323
[Epoch 54][Batch 999], Speed: 77.401 samples/sec, CrossEntropy=2.699, SmoothL1=1.323
[Epoch 54][Batch 1099], Speed: 83.251 samples/sec, CrossEntropy=2.700, SmoothL1=1.321
[Epoch 54][Batch 1199], Speed: 75.439 samples/sec, CrossEntropy=2.700, SmoothL1=1.316
[Epoch 54][Batch 1299], Speed: 76.548 samples/sec, CrossEntropy=2.698, SmoothL1=1.314
[Epoch 54][Batch 1399], Speed: 82.035 samples/sec, CrossEntropy=2.699, SmoothL1=1.315
[Epoch 54][Batch 1499], Speed: 78.363 samples/sec, CrossEntropy=2.702, SmoothL1=1.319
[Epoch 54][Batch 1599], Speed: 75.062 samples/sec, CrossEntropy=2.706, SmoothL1=1.321
[Epoch 54][Batch 1699], Speed: 80.939 samples/sec, CrossEntropy=2.708, SmoothL1=1.320
[Epoch 54][Batch 1799], Speed: 79.855 samples/sec, CrossEntropy=2.709, SmoothL1=1.320
[Epoch 54][Batch 1899], Speed: 80.569 samples/sec, CrossEntropy=2.709, SmoothL1=1.317
[Epoch 54][Batch 1999], Speed: 83.757 samples/sec, CrossEntropy=2.711, SmoothL1=1.317
[Epoch 54][Batch 2099], Speed: 75.842 samples/sec, CrossEntropy=2.712, SmoothL1=1.317
[Epoch 54][Batch 2199], Speed: 76.331 samples/sec, CrossEntropy=2.711, SmoothL1=1.316
[Epoch 54][Batch 2299], Speed: 81.317 samples/sec, CrossEntropy=2.711, SmoothL1=1.317
[Epoch 54][Batch 2399], Speed: 84.122 samples/sec, CrossEntropy=2.711, SmoothL1=1.318
[Epoch 54][Batch 2499], Speed: 76.431 samples/sec, CrossEntropy=2.711, SmoothL1=1.319
[Epoch 54][Batch 2599], Speed: 74.554 samples/sec, CrossEntropy=2.711, SmoothL1=1.318
[Epoch 54][Batch 2699], Speed: 83.703 samples/sec, CrossEntropy=2.712, SmoothL1=1.319
[Epoch 54][Batch 2799], Speed: 77.425 samples/sec, CrossEntropy=2.713, SmoothL1=1.321
[Epoch 54][Batch 2899], Speed: 77.346 samples/sec, CrossEntropy=2.714, SmoothL1=1.322
[Epoch 54][Batch 2999], Speed: 84.841 samples/sec, CrossEntropy=2.713, SmoothL1=1.322
[Epoch 54][Batch 3099], Speed: 78.054 samples/sec, CrossEntropy=2.714, SmoothL1=1.322
[Epoch 54][Batch 3199], Speed: 78.017 samples/sec, CrossEntropy=2.714, SmoothL1=1.321
[Epoch 54][Batch 3299], Speed: 80.435 samples/sec, CrossEntropy=2.715, SmoothL1=1.322
[Epoch 54][Batch 3399], Speed: 74.541 samples/sec, CrossEntropy=2.715, SmoothL1=1.321
[Epoch 54][Batch 3499], Speed: 84.752 samples/sec, CrossEntropy=2.715, SmoothL1=1.321
[Epoch 54][Batch 3599], Speed: 84.769 samples/sec, CrossEntropy=2.715, SmoothL1=1.320
[Epoch 54] Training cost: 1536.150, CrossEntropy=2.715, SmoothL1=1.320
[Epoch 55][Batch 99], Speed: 58.146 samples/sec, CrossEntropy=2.718, SmoothL1=1.366
[Epoch 55][Batch 199], Speed: 74.120 samples/sec, CrossEntropy=2.704, SmoothL1=1.342
[Epoch 55][Batch 299], Speed: 85.169 samples/sec, CrossEntropy=2.710, SmoothL1=1.333
[Epoch 55][Batch 399], Speed: 75.020 samples/sec, CrossEntropy=2.699, SmoothL1=1.315
[Epoch 55][Batch 499], Speed: 78.788 samples/sec, CrossEntropy=2.699, SmoothL1=1.313
[Epoch 55][Batch 599], Speed: 77.591 samples/sec, CrossEntropy=2.699, SmoothL1=1.312
[Epoch 55][Batch 699], Speed: 76.706 samples/sec, CrossEntropy=2.704, SmoothL1=1.311
[Epoch 55][Batch 799], Speed: 81.545 samples/sec, CrossEntropy=2.707, SmoothL1=1.313
[Epoch 55][Batch 899], Speed: 78.734 samples/sec, CrossEntropy=2.711, SmoothL1=1.315
[Epoch 55][Batch 999], Speed: 68.743 samples/sec, CrossEntropy=2.709, SmoothL1=1.315
[Epoch 55][Batch 1099], Speed: 82.191 samples/sec, CrossEntropy=2.709, SmoothL1=1.315
[Epoch 55][Batch 1199], Speed: 79.066 samples/sec, CrossEntropy=2.709, SmoothL1=1.317
[Epoch 55][Batch 1299], Speed: 80.291 samples/sec, CrossEntropy=2.710, SmoothL1=1.317
[Epoch 55][Batch 1399], Speed: 81.708 samples/sec, CrossEntropy=2.711, SmoothL1=1.318
[Epoch 55][Batch 1499], Speed: 76.111 samples/sec, CrossEntropy=2.711, SmoothL1=1.318
[Epoch 55][Batch 1599], Speed: 77.526 samples/sec, CrossEntropy=2.712, SmoothL1=1.319
[Epoch 55][Batch 1699], Speed: 72.933 samples/sec, CrossEntropy=2.713, SmoothL1=1.321
[Epoch 55][Batch 1799], Speed: 79.015 samples/sec, CrossEntropy=2.711, SmoothL1=1.317
[Epoch 55][Batch 1899], Speed: 78.446 samples/sec, CrossEntropy=2.711, SmoothL1=1.316
[Epoch 55][Batch 1999], Speed: 82.714 samples/sec, CrossEntropy=2.712, SmoothL1=1.316
[Epoch 55][Batch 2099], Speed: 83.119 samples/sec, CrossEntropy=2.713, SmoothL1=1.316
[Epoch 55][Batch 2199], Speed: 79.432 samples/sec, CrossEntropy=2.713, SmoothL1=1.316
[Epoch 55][Batch 2299], Speed: 78.623 samples/sec, CrossEntropy=2.713, SmoothL1=1.316
[Epoch 55][Batch 2399], Speed: 77.572 samples/sec, CrossEntropy=2.712, SmoothL1=1.313
[Epoch 55][Batch 2499], Speed: 78.486 samples/sec, CrossEntropy=2.713, SmoothL1=1.314
[Epoch 55][Batch 2599], Speed: 76.958 samples/sec, CrossEntropy=2.714, SmoothL1=1.315
[Epoch 55][Batch 2699], Speed: 81.918 samples/sec, CrossEntropy=2.715, SmoothL1=1.315
[Epoch 55][Batch 2799], Speed: 79.681 samples/sec, CrossEntropy=2.716, SmoothL1=1.314
[Epoch 55][Batch 2899], Speed: 78.112 samples/sec, CrossEntropy=2.715, SmoothL1=1.313
[Epoch 55][Batch 2999], Speed: 79.664 samples/sec, CrossEntropy=2.716, SmoothL1=1.313
[Epoch 55][Batch 3099], Speed: 80.060 samples/sec, CrossEntropy=2.717, SmoothL1=1.313
[Epoch 55][Batch 3199], Speed: 78.148 samples/sec, CrossEntropy=2.717, SmoothL1=1.313
[Epoch 55][Batch 3299], Speed: 81.025 samples/sec, CrossEntropy=2.718, SmoothL1=1.313
[Epoch 55][Batch 3399], Speed: 80.126 samples/sec, CrossEntropy=2.718, SmoothL1=1.313
[Epoch 55][Batch 3499], Speed: 85.651 samples/sec, CrossEntropy=2.719, SmoothL1=1.313
[Epoch 55][Batch 3599], Speed: 85.255 samples/sec, CrossEntropy=2.718, SmoothL1=1.313
[Epoch 55] Training cost: 1534.892, CrossEntropy=2.719, SmoothL1=1.314
[Epoch 56][Batch 99], Speed: 53.358 samples/sec, CrossEntropy=2.680, SmoothL1=1.259
[Epoch 56][Batch 199], Speed: 77.463 samples/sec, CrossEntropy=2.688, SmoothL1=1.290
[Epoch 56][Batch 299], Speed: 81.213 samples/sec, CrossEntropy=2.677, SmoothL1=1.290
[Epoch 56][Batch 399], Speed: 79.172 samples/sec, CrossEntropy=2.674, SmoothL1=1.284
[Epoch 56][Batch 499], Speed: 78.980 samples/sec, CrossEntropy=2.680, SmoothL1=1.291
[Epoch 56][Batch 599], Speed: 80.657 samples/sec, CrossEntropy=2.683, SmoothL1=1.293
[Epoch 56][Batch 699], Speed: 63.951 samples/sec, CrossEntropy=2.685, SmoothL1=1.296
[Epoch 56][Batch 799], Speed: 81.177 samples/sec, CrossEntropy=2.688, SmoothL1=1.299
[Epoch 56][Batch 899], Speed: 78.209 samples/sec, CrossEntropy=2.688, SmoothL1=1.303
[Epoch 56][Batch 999], Speed: 78.041 samples/sec, CrossEntropy=2.690, SmoothL1=1.305
[Epoch 56][Batch 1099], Speed: 80.799 samples/sec, CrossEntropy=2.689, SmoothL1=1.304
[Epoch 56][Batch 1199], Speed: 76.423 samples/sec, CrossEntropy=2.692, SmoothL1=1.305
[Epoch 56][Batch 1299], Speed: 78.343 samples/sec, CrossEntropy=2.696, SmoothL1=1.307
[Epoch 56][Batch 1399], Speed: 84.961 samples/sec, CrossEntropy=2.697, SmoothL1=1.308
[Epoch 56][Batch 1499], Speed: 78.915 samples/sec, CrossEntropy=2.699, SmoothL1=1.309
[Epoch 56][Batch 1599], Speed: 77.540 samples/sec, CrossEntropy=2.699, SmoothL1=1.311
[Epoch 56][Batch 1699], Speed: 82.260 samples/sec, CrossEntropy=2.701, SmoothL1=1.312
[Epoch 56][Batch 1799], Speed: 78.272 samples/sec, CrossEntropy=2.702, SmoothL1=1.313
[Epoch 56][Batch 1899], Speed: 79.841 samples/sec, CrossEntropy=2.703, SmoothL1=1.313
[Epoch 56][Batch 1999], Speed: 69.331 samples/sec, CrossEntropy=2.703, SmoothL1=1.312
[Epoch 56][Batch 2099], Speed: 78.879 samples/sec, CrossEntropy=2.704, SmoothL1=1.312
[Epoch 56][Batch 2199], Speed: 74.882 samples/sec, CrossEntropy=2.706, SmoothL1=1.312
[Epoch 56][Batch 2299], Speed: 77.168 samples/sec, CrossEntropy=2.705, SmoothL1=1.311
[Epoch 56][Batch 2399], Speed: 82.240 samples/sec, CrossEntropy=2.706, SmoothL1=1.312
[Epoch 56][Batch 2499], Speed: 79.083 samples/sec, CrossEntropy=2.707, SmoothL1=1.313
[Epoch 56][Batch 2599], Speed: 71.523 samples/sec, CrossEntropy=2.707, SmoothL1=1.315
[Epoch 56][Batch 2699], Speed: 80.872 samples/sec, CrossEntropy=2.707, SmoothL1=1.314
[Epoch 56][Batch 2799], Speed: 76.533 samples/sec, CrossEntropy=2.708, SmoothL1=1.314
[Epoch 56][Batch 2899], Speed: 76.031 samples/sec, CrossEntropy=2.708, SmoothL1=1.315
[Epoch 56][Batch 2999], Speed: 72.421 samples/sec, CrossEntropy=2.709, SmoothL1=1.315
[Epoch 56][Batch 3099], Speed: 77.603 samples/sec, CrossEntropy=2.708, SmoothL1=1.315
[Epoch 56][Batch 3199], Speed: 76.377 samples/sec, CrossEntropy=2.708, SmoothL1=1.315
[Epoch 56][Batch 3299], Speed: 84.640 samples/sec, CrossEntropy=2.708, SmoothL1=1.315
[Epoch 56][Batch 3399], Speed: 80.511 samples/sec, CrossEntropy=2.708, SmoothL1=1.315
[Epoch 56][Batch 3499], Speed: 85.117 samples/sec, CrossEntropy=2.710, SmoothL1=1.316
[Epoch 56][Batch 3599], Speed: 84.985 samples/sec, CrossEntropy=2.709, SmoothL1=1.316
[Epoch 56] Training cost: 1532.122, CrossEntropy=2.710, SmoothL1=1.316
[Epoch 57][Batch 99], Speed: 59.215 samples/sec, CrossEntropy=2.683, SmoothL1=1.298
[Epoch 57][Batch 199], Speed: 78.006 samples/sec, CrossEntropy=2.706, SmoothL1=1.308
[Epoch 57][Batch 299], Speed: 64.024 samples/sec, CrossEntropy=2.700, SmoothL1=1.305
[Epoch 57][Batch 399], Speed: 76.797 samples/sec, CrossEntropy=2.693, SmoothL1=1.296
[Epoch 57][Batch 499], Speed: 77.610 samples/sec, CrossEntropy=2.694, SmoothL1=1.301
[Epoch 57][Batch 599], Speed: 68.277 samples/sec, CrossEntropy=2.689, SmoothL1=1.302
[Epoch 57][Batch 699], Speed: 73.861 samples/sec, CrossEntropy=2.685, SmoothL1=1.296
[Epoch 57][Batch 799], Speed: 77.011 samples/sec, CrossEntropy=2.682, SmoothL1=1.293
[Epoch 57][Batch 899], Speed: 79.052 samples/sec, CrossEntropy=2.687, SmoothL1=1.297
[Epoch 57][Batch 999], Speed: 78.518 samples/sec, CrossEntropy=2.691, SmoothL1=1.298
[Epoch 57][Batch 1099], Speed: 77.114 samples/sec, CrossEntropy=2.692, SmoothL1=1.298
[Epoch 57][Batch 1199], Speed: 78.148 samples/sec, CrossEntropy=2.692, SmoothL1=1.295
[Epoch 57][Batch 1299], Speed: 81.220 samples/sec, CrossEntropy=2.693, SmoothL1=1.297
[Epoch 57][Batch 1399], Speed: 78.450 samples/sec, CrossEntropy=2.693, SmoothL1=1.298
[Epoch 57][Batch 1499], Speed: 78.177 samples/sec, CrossEntropy=2.692, SmoothL1=1.298
[Epoch 57][Batch 1599], Speed: 77.920 samples/sec, CrossEntropy=2.691, SmoothL1=1.298
[Epoch 57][Batch 1699], Speed: 73.948 samples/sec, CrossEntropy=2.695, SmoothL1=1.301
[Epoch 57][Batch 1799], Speed: 76.611 samples/sec, CrossEntropy=2.696, SmoothL1=1.303
[Epoch 57][Batch 1899], Speed: 77.928 samples/sec, CrossEntropy=2.696, SmoothL1=1.303
[Epoch 57][Batch 1999], Speed: 82.536 samples/sec, CrossEntropy=2.697, SmoothL1=1.303
[Epoch 57][Batch 2099], Speed: 81.127 samples/sec, CrossEntropy=2.698, SmoothL1=1.304
[Epoch 57][Batch 2199], Speed: 80.000 samples/sec, CrossEntropy=2.699, SmoothL1=1.306
[Epoch 57][Batch 2299], Speed: 79.522 samples/sec, CrossEntropy=2.699, SmoothL1=1.307
[Epoch 57][Batch 2399], Speed: 80.542 samples/sec, CrossEntropy=2.699, SmoothL1=1.306
[Epoch 57][Batch 2499], Speed: 77.700 samples/sec, CrossEntropy=2.700, SmoothL1=1.305
[Epoch 57][Batch 2599], Speed: 76.779 samples/sec, CrossEntropy=2.700, SmoothL1=1.305
[Epoch 57][Batch 2699], Speed: 82.880 samples/sec, CrossEntropy=2.700, SmoothL1=1.305
[Epoch 57][Batch 2799], Speed: 76.339 samples/sec, CrossEntropy=2.701, SmoothL1=1.305
[Epoch 57][Batch 2899], Speed: 74.271 samples/sec, CrossEntropy=2.702, SmoothL1=1.307
[Epoch 57][Batch 2999], Speed: 84.983 samples/sec, CrossEntropy=2.702, SmoothL1=1.308
[Epoch 57][Batch 3099], Speed: 78.670 samples/sec, CrossEntropy=2.703, SmoothL1=1.308
[Epoch 57][Batch 3199], Speed: 78.904 samples/sec, CrossEntropy=2.704, SmoothL1=1.309
[Epoch 57][Batch 3299], Speed: 59.172 samples/sec, CrossEntropy=2.705, SmoothL1=1.310
[Epoch 57][Batch 3399], Speed: 80.135 samples/sec, CrossEntropy=2.704, SmoothL1=1.309
[Epoch 57][Batch 3499], Speed: 85.352 samples/sec, CrossEntropy=2.704, SmoothL1=1.310
[Epoch 57][Batch 3599], Speed: 85.001 samples/sec, CrossEntropy=2.704, SmoothL1=1.310
[Epoch 57] Training cost: 1530.971, CrossEntropy=2.705, SmoothL1=1.311
[Epoch 58][Batch 99], Speed: 49.363 samples/sec, CrossEntropy=2.693, SmoothL1=1.331
[Epoch 58][Batch 199], Speed: 77.197 samples/sec, CrossEntropy=2.698, SmoothL1=1.338
[Epoch 58][Batch 299], Speed: 80.419 samples/sec, CrossEntropy=2.706, SmoothL1=1.342
[Epoch 58][Batch 399], Speed: 63.167 samples/sec, CrossEntropy=2.708, SmoothL1=1.341
[Epoch 58][Batch 499], Speed: 80.051 samples/sec, CrossEntropy=2.708, SmoothL1=1.336
[Epoch 58][Batch 599], Speed: 78.327 samples/sec, CrossEntropy=2.706, SmoothL1=1.334
[Epoch 58][Batch 699], Speed: 77.448 samples/sec, CrossEntropy=2.699, SmoothL1=1.324
[Epoch 58][Batch 799], Speed: 76.999 samples/sec, CrossEntropy=2.696, SmoothL1=1.320
[Epoch 58][Batch 899], Speed: 77.221 samples/sec, CrossEntropy=2.693, SmoothL1=1.320
[Epoch 58][Batch 999], Speed: 85.202 samples/sec, CrossEntropy=2.699, SmoothL1=1.319
[Epoch 58][Batch 1099], Speed: 76.901 samples/sec, CrossEntropy=2.700, SmoothL1=1.319
[Epoch 58][Batch 1199], Speed: 73.934 samples/sec, CrossEntropy=2.700, SmoothL1=1.318
[Epoch 58][Batch 1299], Speed: 78.951 samples/sec, CrossEntropy=2.702, SmoothL1=1.318
[Epoch 58][Batch 1399], Speed: 80.403 samples/sec, CrossEntropy=2.706, SmoothL1=1.321
[Epoch 58][Batch 1499], Speed: 74.407 samples/sec, CrossEntropy=2.707, SmoothL1=1.322
[Epoch 58][Batch 1599], Speed: 78.125 samples/sec, CrossEntropy=2.707, SmoothL1=1.322
[Epoch 58][Batch 1699], Speed: 84.109 samples/sec, CrossEntropy=2.709, SmoothL1=1.324
[Epoch 58][Batch 1799], Speed: 80.806 samples/sec, CrossEntropy=2.708, SmoothL1=1.323
[Epoch 58][Batch 1899], Speed: 77.297 samples/sec, CrossEntropy=2.706, SmoothL1=1.322
[Epoch 58][Batch 1999], Speed: 79.981 samples/sec, CrossEntropy=2.706, SmoothL1=1.322
[Epoch 58][Batch 2099], Speed: 80.575 samples/sec, CrossEntropy=2.706, SmoothL1=1.321
[Epoch 58][Batch 2199], Speed: 78.379 samples/sec, CrossEntropy=2.704, SmoothL1=1.319
[Epoch 58][Batch 2299], Speed: 71.186 samples/sec, CrossEntropy=2.705, SmoothL1=1.319
[Epoch 58][Batch 2399], Speed: 80.786 samples/sec, CrossEntropy=2.704, SmoothL1=1.319
[Epoch 58][Batch 2499], Speed: 78.686 samples/sec, CrossEntropy=2.704, SmoothL1=1.319
[Epoch 58][Batch 2599], Speed: 80.066 samples/sec, CrossEntropy=2.703, SmoothL1=1.318
[Epoch 58][Batch 2699], Speed: 76.227 samples/sec, CrossEntropy=2.703, SmoothL1=1.317
[Epoch 58][Batch 2799], Speed: 79.902 samples/sec, CrossEntropy=2.703, SmoothL1=1.318
[Epoch 58][Batch 2899], Speed: 78.525 samples/sec, CrossEntropy=2.704, SmoothL1=1.318
[Epoch 58][Batch 2999], Speed: 84.337 samples/sec, CrossEntropy=2.705, SmoothL1=1.319
[Epoch 58][Batch 3099], Speed: 80.565 samples/sec, CrossEntropy=2.706, SmoothL1=1.320
[Epoch 58][Batch 3199], Speed: 77.927 samples/sec, CrossEntropy=2.706, SmoothL1=1.320
[Epoch 58][Batch 3299], Speed: 66.065 samples/sec, CrossEntropy=2.705, SmoothL1=1.319
[Epoch 58][Batch 3399], Speed: 82.054 samples/sec, CrossEntropy=2.705, SmoothL1=1.320
[Epoch 58][Batch 3499], Speed: 85.326 samples/sec, CrossEntropy=2.705, SmoothL1=1.320
[Epoch 58][Batch 3599], Speed: 83.544 samples/sec, CrossEntropy=2.706, SmoothL1=1.320
[Epoch 58] Training cost: 1539.941, CrossEntropy=2.707, SmoothL1=1.320
[Epoch 59][Batch 99], Speed: 62.090 samples/sec, CrossEntropy=2.681, SmoothL1=1.308
[Epoch 59][Batch 199], Speed: 83.832 samples/sec, CrossEntropy=2.695, SmoothL1=1.329
[Epoch 59][Batch 299], Speed: 75.077 samples/sec, CrossEntropy=2.688, SmoothL1=1.313
[Epoch 59][Batch 399], Speed: 85.261 samples/sec, CrossEntropy=2.683, SmoothL1=1.308
[Epoch 59][Batch 499], Speed: 75.795 samples/sec, CrossEntropy=2.685, SmoothL1=1.304
[Epoch 59][Batch 599], Speed: 84.696 samples/sec, CrossEntropy=2.686, SmoothL1=1.308
[Epoch 59][Batch 699], Speed: 80.439 samples/sec, CrossEntropy=2.689, SmoothL1=1.314
[Epoch 59][Batch 799], Speed: 76.026 samples/sec, CrossEntropy=2.690, SmoothL1=1.311
[Epoch 59][Batch 899], Speed: 82.403 samples/sec, CrossEntropy=2.690, SmoothL1=1.313
[Epoch 59][Batch 999], Speed: 75.056 samples/sec, CrossEntropy=2.694, SmoothL1=1.316
[Epoch 59][Batch 1099], Speed: 74.571 samples/sec, CrossEntropy=2.694, SmoothL1=1.317
[Epoch 59][Batch 1199], Speed: 73.405 samples/sec, CrossEntropy=2.696, SmoothL1=1.316
[Epoch 59][Batch 1299], Speed: 78.404 samples/sec, CrossEntropy=2.699, SmoothL1=1.318
[Epoch 59][Batch 1399], Speed: 77.780 samples/sec, CrossEntropy=2.703, SmoothL1=1.320
[Epoch 59][Batch 1499], Speed: 84.762 samples/sec, CrossEntropy=2.700, SmoothL1=1.319
[Epoch 59][Batch 1599], Speed: 78.366 samples/sec, CrossEntropy=2.701, SmoothL1=1.318
[Epoch 59][Batch 1699], Speed: 81.393 samples/sec, CrossEntropy=2.701, SmoothL1=1.318
[Epoch 59][Batch 1799], Speed: 79.026 samples/sec, CrossEntropy=2.701, SmoothL1=1.318
[Epoch 59][Batch 1899], Speed: 84.684 samples/sec, CrossEntropy=2.700, SmoothL1=1.318
[Epoch 59][Batch 1999], Speed: 78.989 samples/sec, CrossEntropy=2.701, SmoothL1=1.318
[Epoch 59][Batch 2099], Speed: 78.813 samples/sec, CrossEntropy=2.701, SmoothL1=1.317
[Epoch 59][Batch 2199], Speed: 75.800 samples/sec, CrossEntropy=2.702, SmoothL1=1.316
[Epoch 59][Batch 2299], Speed: 79.429 samples/sec, CrossEntropy=2.700, SmoothL1=1.315
[Epoch 59][Batch 2399], Speed: 77.345 samples/sec, CrossEntropy=2.700, SmoothL1=1.314
[Epoch 59][Batch 2499], Speed: 76.867 samples/sec, CrossEntropy=2.700, SmoothL1=1.313
[Epoch 59][Batch 2599], Speed: 77.971 samples/sec, CrossEntropy=2.700, SmoothL1=1.312
[Epoch 59][Batch 2699], Speed: 74.787 samples/sec, CrossEntropy=2.701, SmoothL1=1.313
[Epoch 59][Batch 2799], Speed: 74.657 samples/sec, CrossEntropy=2.703, SmoothL1=1.315
[Epoch 59][Batch 2899], Speed: 83.972 samples/sec, CrossEntropy=2.704, SmoothL1=1.315
[Epoch 59][Batch 2999], Speed: 79.524 samples/sec, CrossEntropy=2.705, SmoothL1=1.318
[Epoch 59][Batch 3099], Speed: 76.350 samples/sec, CrossEntropy=2.705, SmoothL1=1.318
[Epoch 59][Batch 3199], Speed: 75.837 samples/sec, CrossEntropy=2.704, SmoothL1=1.318
[Epoch 59][Batch 3299], Speed: 78.101 samples/sec, CrossEntropy=2.704, SmoothL1=1.318
[Epoch 59][Batch 3399], Speed: 79.505 samples/sec, CrossEntropy=2.704, SmoothL1=1.318
[Epoch 59][Batch 3499], Speed: 84.116 samples/sec, CrossEntropy=2.705, SmoothL1=1.317
[Epoch 59][Batch 3599], Speed: 85.753 samples/sec, CrossEntropy=2.705, SmoothL1=1.316
[Epoch 59] Training cost: 1529.998, CrossEntropy=2.704, SmoothL1=1.315
[Epoch 59] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.247
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.439
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.252
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.092
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.289
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.376
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.228
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.343
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.359
 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 ] = 0.405
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.522
person=37.3
bicycle=16.9
car=28.0
motorcycle=26.8
airplane=45.9
bus=49.7
train=47.9
truck=22.9
boat=13.9
traffic light=11.9
fire hydrant=43.1
stop sign=43.4
parking meter=29.9
bench=13.6
bird=18.1
cat=48.0
dog=43.4
horse=37.5
sheep=34.1
cow=36.5
elephant=46.3
bear=50.1
zebra=49.3
giraffe=48.9
backpack=5.0
umbrella=23.9
handbag=3.6
tie=14.1
suitcase=16.6
frisbee=35.8
skis=10.5
snowboard=14.1
sports ball=25.2
kite=21.2
baseball bat=11.0
baseball glove=17.9
skateboard=28.1
surfboard=20.1
tennis racket=25.6
bottle=17.2
wine glass=15.3
cup=23.9
fork=10.7
knife=5.2
spoon=4.4
bowl=27.0
banana=12.9
apple=7.9
sandwich=23.6
orange=18.3
broccoli=13.5
carrot=8.9
hot dog=19.8
pizza=36.4
donut=26.7
cake=22.8
chair=14.2
couch=31.6
potted plant=12.3
bed=31.4
dining table=18.7
toilet=42.6
tv=42.8
laptop=42.4
mouse=38.2
remote=8.9
keyboard=32.7
cell phone=18.8
microwave=41.0
oven=23.5
toaster=9.3
sink=18.9
refrigerator=33.0
book=6.2
clock=34.2
vase=18.1
scissors=14.6
teddy bear=29.5
hair drier=0.0
toothbrush=2.4
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=24.7
[Epoch 60][Batch 99], Speed: 49.224 samples/sec, CrossEntropy=2.641, SmoothL1=1.264
[Epoch 60][Batch 199], Speed: 84.642 samples/sec, CrossEntropy=2.675, SmoothL1=1.292
[Epoch 60][Batch 299], Speed: 76.642 samples/sec, CrossEntropy=2.687, SmoothL1=1.294
[Epoch 60][Batch 399], Speed: 74.725 samples/sec, CrossEntropy=2.692, SmoothL1=1.299
[Epoch 60][Batch 499], Speed: 71.586 samples/sec, CrossEntropy=2.699, SmoothL1=1.301
[Epoch 60][Batch 599], Speed: 74.336 samples/sec, CrossEntropy=2.693, SmoothL1=1.297
[Epoch 60][Batch 699], Speed: 78.245 samples/sec, CrossEntropy=2.698, SmoothL1=1.297
[Epoch 60][Batch 799], Speed: 75.256 samples/sec, CrossEntropy=2.701, SmoothL1=1.304
[Epoch 60][Batch 899], Speed: 77.414 samples/sec, CrossEntropy=2.696, SmoothL1=1.301
[Epoch 60][Batch 999], Speed: 80.371 samples/sec, CrossEntropy=2.695, SmoothL1=1.298
[Epoch 60][Batch 1099], Speed: 79.249 samples/sec, CrossEntropy=2.696, SmoothL1=1.301
[Epoch 60][Batch 1199], Speed: 85.243 samples/sec, CrossEntropy=2.694, SmoothL1=1.304
[Epoch 60][Batch 1299], Speed: 81.221 samples/sec, CrossEntropy=2.692, SmoothL1=1.304
[Epoch 60][Batch 1399], Speed: 77.708 samples/sec, CrossEntropy=2.694, SmoothL1=1.307
[Epoch 60][Batch 1499], Speed: 78.283 samples/sec, CrossEntropy=2.694, SmoothL1=1.308
[Epoch 60][Batch 1599], Speed: 62.323 samples/sec, CrossEntropy=2.695, SmoothL1=1.310
[Epoch 60][Batch 1699], Speed: 77.641 samples/sec, CrossEntropy=2.698, SmoothL1=1.311
[Epoch 60][Batch 1799], Speed: 76.061 samples/sec, CrossEntropy=2.698, SmoothL1=1.310
[Epoch 60][Batch 1899], Speed: 76.614 samples/sec, CrossEntropy=2.697, SmoothL1=1.309
[Epoch 60][Batch 1999], Speed: 80.831 samples/sec, CrossEntropy=2.698, SmoothL1=1.310
[Epoch 60][Batch 2099], Speed: 79.989 samples/sec, CrossEntropy=2.697, SmoothL1=1.310
[Epoch 60][Batch 2199], Speed: 66.090 samples/sec, CrossEntropy=2.698, SmoothL1=1.311
[Epoch 60][Batch 2299], Speed: 81.912 samples/sec, CrossEntropy=2.698, SmoothL1=1.312
[Epoch 60][Batch 2399], Speed: 74.115 samples/sec, CrossEntropy=2.699, SmoothL1=1.313
[Epoch 60][Batch 2499], Speed: 74.596 samples/sec, CrossEntropy=2.700, SmoothL1=1.312
[Epoch 60][Batch 2599], Speed: 83.609 samples/sec, CrossEntropy=2.699, SmoothL1=1.310
[Epoch 60][Batch 2699], Speed: 76.237 samples/sec, CrossEntropy=2.699, SmoothL1=1.310
[Epoch 60][Batch 2799], Speed: 76.360 samples/sec, CrossEntropy=2.698, SmoothL1=1.310
[Epoch 60][Batch 2899], Speed: 82.975 samples/sec, CrossEntropy=2.698, SmoothL1=1.310
[Epoch 60][Batch 2999], Speed: 79.927 samples/sec, CrossEntropy=2.699, SmoothL1=1.311
[Epoch 60][Batch 3099], Speed: 77.862 samples/sec, CrossEntropy=2.700, SmoothL1=1.313
[Epoch 60][Batch 3199], Speed: 84.448 samples/sec, CrossEntropy=2.699, SmoothL1=1.312
[Epoch 60][Batch 3299], Speed: 79.295 samples/sec, CrossEntropy=2.699, SmoothL1=1.312
[Epoch 60][Batch 3399], Speed: 76.719 samples/sec, CrossEntropy=2.699, SmoothL1=1.311
[Epoch 60][Batch 3499], Speed: 85.077 samples/sec, CrossEntropy=2.699, SmoothL1=1.311
[Epoch 60][Batch 3599], Speed: 85.503 samples/sec, CrossEntropy=2.699, SmoothL1=1.311
[Epoch 60] Training cost: 1535.363, CrossEntropy=2.700, SmoothL1=1.312
[Epoch 61][Batch 99], Speed: 47.806 samples/sec, CrossEntropy=2.688, SmoothL1=1.328
[Epoch 61][Batch 199], Speed: 76.496 samples/sec, CrossEntropy=2.689, SmoothL1=1.316
[Epoch 61][Batch 299], Speed: 62.573 samples/sec, CrossEntropy=2.694, SmoothL1=1.325
[Epoch 61][Batch 399], Speed: 77.480 samples/sec, CrossEntropy=2.700, SmoothL1=1.328
[Epoch 61][Batch 499], Speed: 79.114 samples/sec, CrossEntropy=2.699, SmoothL1=1.324
[Epoch 61][Batch 599], Speed: 76.764 samples/sec, CrossEntropy=2.701, SmoothL1=1.325
[Epoch 61][Batch 699], Speed: 74.445 samples/sec, CrossEntropy=2.699, SmoothL1=1.322
[Epoch 61][Batch 799], Speed: 78.262 samples/sec, CrossEntropy=2.695, SmoothL1=1.317
[Epoch 61][Batch 899], Speed: 76.408 samples/sec, CrossEntropy=2.692, SmoothL1=1.313
[Epoch 61][Batch 999], Speed: 77.481 samples/sec, CrossEntropy=2.691, SmoothL1=1.311
[Epoch 61][Batch 1099], Speed: 83.834 samples/sec, CrossEntropy=2.688, SmoothL1=1.307
[Epoch 61][Batch 1199], Speed: 76.414 samples/sec, CrossEntropy=2.686, SmoothL1=1.305
[Epoch 61][Batch 1299], Speed: 79.985 samples/sec, CrossEntropy=2.688, SmoothL1=1.307
[Epoch 61][Batch 1399], Speed: 75.969 samples/sec, CrossEntropy=2.688, SmoothL1=1.307
[Epoch 61][Batch 1499], Speed: 75.980 samples/sec, CrossEntropy=2.690, SmoothL1=1.307
[Epoch 61][Batch 1599], Speed: 74.312 samples/sec, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 61][Batch 1699], Speed: 78.064 samples/sec, CrossEntropy=2.689, SmoothL1=1.303
[Epoch 61][Batch 1799], Speed: 74.663 samples/sec, CrossEntropy=2.690, SmoothL1=1.305
[Epoch 61][Batch 1899], Speed: 79.474 samples/sec, CrossEntropy=2.690, SmoothL1=1.305
[Epoch 61][Batch 1999], Speed: 76.200 samples/sec, CrossEntropy=2.689, SmoothL1=1.305
[Epoch 61][Batch 2099], Speed: 83.959 samples/sec, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 61][Batch 2199], Speed: 78.750 samples/sec, CrossEntropy=2.691, SmoothL1=1.305
[Epoch 61][Batch 2299], Speed: 78.278 samples/sec, CrossEntropy=2.694, SmoothL1=1.307
[Epoch 61][Batch 2399], Speed: 82.615 samples/sec, CrossEntropy=2.695, SmoothL1=1.308
[Epoch 61][Batch 2499], Speed: 78.287 samples/sec, CrossEntropy=2.696, SmoothL1=1.308
[Epoch 61][Batch 2599], Speed: 79.202 samples/sec, CrossEntropy=2.696, SmoothL1=1.308
[Epoch 61][Batch 2699], Speed: 81.334 samples/sec, CrossEntropy=2.695, SmoothL1=1.307
[Epoch 61][Batch 2799], Speed: 77.132 samples/sec, CrossEntropy=2.695, SmoothL1=1.307
[Epoch 61][Batch 2899], Speed: 74.503 samples/sec, CrossEntropy=2.694, SmoothL1=1.306
[Epoch 61][Batch 2999], Speed: 76.384 samples/sec, CrossEntropy=2.694, SmoothL1=1.307
[Epoch 61][Batch 3099], Speed: 77.382 samples/sec, CrossEntropy=2.695, SmoothL1=1.308
[Epoch 61][Batch 3199], Speed: 78.161 samples/sec, CrossEntropy=2.694, SmoothL1=1.306
[Epoch 61][Batch 3299], Speed: 77.843 samples/sec, CrossEntropy=2.694, SmoothL1=1.306
[Epoch 61][Batch 3399], Speed: 58.379 samples/sec, CrossEntropy=2.694, SmoothL1=1.306
[Epoch 61][Batch 3499], Speed: 85.475 samples/sec, CrossEntropy=2.694, SmoothL1=1.307
[Epoch 61][Batch 3599], Speed: 84.951 samples/sec, CrossEntropy=2.695, SmoothL1=1.307
[Epoch 61] Training cost: 1540.241, CrossEntropy=2.695, SmoothL1=1.308
[Epoch 62][Batch 99], Speed: 45.831 samples/sec, CrossEntropy=2.674, SmoothL1=1.296
[Epoch 62][Batch 199], Speed: 79.355 samples/sec, CrossEntropy=2.657, SmoothL1=1.278
[Epoch 62][Batch 299], Speed: 85.629 samples/sec, CrossEntropy=2.678, SmoothL1=1.293
[Epoch 62][Batch 399], Speed: 77.282 samples/sec, CrossEntropy=2.665, SmoothL1=1.278
[Epoch 62][Batch 499], Speed: 78.265 samples/sec, CrossEntropy=2.660, SmoothL1=1.272
[Epoch 62][Batch 599], Speed: 78.265 samples/sec, CrossEntropy=2.671, SmoothL1=1.281
[Epoch 62][Batch 699], Speed: 76.260 samples/sec, CrossEntropy=2.674, SmoothL1=1.282
[Epoch 62][Batch 799], Speed: 82.139 samples/sec, CrossEntropy=2.675, SmoothL1=1.285
[Epoch 62][Batch 899], Speed: 76.606 samples/sec, CrossEntropy=2.677, SmoothL1=1.287
[Epoch 62][Batch 999], Speed: 76.666 samples/sec, CrossEntropy=2.678, SmoothL1=1.290
[Epoch 62][Batch 1099], Speed: 82.595 samples/sec, CrossEntropy=2.681, SmoothL1=1.290
[Epoch 62][Batch 1199], Speed: 78.194 samples/sec, CrossEntropy=2.683, SmoothL1=1.291
[Epoch 62][Batch 1299], Speed: 78.814 samples/sec, CrossEntropy=2.682, SmoothL1=1.291
[Epoch 62][Batch 1399], Speed: 75.984 samples/sec, CrossEntropy=2.684, SmoothL1=1.295
[Epoch 62][Batch 1499], Speed: 80.358 samples/sec, CrossEntropy=2.684, SmoothL1=1.295
[Epoch 62][Batch 1599], Speed: 67.840 samples/sec, CrossEntropy=2.684, SmoothL1=1.296
[Epoch 62][Batch 1699], Speed: 84.688 samples/sec, CrossEntropy=2.684, SmoothL1=1.298
[Epoch 62][Batch 1799], Speed: 80.930 samples/sec, CrossEntropy=2.685, SmoothL1=1.299
[Epoch 62][Batch 1899], Speed: 76.415 samples/sec, CrossEntropy=2.686, SmoothL1=1.300
[Epoch 62][Batch 1999], Speed: 76.690 samples/sec, CrossEntropy=2.687, SmoothL1=1.303
[Epoch 62][Batch 2099], Speed: 83.932 samples/sec, CrossEntropy=2.688, SmoothL1=1.305
[Epoch 62][Batch 2199], Speed: 77.306 samples/sec, CrossEntropy=2.688, SmoothL1=1.306
[Epoch 62][Batch 2299], Speed: 77.013 samples/sec, CrossEntropy=2.691, SmoothL1=1.306
[Epoch 62][Batch 2399], Speed: 83.542 samples/sec, CrossEntropy=2.692, SmoothL1=1.305
[Epoch 62][Batch 2499], Speed: 78.568 samples/sec, CrossEntropy=2.690, SmoothL1=1.303
[Epoch 62][Batch 2599], Speed: 78.450 samples/sec, CrossEntropy=2.689, SmoothL1=1.302
[Epoch 62][Batch 2699], Speed: 84.462 samples/sec, CrossEntropy=2.688, SmoothL1=1.301
[Epoch 62][Batch 2799], Speed: 77.922 samples/sec, CrossEntropy=2.689, SmoothL1=1.300
[Epoch 62][Batch 2899], Speed: 78.243 samples/sec, CrossEntropy=2.689, SmoothL1=1.301
[Epoch 62][Batch 2999], Speed: 83.650 samples/sec, CrossEntropy=2.690, SmoothL1=1.303
[Epoch 62][Batch 3099], Speed: 81.120 samples/sec, CrossEntropy=2.691, SmoothL1=1.303
[Epoch 62][Batch 3199], Speed: 78.350 samples/sec, CrossEntropy=2.691, SmoothL1=1.304
[Epoch 62][Batch 3299], Speed: 78.090 samples/sec, CrossEntropy=2.692, SmoothL1=1.304
[Epoch 62][Batch 3399], Speed: 79.139 samples/sec, CrossEntropy=2.692, SmoothL1=1.306
[Epoch 62][Batch 3499], Speed: 84.496 samples/sec, CrossEntropy=2.692, SmoothL1=1.306
[Epoch 62][Batch 3599], Speed: 85.211 samples/sec, CrossEntropy=2.692, SmoothL1=1.305
[Epoch 62] Training cost: 1535.967, CrossEntropy=2.692, SmoothL1=1.305
[Epoch 63][Batch 99], Speed: 56.354 samples/sec, CrossEntropy=2.645, SmoothL1=1.252
[Epoch 63][Batch 199], Speed: 80.127 samples/sec, CrossEntropy=2.650, SmoothL1=1.304
[Epoch 63][Batch 299], Speed: 73.131 samples/sec, CrossEntropy=2.664, SmoothL1=1.317
[Epoch 63][Batch 399], Speed: 58.035 samples/sec, CrossEntropy=2.669, SmoothL1=1.306
[Epoch 63][Batch 499], Speed: 79.859 samples/sec, CrossEntropy=2.672, SmoothL1=1.302
[Epoch 63][Batch 599], Speed: 78.864 samples/sec, CrossEntropy=2.670, SmoothL1=1.300
[Epoch 63][Batch 699], Speed: 84.663 samples/sec, CrossEntropy=2.672, SmoothL1=1.294
[Epoch 63][Batch 799], Speed: 78.724 samples/sec, CrossEntropy=2.670, SmoothL1=1.292
[Epoch 63][Batch 899], Speed: 81.337 samples/sec, CrossEntropy=2.674, SmoothL1=1.293
[Epoch 63][Batch 999], Speed: 85.382 samples/sec, CrossEntropy=2.673, SmoothL1=1.291
[Epoch 63][Batch 1099], Speed: 82.627 samples/sec, CrossEntropy=2.676, SmoothL1=1.293
[Epoch 63][Batch 1199], Speed: 77.742 samples/sec, CrossEntropy=2.679, SmoothL1=1.298
[Epoch 63][Batch 1299], Speed: 76.623 samples/sec, CrossEntropy=2.682, SmoothL1=1.300
[Epoch 63][Batch 1399], Speed: 78.282 samples/sec, CrossEntropy=2.684, SmoothL1=1.300
[Epoch 63][Batch 1499], Speed: 79.461 samples/sec, CrossEntropy=2.683, SmoothL1=1.300
[Epoch 63][Batch 1599], Speed: 77.782 samples/sec, CrossEntropy=2.682, SmoothL1=1.301
[Epoch 63][Batch 1699], Speed: 76.270 samples/sec, CrossEntropy=2.682, SmoothL1=1.300
[Epoch 63][Batch 1799], Speed: 79.215 samples/sec, CrossEntropy=2.683, SmoothL1=1.301
[Epoch 63][Batch 1899], Speed: 80.438 samples/sec, CrossEntropy=2.683, SmoothL1=1.302
[Epoch 63][Batch 1999], Speed: 74.305 samples/sec, CrossEntropy=2.684, SmoothL1=1.305
[Epoch 63][Batch 2099], Speed: 79.989 samples/sec, CrossEntropy=2.687, SmoothL1=1.306
[Epoch 63][Batch 2199], Speed: 79.896 samples/sec, CrossEntropy=2.687, SmoothL1=1.306
[Epoch 63][Batch 2299], Speed: 80.960 samples/sec, CrossEntropy=2.687, SmoothL1=1.306
[Epoch 63][Batch 2399], Speed: 82.758 samples/sec, CrossEntropy=2.689, SmoothL1=1.307
[Epoch 63][Batch 2499], Speed: 79.889 samples/sec, CrossEntropy=2.691, SmoothL1=1.308
[Epoch 63][Batch 2599], Speed: 74.539 samples/sec, CrossEntropy=2.692, SmoothL1=1.309
[Epoch 63][Batch 2699], Speed: 71.509 samples/sec, CrossEntropy=2.692, SmoothL1=1.308
[Epoch 63][Batch 2799], Speed: 75.915 samples/sec, CrossEntropy=2.693, SmoothL1=1.308
[Epoch 63][Batch 2899], Speed: 77.661 samples/sec, CrossEntropy=2.692, SmoothL1=1.308
[Epoch 63][Batch 2999], Speed: 77.797 samples/sec, CrossEntropy=2.692, SmoothL1=1.308
[Epoch 63][Batch 3099], Speed: 81.005 samples/sec, CrossEntropy=2.691, SmoothL1=1.307
[Epoch 63][Batch 3199], Speed: 78.934 samples/sec, CrossEntropy=2.691, SmoothL1=1.307
[Epoch 63][Batch 3299], Speed: 71.783 samples/sec, CrossEntropy=2.692, SmoothL1=1.309
[Epoch 63][Batch 3399], Speed: 77.179 samples/sec, CrossEntropy=2.691, SmoothL1=1.308
[Epoch 63][Batch 3499], Speed: 84.851 samples/sec, CrossEntropy=2.692, SmoothL1=1.308
[Epoch 63][Batch 3599], Speed: 83.647 samples/sec, CrossEntropy=2.691, SmoothL1=1.307
[Epoch 63] Training cost: 1536.274, CrossEntropy=2.692, SmoothL1=1.308
[Epoch 64][Batch 99], Speed: 46.442 samples/sec, CrossEntropy=2.700, SmoothL1=1.309
[Epoch 64][Batch 199], Speed: 76.853 samples/sec, CrossEntropy=2.685, SmoothL1=1.299
[Epoch 64][Batch 299], Speed: 75.299 samples/sec, CrossEntropy=2.664, SmoothL1=1.289
[Epoch 64][Batch 399], Speed: 85.096 samples/sec, CrossEntropy=2.663, SmoothL1=1.279
[Epoch 64][Batch 499], Speed: 76.208 samples/sec, CrossEntropy=2.671, SmoothL1=1.287
[Epoch 64][Batch 599], Speed: 80.545 samples/sec, CrossEntropy=2.671, SmoothL1=1.285
[Epoch 64][Batch 699], Speed: 81.836 samples/sec, CrossEntropy=2.675, SmoothL1=1.289
[Epoch 64][Batch 799], Speed: 84.825 samples/sec, CrossEntropy=2.678, SmoothL1=1.292
[Epoch 64][Batch 899], Speed: 80.783 samples/sec, CrossEntropy=2.679, SmoothL1=1.294
[Epoch 64][Batch 999], Speed: 79.490 samples/sec, CrossEntropy=2.682, SmoothL1=1.293
[Epoch 64][Batch 1099], Speed: 77.131 samples/sec, CrossEntropy=2.683, SmoothL1=1.292
[Epoch 64][Batch 1199], Speed: 76.859 samples/sec, CrossEntropy=2.683, SmoothL1=1.293
[Epoch 64][Batch 1299], Speed: 79.517 samples/sec, CrossEntropy=2.683, SmoothL1=1.293
[Epoch 64][Batch 1399], Speed: 84.273 samples/sec, CrossEntropy=2.680, SmoothL1=1.293
[Epoch 64][Batch 1499], Speed: 76.144 samples/sec, CrossEntropy=2.680, SmoothL1=1.294
[Epoch 64][Batch 1599], Speed: 79.725 samples/sec, CrossEntropy=2.681, SmoothL1=1.294
[Epoch 64][Batch 1699], Speed: 78.680 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 64][Batch 1799], Speed: 76.679 samples/sec, CrossEntropy=2.680, SmoothL1=1.290
[Epoch 64][Batch 1899], Speed: 73.372 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 64][Batch 1999], Speed: 79.221 samples/sec, CrossEntropy=2.682, SmoothL1=1.293
[Epoch 64][Batch 2099], Speed: 79.224 samples/sec, CrossEntropy=2.683, SmoothL1=1.295
[Epoch 64][Batch 2199], Speed: 79.389 samples/sec, CrossEntropy=2.684, SmoothL1=1.295
[Epoch 64][Batch 2299], Speed: 79.517 samples/sec, CrossEntropy=2.683, SmoothL1=1.294
[Epoch 64][Batch 2399], Speed: 82.417 samples/sec, CrossEntropy=2.685, SmoothL1=1.296
[Epoch 64][Batch 2499], Speed: 78.412 samples/sec, CrossEntropy=2.684, SmoothL1=1.294
[Epoch 64][Batch 2599], Speed: 76.870 samples/sec, CrossEntropy=2.685, SmoothL1=1.296
[Epoch 64][Batch 2699], Speed: 80.350 samples/sec, CrossEntropy=2.686, SmoothL1=1.298
[Epoch 64][Batch 2799], Speed: 77.574 samples/sec, CrossEntropy=2.686, SmoothL1=1.298
[Epoch 64][Batch 2899], Speed: 76.960 samples/sec, CrossEntropy=2.687, SmoothL1=1.298
[Epoch 64][Batch 2999], Speed: 78.271 samples/sec, CrossEntropy=2.687, SmoothL1=1.299
[Epoch 64][Batch 3099], Speed: 79.849 samples/sec, CrossEntropy=2.689, SmoothL1=1.300
[Epoch 64][Batch 3199], Speed: 79.615 samples/sec, CrossEntropy=2.690, SmoothL1=1.303
[Epoch 64][Batch 3299], Speed: 79.573 samples/sec, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 64][Batch 3399], Speed: 79.126 samples/sec, CrossEntropy=2.691, SmoothL1=1.303
[Epoch 64][Batch 3499], Speed: 84.450 samples/sec, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 64][Batch 3599], Speed: 85.005 samples/sec, CrossEntropy=2.690, SmoothL1=1.305
[Epoch 64] Training cost: 1536.571, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 65][Batch 99], Speed: 60.450 samples/sec, CrossEntropy=2.675, SmoothL1=1.324
[Epoch 65][Batch 199], Speed: 76.129 samples/sec, CrossEntropy=2.657, SmoothL1=1.304
[Epoch 65][Batch 299], Speed: 76.108 samples/sec, CrossEntropy=2.659, SmoothL1=1.294
[Epoch 65][Batch 399], Speed: 59.040 samples/sec, CrossEntropy=2.666, SmoothL1=1.292
[Epoch 65][Batch 499], Speed: 79.044 samples/sec, CrossEntropy=2.667, SmoothL1=1.297
[Epoch 65][Batch 599], Speed: 79.050 samples/sec, CrossEntropy=2.670, SmoothL1=1.298
[Epoch 65][Batch 699], Speed: 76.176 samples/sec, CrossEntropy=2.671, SmoothL1=1.299
[Epoch 65][Batch 799], Speed: 80.946 samples/sec, CrossEntropy=2.670, SmoothL1=1.295
[Epoch 65][Batch 899], Speed: 75.732 samples/sec, CrossEntropy=2.668, SmoothL1=1.293
[Epoch 65][Batch 999], Speed: 77.177 samples/sec, CrossEntropy=2.668, SmoothL1=1.292
[Epoch 65][Batch 1099], Speed: 84.852 samples/sec, CrossEntropy=2.668, SmoothL1=1.289
[Epoch 65][Batch 1199], Speed: 80.410 samples/sec, CrossEntropy=2.669, SmoothL1=1.286
[Epoch 65][Batch 1299], Speed: 79.542 samples/sec, CrossEntropy=2.668, SmoothL1=1.284
[Epoch 65][Batch 1399], Speed: 73.521 samples/sec, CrossEntropy=2.670, SmoothL1=1.284
[Epoch 65][Batch 1499], Speed: 76.587 samples/sec, CrossEntropy=2.671, SmoothL1=1.285
[Epoch 65][Batch 1599], Speed: 75.146 samples/sec, CrossEntropy=2.673, SmoothL1=1.286
[Epoch 65][Batch 1699], Speed: 83.428 samples/sec, CrossEntropy=2.675, SmoothL1=1.287
[Epoch 65][Batch 1799], Speed: 83.402 samples/sec, CrossEntropy=2.674, SmoothL1=1.287
[Epoch 65][Batch 1899], Speed: 79.429 samples/sec, CrossEntropy=2.673, SmoothL1=1.286
[Epoch 65][Batch 1999], Speed: 85.574 samples/sec, CrossEntropy=2.673, SmoothL1=1.286
[Epoch 65][Batch 2099], Speed: 81.913 samples/sec, CrossEntropy=2.674, SmoothL1=1.286
[Epoch 65][Batch 2199], Speed: 76.723 samples/sec, CrossEntropy=2.673, SmoothL1=1.286
[Epoch 65][Batch 2299], Speed: 79.129 samples/sec, CrossEntropy=2.675, SmoothL1=1.287
[Epoch 65][Batch 2399], Speed: 75.247 samples/sec, CrossEntropy=2.675, SmoothL1=1.287
[Epoch 65][Batch 2499], Speed: 75.785 samples/sec, CrossEntropy=2.675, SmoothL1=1.286
[Epoch 65][Batch 2599], Speed: 77.723 samples/sec, CrossEntropy=2.675, SmoothL1=1.287
[Epoch 65][Batch 2699], Speed: 82.931 samples/sec, CrossEntropy=2.675, SmoothL1=1.287
[Epoch 65][Batch 2799], Speed: 78.967 samples/sec, CrossEntropy=2.677, SmoothL1=1.288
[Epoch 65][Batch 2899], Speed: 78.727 samples/sec, CrossEntropy=2.676, SmoothL1=1.288
[Epoch 65][Batch 2999], Speed: 77.295 samples/sec, CrossEntropy=2.675, SmoothL1=1.288
[Epoch 65][Batch 3099], Speed: 80.903 samples/sec, CrossEntropy=2.675, SmoothL1=1.289
[Epoch 65][Batch 3199], Speed: 78.639 samples/sec, CrossEntropy=2.677, SmoothL1=1.290
[Epoch 65][Batch 3299], Speed: 78.903 samples/sec, CrossEntropy=2.678, SmoothL1=1.291
[Epoch 65][Batch 3399], Speed: 78.753 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 65][Batch 3499], Speed: 85.784 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 65][Batch 3599], Speed: 83.937 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 65] Training cost: 1534.275, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 66][Batch 99], Speed: 55.363 samples/sec, CrossEntropy=2.707, SmoothL1=1.326
[Epoch 66][Batch 199], Speed: 80.024 samples/sec, CrossEntropy=2.678, SmoothL1=1.302
[Epoch 66][Batch 299], Speed: 78.253 samples/sec, CrossEntropy=2.679, SmoothL1=1.293
[Epoch 66][Batch 399], Speed: 77.656 samples/sec, CrossEntropy=2.676, SmoothL1=1.287
[Epoch 66][Batch 499], Speed: 54.818 samples/sec, CrossEntropy=2.680, SmoothL1=1.291
[Epoch 66][Batch 599], Speed: 79.813 samples/sec, CrossEntropy=2.681, SmoothL1=1.298
[Epoch 66][Batch 699], Speed: 74.057 samples/sec, CrossEntropy=2.680, SmoothL1=1.297
[Epoch 66][Batch 799], Speed: 80.291 samples/sec, CrossEntropy=2.684, SmoothL1=1.299
[Epoch 66][Batch 899], Speed: 76.901 samples/sec, CrossEntropy=2.685, SmoothL1=1.300
[Epoch 66][Batch 999], Speed: 77.818 samples/sec, CrossEntropy=2.689, SmoothL1=1.304
[Epoch 66][Batch 1099], Speed: 82.165 samples/sec, CrossEntropy=2.689, SmoothL1=1.304
[Epoch 66][Batch 1199], Speed: 77.491 samples/sec, CrossEntropy=2.690, SmoothL1=1.304
[Epoch 66][Batch 1299], Speed: 76.881 samples/sec, CrossEntropy=2.689, SmoothL1=1.304
[Epoch 66][Batch 1399], Speed: 56.238 samples/sec, CrossEntropy=2.688, SmoothL1=1.305
[Epoch 66][Batch 1499], Speed: 80.649 samples/sec, CrossEntropy=2.684, SmoothL1=1.302
[Epoch 66][Batch 1599], Speed: 76.187 samples/sec, CrossEntropy=2.684, SmoothL1=1.300
[Epoch 66][Batch 1699], Speed: 84.695 samples/sec, CrossEntropy=2.683, SmoothL1=1.299
[Epoch 66][Batch 1799], Speed: 78.991 samples/sec, CrossEntropy=2.683, SmoothL1=1.300
[Epoch 66][Batch 1899], Speed: 80.780 samples/sec, CrossEntropy=2.684, SmoothL1=1.301
[Epoch 66][Batch 1999], Speed: 64.505 samples/sec, CrossEntropy=2.683, SmoothL1=1.301
[Epoch 66][Batch 2099], Speed: 81.051 samples/sec, CrossEntropy=2.682, SmoothL1=1.300
[Epoch 66][Batch 2199], Speed: 75.254 samples/sec, CrossEntropy=2.680, SmoothL1=1.299
[Epoch 66][Batch 2299], Speed: 84.657 samples/sec, CrossEntropy=2.680, SmoothL1=1.298
[Epoch 66][Batch 2399], Speed: 84.681 samples/sec, CrossEntropy=2.679, SmoothL1=1.297
[Epoch 66][Batch 2499], Speed: 76.411 samples/sec, CrossEntropy=2.680, SmoothL1=1.297
[Epoch 66][Batch 2599], Speed: 78.800 samples/sec, CrossEntropy=2.682, SmoothL1=1.299
[Epoch 66][Batch 2699], Speed: 82.761 samples/sec, CrossEntropy=2.682, SmoothL1=1.299
[Epoch 66][Batch 2799], Speed: 78.756 samples/sec, CrossEntropy=2.682, SmoothL1=1.299
[Epoch 66][Batch 2899], Speed: 75.404 samples/sec, CrossEntropy=2.682, SmoothL1=1.299
[Epoch 66][Batch 2999], Speed: 76.256 samples/sec, CrossEntropy=2.682, SmoothL1=1.299
[Epoch 66][Batch 3099], Speed: 78.762 samples/sec, CrossEntropy=2.683, SmoothL1=1.298
[Epoch 66][Batch 3199], Speed: 77.439 samples/sec, CrossEntropy=2.683, SmoothL1=1.298
[Epoch 66][Batch 3299], Speed: 79.784 samples/sec, CrossEntropy=2.683, SmoothL1=1.299
[Epoch 66][Batch 3399], Speed: 79.161 samples/sec, CrossEntropy=2.683, SmoothL1=1.299
[Epoch 66][Batch 3499], Speed: 84.640 samples/sec, CrossEntropy=2.685, SmoothL1=1.300
[Epoch 66][Batch 3599], Speed: 84.011 samples/sec, CrossEntropy=2.686, SmoothL1=1.300
[Epoch 66] Training cost: 1535.693, CrossEntropy=2.687, SmoothL1=1.301
[Epoch 67][Batch 99], Speed: 51.626 samples/sec, CrossEntropy=2.649, SmoothL1=1.241
[Epoch 67][Batch 199], Speed: 77.095 samples/sec, CrossEntropy=2.664, SmoothL1=1.259
[Epoch 67][Batch 299], Speed: 62.878 samples/sec, CrossEntropy=2.673, SmoothL1=1.270
[Epoch 67][Batch 399], Speed: 77.270 samples/sec, CrossEntropy=2.677, SmoothL1=1.273
[Epoch 67][Batch 499], Speed: 73.078 samples/sec, CrossEntropy=2.685, SmoothL1=1.286
[Epoch 67][Batch 599], Speed: 74.658 samples/sec, CrossEntropy=2.684, SmoothL1=1.290
[Epoch 67][Batch 699], Speed: 76.746 samples/sec, CrossEntropy=2.682, SmoothL1=1.287
[Epoch 67][Batch 799], Speed: 80.447 samples/sec, CrossEntropy=2.685, SmoothL1=1.285
[Epoch 67][Batch 899], Speed: 79.635 samples/sec, CrossEntropy=2.685, SmoothL1=1.286
[Epoch 67][Batch 999], Speed: 78.829 samples/sec, CrossEntropy=2.684, SmoothL1=1.286
[Epoch 67][Batch 1099], Speed: 84.540 samples/sec, CrossEntropy=2.684, SmoothL1=1.285
[Epoch 67][Batch 1199], Speed: 76.486 samples/sec, CrossEntropy=2.684, SmoothL1=1.286
[Epoch 67][Batch 1299], Speed: 80.050 samples/sec, CrossEntropy=2.684, SmoothL1=1.289
[Epoch 67][Batch 1399], Speed: 75.212 samples/sec, CrossEntropy=2.683, SmoothL1=1.289
[Epoch 67][Batch 1499], Speed: 77.182 samples/sec, CrossEntropy=2.681, SmoothL1=1.288
[Epoch 67][Batch 1599], Speed: 78.728 samples/sec, CrossEntropy=2.682, SmoothL1=1.289
[Epoch 67][Batch 1699], Speed: 82.748 samples/sec, CrossEntropy=2.682, SmoothL1=1.289
[Epoch 67][Batch 1799], Speed: 81.991 samples/sec, CrossEntropy=2.682, SmoothL1=1.289
[Epoch 67][Batch 1899], Speed: 78.368 samples/sec, CrossEntropy=2.682, SmoothL1=1.289
[Epoch 67][Batch 1999], Speed: 84.704 samples/sec, CrossEntropy=2.681, SmoothL1=1.291
[Epoch 67][Batch 2099], Speed: 82.069 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 67][Batch 2199], Speed: 77.237 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 67][Batch 2299], Speed: 74.029 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 67][Batch 2399], Speed: 79.174 samples/sec, CrossEntropy=2.679, SmoothL1=1.290
[Epoch 67][Batch 2499], Speed: 78.563 samples/sec, CrossEntropy=2.680, SmoothL1=1.290
[Epoch 67][Batch 2599], Speed: 79.235 samples/sec, CrossEntropy=2.679, SmoothL1=1.291
[Epoch 67][Batch 2699], Speed: 58.896 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 67][Batch 2799], Speed: 78.902 samples/sec, CrossEntropy=2.680, SmoothL1=1.293
[Epoch 67][Batch 2899], Speed: 78.185 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 67][Batch 2999], Speed: 73.247 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 67][Batch 3099], Speed: 78.855 samples/sec, CrossEntropy=2.679, SmoothL1=1.292
[Epoch 67][Batch 3199], Speed: 77.325 samples/sec, CrossEntropy=2.680, SmoothL1=1.291
[Epoch 67][Batch 3299], Speed: 79.419 samples/sec, CrossEntropy=2.680, SmoothL1=1.291
[Epoch 67][Batch 3399], Speed: 82.284 samples/sec, CrossEntropy=2.679, SmoothL1=1.291
[Epoch 67][Batch 3499], Speed: 84.922 samples/sec, CrossEntropy=2.679, SmoothL1=1.290
[Epoch 67][Batch 3599], Speed: 85.032 samples/sec, CrossEntropy=2.680, SmoothL1=1.291
[Epoch 67] Training cost: 1532.871, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 68][Batch 99], Speed: 48.360 samples/sec, CrossEntropy=2.704, SmoothL1=1.305
[Epoch 68][Batch 199], Speed: 75.040 samples/sec, CrossEntropy=2.686, SmoothL1=1.295
[Epoch 68][Batch 299], Speed: 76.399 samples/sec, CrossEntropy=2.680, SmoothL1=1.305
[Epoch 68][Batch 399], Speed: 68.694 samples/sec, CrossEntropy=2.670, SmoothL1=1.288
[Epoch 68][Batch 499], Speed: 82.688 samples/sec, CrossEntropy=2.670, SmoothL1=1.293
[Epoch 68][Batch 599], Speed: 74.400 samples/sec, CrossEntropy=2.675, SmoothL1=1.294
[Epoch 68][Batch 699], Speed: 77.630 samples/sec, CrossEntropy=2.677, SmoothL1=1.292
[Epoch 68][Batch 799], Speed: 81.017 samples/sec, CrossEntropy=2.677, SmoothL1=1.290
[Epoch 68][Batch 899], Speed: 76.034 samples/sec, CrossEntropy=2.683, SmoothL1=1.292
[Epoch 68][Batch 999], Speed: 70.694 samples/sec, CrossEntropy=2.682, SmoothL1=1.295
[Epoch 68][Batch 1099], Speed: 74.600 samples/sec, CrossEntropy=2.680, SmoothL1=1.294
[Epoch 68][Batch 1199], Speed: 79.247 samples/sec, CrossEntropy=2.681, SmoothL1=1.293
[Epoch 68][Batch 1299], Speed: 73.213 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 68][Batch 1399], Speed: 70.098 samples/sec, CrossEntropy=2.680, SmoothL1=1.292
[Epoch 68][Batch 1499], Speed: 75.520 samples/sec, CrossEntropy=2.681, SmoothL1=1.293
[Epoch 68][Batch 1599], Speed: 76.698 samples/sec, CrossEntropy=2.681, SmoothL1=1.294
[Epoch 68][Batch 1699], Speed: 65.673 samples/sec, CrossEntropy=2.683, SmoothL1=1.294
[Epoch 68][Batch 1799], Speed: 81.577 samples/sec, CrossEntropy=2.682, SmoothL1=1.293
[Epoch 68][Batch 1899], Speed: 78.535 samples/sec, CrossEntropy=2.682, SmoothL1=1.292
[Epoch 68][Batch 1999], Speed: 62.447 samples/sec, CrossEntropy=2.682, SmoothL1=1.293
[Epoch 68][Batch 2099], Speed: 80.253 samples/sec, CrossEntropy=2.682, SmoothL1=1.292
[Epoch 68][Batch 2199], Speed: 75.340 samples/sec, CrossEntropy=2.681, SmoothL1=1.291
[Epoch 68][Batch 2299], Speed: 75.591 samples/sec, CrossEntropy=2.681, SmoothL1=1.292
[Epoch 68][Batch 2399], Speed: 83.905 samples/sec, CrossEntropy=2.683, SmoothL1=1.295
[Epoch 68][Batch 2499], Speed: 76.032 samples/sec, CrossEntropy=2.683, SmoothL1=1.295
[Epoch 68][Batch 2599], Speed: 79.414 samples/sec, CrossEntropy=2.683, SmoothL1=1.295
[Epoch 68][Batch 2699], Speed: 70.535 samples/sec, CrossEntropy=2.683, SmoothL1=1.296
[Epoch 68][Batch 2799], Speed: 78.065 samples/sec, CrossEntropy=2.683, SmoothL1=1.297
[Epoch 68][Batch 2899], Speed: 79.103 samples/sec, CrossEntropy=2.682, SmoothL1=1.297
[Epoch 68][Batch 2999], Speed: 77.958 samples/sec, CrossEntropy=2.683, SmoothL1=1.297
[Epoch 68][Batch 3099], Speed: 77.994 samples/sec, CrossEntropy=2.683, SmoothL1=1.297
[Epoch 68][Batch 3199], Speed: 75.376 samples/sec, CrossEntropy=2.683, SmoothL1=1.297
[Epoch 68][Batch 3299], Speed: 79.931 samples/sec, CrossEntropy=2.682, SmoothL1=1.297
[Epoch 68][Batch 3399], Speed: 80.479 samples/sec, CrossEntropy=2.683, SmoothL1=1.296
[Epoch 68][Batch 3499], Speed: 84.835 samples/sec, CrossEntropy=2.683, SmoothL1=1.296
[Epoch 68][Batch 3599], Speed: 85.759 samples/sec, CrossEntropy=2.684, SmoothL1=1.297
[Epoch 68] Training cost: 1536.289, CrossEntropy=2.684, SmoothL1=1.298
[Epoch 69][Batch 99], Speed: 65.471 samples/sec, CrossEntropy=2.626, SmoothL1=1.289
[Epoch 69][Batch 199], Speed: 74.214 samples/sec, CrossEntropy=2.636, SmoothL1=1.294
[Epoch 69][Batch 299], Speed: 84.785 samples/sec, CrossEntropy=2.644, SmoothL1=1.296
[Epoch 69][Batch 399], Speed: 80.884 samples/sec, CrossEntropy=2.656, SmoothL1=1.301
[Epoch 69][Batch 499], Speed: 83.708 samples/sec, CrossEntropy=2.654, SmoothL1=1.296
[Epoch 69][Batch 599], Speed: 81.494 samples/sec, CrossEntropy=2.658, SmoothL1=1.292
[Epoch 69][Batch 699], Speed: 76.177 samples/sec, CrossEntropy=2.655, SmoothL1=1.283
[Epoch 69][Batch 799], Speed: 83.063 samples/sec, CrossEntropy=2.651, SmoothL1=1.282
[Epoch 69][Batch 899], Speed: 80.030 samples/sec, CrossEntropy=2.648, SmoothL1=1.281
[Epoch 69][Batch 999], Speed: 79.599 samples/sec, CrossEntropy=2.652, SmoothL1=1.283
[Epoch 69][Batch 1099], Speed: 77.642 samples/sec, CrossEntropy=2.657, SmoothL1=1.285
[Epoch 69][Batch 1199], Speed: 82.092 samples/sec, CrossEntropy=2.661, SmoothL1=1.289
[Epoch 69][Batch 1299], Speed: 78.269 samples/sec, CrossEntropy=2.663, SmoothL1=1.292
[Epoch 69][Batch 1399], Speed: 84.783 samples/sec, CrossEntropy=2.666, SmoothL1=1.291
[Epoch 69][Batch 1499], Speed: 79.571 samples/sec, CrossEntropy=2.665, SmoothL1=1.292
[Epoch 69][Batch 1599], Speed: 79.393 samples/sec, CrossEntropy=2.665, SmoothL1=1.290
[Epoch 69][Batch 1699], Speed: 78.079 samples/sec, CrossEntropy=2.664, SmoothL1=1.288
[Epoch 69][Batch 1799], Speed: 77.053 samples/sec, CrossEntropy=2.664, SmoothL1=1.287
[Epoch 69][Batch 1899], Speed: 74.941 samples/sec, CrossEntropy=2.665, SmoothL1=1.287
[Epoch 69][Batch 1999], Speed: 78.379 samples/sec, CrossEntropy=2.666, SmoothL1=1.288
[Epoch 69][Batch 2099], Speed: 83.936 samples/sec, CrossEntropy=2.668, SmoothL1=1.289
[Epoch 69][Batch 2199], Speed: 76.957 samples/sec, CrossEntropy=2.668, SmoothL1=1.288
[Epoch 69][Batch 2299], Speed: 79.160 samples/sec, CrossEntropy=2.669, SmoothL1=1.289
[Epoch 69][Batch 2399], Speed: 82.567 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 69][Batch 2499], Speed: 76.311 samples/sec, CrossEntropy=2.669, SmoothL1=1.288
[Epoch 69][Batch 2599], Speed: 75.707 samples/sec, CrossEntropy=2.668, SmoothL1=1.287
[Epoch 69][Batch 2699], Speed: 66.562 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 69][Batch 2799], Speed: 74.677 samples/sec, CrossEntropy=2.668, SmoothL1=1.286
[Epoch 69][Batch 2899], Speed: 76.006 samples/sec, CrossEntropy=2.668, SmoothL1=1.286
[Epoch 69][Batch 2999], Speed: 75.488 samples/sec, CrossEntropy=2.668, SmoothL1=1.285
[Epoch 69][Batch 3099], Speed: 77.361 samples/sec, CrossEntropy=2.669, SmoothL1=1.284
[Epoch 69][Batch 3199], Speed: 76.123 samples/sec, CrossEntropy=2.670, SmoothL1=1.285
[Epoch 69][Batch 3299], Speed: 68.472 samples/sec, CrossEntropy=2.670, SmoothL1=1.286
[Epoch 69][Batch 3399], Speed: 78.446 samples/sec, CrossEntropy=2.671, SmoothL1=1.287
[Epoch 69][Batch 3499], Speed: 85.329 samples/sec, CrossEntropy=2.671, SmoothL1=1.287
[Epoch 69][Batch 3599], Speed: 85.166 samples/sec, CrossEntropy=2.671, SmoothL1=1.288
[Epoch 69] Training cost: 1535.061, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 69] 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 ] = 0.438
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.252
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.091
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.287
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.374
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.229
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.345
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.362
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.132
 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 ] = 0.530
person=37.7
bicycle=18.9
car=28.0
motorcycle=27.6
airplane=44.4
bus=47.2
train=43.0
truck=24.6
boat=13.8
traffic light=11.9
fire hydrant=44.5
stop sign=43.1
parking meter=28.5
bench=13.2
bird=18.4
cat=48.4
dog=42.3
horse=38.2
sheep=32.5
cow=34.2
elephant=42.3
bear=55.1
zebra=50.4
giraffe=49.8
backpack=4.2
umbrella=23.5
handbag=4.4
tie=15.0
suitcase=17.6
frisbee=34.0
skis=11.1
snowboard=14.1
sports ball=26.3
kite=20.0
baseball bat=12.7
baseball glove=17.7
skateboard=29.8
surfboard=20.0
tennis racket=25.8
bottle=17.2
wine glass=16.7
cup=22.3
fork=10.6
knife=5.0
spoon=4.6
bowl=25.2
banana=12.7
apple=8.6
sandwich=24.5
orange=19.9
broccoli=15.3
carrot=11.4
hot dog=20.8
pizza=35.1
donut=26.8
cake=21.0
chair=14.3
couch=30.3
potted plant=13.0
bed=31.4
dining table=19.9
toilet=42.3
tv=42.8
laptop=40.3
mouse=36.9
remote=9.2
keyboard=31.1
cell phone=18.6
microwave=40.8
oven=23.7
toaster=7.8
sink=19.7
refrigerator=34.4
book=4.7
clock=31.5
vase=18.9
scissors=14.5
teddy bear=28.2
hair drier=0.0
toothbrush=4.9
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=24.6
[Epoch 70][Batch 99], Speed: 63.174 samples/sec, CrossEntropy=2.656, SmoothL1=1.300
[Epoch 70][Batch 199], Speed: 83.528 samples/sec, CrossEntropy=2.660, SmoothL1=1.297
[Epoch 70][Batch 299], Speed: 62.044 samples/sec, CrossEntropy=2.652, SmoothL1=1.289
[Epoch 70][Batch 399], Speed: 58.620 samples/sec, CrossEntropy=2.657, SmoothL1=1.286
[Epoch 70][Batch 499], Speed: 83.358 samples/sec, CrossEntropy=2.657, SmoothL1=1.282
[Epoch 70][Batch 599], Speed: 79.774 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 70][Batch 699], Speed: 80.501 samples/sec, CrossEntropy=2.653, SmoothL1=1.278
[Epoch 70][Batch 799], Speed: 82.686 samples/sec, CrossEntropy=2.657, SmoothL1=1.282
[Epoch 70][Batch 899], Speed: 79.023 samples/sec, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 70][Batch 999], Speed: 76.716 samples/sec, CrossEntropy=2.664, SmoothL1=1.286
[Epoch 70][Batch 1099], Speed: 78.078 samples/sec, CrossEntropy=2.664, SmoothL1=1.287
[Epoch 70][Batch 1199], Speed: 78.964 samples/sec, CrossEntropy=2.667, SmoothL1=1.290
[Epoch 70][Batch 1299], Speed: 77.530 samples/sec, CrossEntropy=2.670, SmoothL1=1.293
[Epoch 70][Batch 1399], Speed: 84.789 samples/sec, CrossEntropy=2.668, SmoothL1=1.290
[Epoch 70][Batch 1499], Speed: 79.217 samples/sec, CrossEntropy=2.667, SmoothL1=1.290
[Epoch 70][Batch 1599], Speed: 78.944 samples/sec, CrossEntropy=2.668, SmoothL1=1.290
[Epoch 70][Batch 1699], Speed: 77.649 samples/sec, CrossEntropy=2.668, SmoothL1=1.289
[Epoch 70][Batch 1799], Speed: 78.761 samples/sec, CrossEntropy=2.666, SmoothL1=1.287
[Epoch 70][Batch 1899], Speed: 74.952 samples/sec, CrossEntropy=2.667, SmoothL1=1.287
[Epoch 70][Batch 1999], Speed: 79.371 samples/sec, CrossEntropy=2.670, SmoothL1=1.290
[Epoch 70][Batch 2099], Speed: 84.086 samples/sec, CrossEntropy=2.673, SmoothL1=1.291
[Epoch 70][Batch 2199], Speed: 78.086 samples/sec, CrossEntropy=2.672, SmoothL1=1.292
[Epoch 70][Batch 2299], Speed: 77.728 samples/sec, CrossEntropy=2.672, SmoothL1=1.293
[Epoch 70][Batch 2399], Speed: 84.374 samples/sec, CrossEntropy=2.672, SmoothL1=1.294
[Epoch 70][Batch 2499], Speed: 79.890 samples/sec, CrossEntropy=2.672, SmoothL1=1.293
[Epoch 70][Batch 2599], Speed: 79.995 samples/sec, CrossEntropy=2.673, SmoothL1=1.295
[Epoch 70][Batch 2699], Speed: 77.855 samples/sec, CrossEntropy=2.673, SmoothL1=1.294
[Epoch 70][Batch 2799], Speed: 81.650 samples/sec, CrossEntropy=2.672, SmoothL1=1.295
[Epoch 70][Batch 2899], Speed: 77.390 samples/sec, CrossEntropy=2.674, SmoothL1=1.296
[Epoch 70][Batch 2999], Speed: 72.192 samples/sec, CrossEntropy=2.676, SmoothL1=1.298
[Epoch 70][Batch 3099], Speed: 79.631 samples/sec, CrossEntropy=2.676, SmoothL1=1.297
[Epoch 70][Batch 3199], Speed: 76.768 samples/sec, CrossEntropy=2.676, SmoothL1=1.296
[Epoch 70][Batch 3299], Speed: 79.676 samples/sec, CrossEntropy=2.677, SmoothL1=1.296
[Epoch 70][Batch 3399], Speed: 75.880 samples/sec, CrossEntropy=2.678, SmoothL1=1.296
[Epoch 70][Batch 3499], Speed: 84.927 samples/sec, CrossEntropy=2.678, SmoothL1=1.296
[Epoch 70][Batch 3599], Speed: 84.597 samples/sec, CrossEntropy=2.677, SmoothL1=1.295
[Epoch 70] Training cost: 1532.523, CrossEntropy=2.678, SmoothL1=1.295
[Epoch 71][Batch 99], Speed: 55.963 samples/sec, CrossEntropy=2.628, SmoothL1=1.258
[Epoch 71][Batch 199], Speed: 76.806 samples/sec, CrossEntropy=2.645, SmoothL1=1.276
[Epoch 71][Batch 299], Speed: 73.302 samples/sec, CrossEntropy=2.651, SmoothL1=1.282
[Epoch 71][Batch 399], Speed: 78.048 samples/sec, CrossEntropy=2.659, SmoothL1=1.277
[Epoch 71][Batch 499], Speed: 82.598 samples/sec, CrossEntropy=2.657, SmoothL1=1.284
[Epoch 71][Batch 599], Speed: 74.896 samples/sec, CrossEntropy=2.655, SmoothL1=1.285
[Epoch 71][Batch 699], Speed: 73.296 samples/sec, CrossEntropy=2.658, SmoothL1=1.286
[Epoch 71][Batch 799], Speed: 76.238 samples/sec, CrossEntropy=2.661, SmoothL1=1.288
[Epoch 71][Batch 899], Speed: 80.365 samples/sec, CrossEntropy=2.661, SmoothL1=1.289
[Epoch 71][Batch 999], Speed: 85.991 samples/sec, CrossEntropy=2.660, SmoothL1=1.286
[Epoch 71][Batch 1099], Speed: 82.446 samples/sec, CrossEntropy=2.659, SmoothL1=1.285
[Epoch 71][Batch 1199], Speed: 75.970 samples/sec, CrossEntropy=2.660, SmoothL1=1.286
[Epoch 71][Batch 1299], Speed: 77.768 samples/sec, CrossEntropy=2.663, SmoothL1=1.286
[Epoch 71][Batch 1399], Speed: 83.395 samples/sec, CrossEntropy=2.667, SmoothL1=1.290
[Epoch 71][Batch 1499], Speed: 78.175 samples/sec, CrossEntropy=2.667, SmoothL1=1.289
[Epoch 71][Batch 1599], Speed: 80.149 samples/sec, CrossEntropy=2.666, SmoothL1=1.287
[Epoch 71][Batch 1699], Speed: 85.050 samples/sec, CrossEntropy=2.666, SmoothL1=1.286
[Epoch 71][Batch 1799], Speed: 76.915 samples/sec, CrossEntropy=2.667, SmoothL1=1.286
[Epoch 71][Batch 1899], Speed: 76.789 samples/sec, CrossEntropy=2.666, SmoothL1=1.286
[Epoch 71][Batch 1999], Speed: 85.180 samples/sec, CrossEntropy=2.666, SmoothL1=1.286
[Epoch 71][Batch 2099], Speed: 77.980 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 71][Batch 2199], Speed: 76.573 samples/sec, CrossEntropy=2.670, SmoothL1=1.288
[Epoch 71][Batch 2299], Speed: 77.968 samples/sec, CrossEntropy=2.669, SmoothL1=1.289
[Epoch 71][Batch 2399], Speed: 83.701 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 71][Batch 2499], Speed: 81.821 samples/sec, CrossEntropy=2.670, SmoothL1=1.288
[Epoch 71][Batch 2599], Speed: 75.744 samples/sec, CrossEntropy=2.671, SmoothL1=1.290
[Epoch 71][Batch 2699], Speed: 80.812 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 71][Batch 2799], Speed: 78.831 samples/sec, CrossEntropy=2.672, SmoothL1=1.288
[Epoch 71][Batch 2899], Speed: 79.938 samples/sec, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 71][Batch 2999], Speed: 84.263 samples/sec, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 71][Batch 3099], Speed: 80.659 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 71][Batch 3199], Speed: 80.672 samples/sec, CrossEntropy=2.674, SmoothL1=1.289
[Epoch 71][Batch 3299], Speed: 76.707 samples/sec, CrossEntropy=2.674, SmoothL1=1.288
[Epoch 71][Batch 3399], Speed: 81.888 samples/sec, CrossEntropy=2.674, SmoothL1=1.288
[Epoch 71][Batch 3499], Speed: 86.059 samples/sec, CrossEntropy=2.673, SmoothL1=1.288
[Epoch 71][Batch 3599], Speed: 84.661 samples/sec, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 71] Training cost: 1531.563, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 72][Batch 99], Speed: 63.080 samples/sec, CrossEntropy=2.645, SmoothL1=1.291
[Epoch 72][Batch 199], Speed: 82.369 samples/sec, CrossEntropy=2.665, SmoothL1=1.293
[Epoch 72][Batch 299], Speed: 80.532 samples/sec, CrossEntropy=2.658, SmoothL1=1.296
[Epoch 72][Batch 399], Speed: 68.702 samples/sec, CrossEntropy=2.660, SmoothL1=1.290
[Epoch 72][Batch 499], Speed: 75.878 samples/sec, CrossEntropy=2.648, SmoothL1=1.274
[Epoch 72][Batch 599], Speed: 76.916 samples/sec, CrossEntropy=2.660, SmoothL1=1.286
[Epoch 72][Batch 699], Speed: 73.559 samples/sec, CrossEntropy=2.666, SmoothL1=1.295
[Epoch 72][Batch 799], Speed: 78.391 samples/sec, CrossEntropy=2.673, SmoothL1=1.295
[Epoch 72][Batch 899], Speed: 82.106 samples/sec, CrossEntropy=2.673, SmoothL1=1.291
[Epoch 72][Batch 999], Speed: 80.690 samples/sec, CrossEntropy=2.673, SmoothL1=1.293
[Epoch 72][Batch 1099], Speed: 76.064 samples/sec, CrossEntropy=2.674, SmoothL1=1.293
[Epoch 72][Batch 1199], Speed: 82.687 samples/sec, CrossEntropy=2.673, SmoothL1=1.294
[Epoch 72][Batch 1299], Speed: 80.882 samples/sec, CrossEntropy=2.674, SmoothL1=1.297
[Epoch 72][Batch 1399], Speed: 79.305 samples/sec, CrossEntropy=2.670, SmoothL1=1.291
[Epoch 72][Batch 1499], Speed: 84.744 samples/sec, CrossEntropy=2.669, SmoothL1=1.291
[Epoch 72][Batch 1599], Speed: 76.659 samples/sec, CrossEntropy=2.669, SmoothL1=1.292
[Epoch 72][Batch 1699], Speed: 75.927 samples/sec, CrossEntropy=2.669, SmoothL1=1.291
[Epoch 72][Batch 1799], Speed: 76.169 samples/sec, CrossEntropy=2.669, SmoothL1=1.292
[Epoch 72][Batch 1899], Speed: 84.461 samples/sec, CrossEntropy=2.669, SmoothL1=1.292
[Epoch 72][Batch 1999], Speed: 75.871 samples/sec, CrossEntropy=2.671, SmoothL1=1.292
[Epoch 72][Batch 2099], Speed: 78.958 samples/sec, CrossEntropy=2.672, SmoothL1=1.291
[Epoch 72][Batch 2199], Speed: 80.259 samples/sec, CrossEntropy=2.671, SmoothL1=1.289
[Epoch 72][Batch 2299], Speed: 81.226 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 72][Batch 2399], Speed: 77.631 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 72][Batch 2499], Speed: 82.964 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 72][Batch 2599], Speed: 80.860 samples/sec, CrossEntropy=2.672, SmoothL1=1.288
[Epoch 72][Batch 2699], Speed: 75.120 samples/sec, CrossEntropy=2.671, SmoothL1=1.288
[Epoch 72][Batch 2799], Speed: 60.347 samples/sec, CrossEntropy=2.671, SmoothL1=1.287
[Epoch 72][Batch 2899], Speed: 77.119 samples/sec, CrossEntropy=2.671, SmoothL1=1.287
[Epoch 72][Batch 2999], Speed: 78.704 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 72][Batch 3099], Speed: 78.637 samples/sec, CrossEntropy=2.672, SmoothL1=1.289
[Epoch 72][Batch 3199], Speed: 82.219 samples/sec, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 72][Batch 3299], Speed: 75.188 samples/sec, CrossEntropy=2.674, SmoothL1=1.289
[Epoch 72][Batch 3399], Speed: 78.583 samples/sec, CrossEntropy=2.675, SmoothL1=1.289
[Epoch 72][Batch 3499], Speed: 85.355 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 72][Batch 3599], Speed: 85.236 samples/sec, CrossEntropy=2.675, SmoothL1=1.289
[Epoch 72] Training cost: 1539.371, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 73][Batch 99], Speed: 50.414 samples/sec, CrossEntropy=2.662, SmoothL1=1.302
[Epoch 73][Batch 199], Speed: 80.435 samples/sec, CrossEntropy=2.656, SmoothL1=1.300
[Epoch 73][Batch 299], Speed: 77.765 samples/sec, CrossEntropy=2.648, SmoothL1=1.297
[Epoch 73][Batch 399], Speed: 72.854 samples/sec, CrossEntropy=2.655, SmoothL1=1.291
[Epoch 73][Batch 499], Speed: 79.039 samples/sec, CrossEntropy=2.661, SmoothL1=1.297
[Epoch 73][Batch 599], Speed: 78.984 samples/sec, CrossEntropy=2.664, SmoothL1=1.303
[Epoch 73][Batch 699], Speed: 76.896 samples/sec, CrossEntropy=2.665, SmoothL1=1.300
[Epoch 73][Batch 799], Speed: 75.590 samples/sec, CrossEntropy=2.665, SmoothL1=1.299
[Epoch 73][Batch 899], Speed: 83.513 samples/sec, CrossEntropy=2.668, SmoothL1=1.298
[Epoch 73][Batch 999], Speed: 77.829 samples/sec, CrossEntropy=2.670, SmoothL1=1.299
[Epoch 73][Batch 1099], Speed: 66.824 samples/sec, CrossEntropy=2.668, SmoothL1=1.296
[Epoch 73][Batch 1199], Speed: 78.101 samples/sec, CrossEntropy=2.669, SmoothL1=1.293
[Epoch 73][Batch 1299], Speed: 80.812 samples/sec, CrossEntropy=2.669, SmoothL1=1.293
[Epoch 73][Batch 1399], Speed: 78.291 samples/sec, CrossEntropy=2.670, SmoothL1=1.293
[Epoch 73][Batch 1499], Speed: 63.337 samples/sec, CrossEntropy=2.672, SmoothL1=1.294
[Epoch 73][Batch 1599], Speed: 76.978 samples/sec, CrossEntropy=2.672, SmoothL1=1.293
[Epoch 73][Batch 1699], Speed: 77.231 samples/sec, CrossEntropy=2.673, SmoothL1=1.294
[Epoch 73][Batch 1799], Speed: 75.671 samples/sec, CrossEntropy=2.672, SmoothL1=1.291
[Epoch 73][Batch 1899], Speed: 76.571 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 73][Batch 1999], Speed: 79.046 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 73][Batch 2099], Speed: 73.705 samples/sec, CrossEntropy=2.670, SmoothL1=1.287
[Epoch 73][Batch 2199], Speed: 76.845 samples/sec, CrossEntropy=2.670, SmoothL1=1.288
[Epoch 73][Batch 2299], Speed: 77.550 samples/sec, CrossEntropy=2.671, SmoothL1=1.289
[Epoch 73][Batch 2399], Speed: 85.205 samples/sec, CrossEntropy=2.671, SmoothL1=1.290
[Epoch 73][Batch 2499], Speed: 69.541 samples/sec, CrossEntropy=2.672, SmoothL1=1.290
[Epoch 73][Batch 2599], Speed: 77.124 samples/sec, CrossEntropy=2.674, SmoothL1=1.292
[Epoch 73][Batch 2699], Speed: 76.439 samples/sec, CrossEntropy=2.674, SmoothL1=1.292
[Epoch 73][Batch 2799], Speed: 81.886 samples/sec, CrossEntropy=2.673, SmoothL1=1.291
[Epoch 73][Batch 2899], Speed: 77.613 samples/sec, CrossEntropy=2.672, SmoothL1=1.288
[Epoch 73][Batch 2999], Speed: 75.768 samples/sec, CrossEntropy=2.673, SmoothL1=1.289
[Epoch 73][Batch 3099], Speed: 77.390 samples/sec, CrossEntropy=2.674, SmoothL1=1.290
[Epoch 73][Batch 3199], Speed: 79.014 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 73][Batch 3299], Speed: 78.051 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 73][Batch 3399], Speed: 77.153 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 73][Batch 3499], Speed: 85.365 samples/sec, CrossEntropy=2.675, SmoothL1=1.290
[Epoch 73][Batch 3599], Speed: 84.931 samples/sec, CrossEntropy=2.674, SmoothL1=1.290
[Epoch 73] Training cost: 1534.455, CrossEntropy=2.674, SmoothL1=1.289
[Epoch 74][Batch 99], Speed: 45.691 samples/sec, CrossEntropy=2.625, SmoothL1=1.292
[Epoch 74][Batch 199], Speed: 77.690 samples/sec, CrossEntropy=2.657, SmoothL1=1.297
[Epoch 74][Batch 299], Speed: 83.849 samples/sec, CrossEntropy=2.661, SmoothL1=1.293
[Epoch 74][Batch 399], Speed: 78.447 samples/sec, CrossEntropy=2.669, SmoothL1=1.293
[Epoch 74][Batch 499], Speed: 82.460 samples/sec, CrossEntropy=2.663, SmoothL1=1.283
[Epoch 74][Batch 599], Speed: 74.278 samples/sec, CrossEntropy=2.665, SmoothL1=1.284
[Epoch 74][Batch 699], Speed: 79.122 samples/sec, CrossEntropy=2.666, SmoothL1=1.284
[Epoch 74][Batch 799], Speed: 82.527 samples/sec, CrossEntropy=2.671, SmoothL1=1.289
[Epoch 74][Batch 899], Speed: 77.734 samples/sec, CrossEntropy=2.669, SmoothL1=1.288
[Epoch 74][Batch 999], Speed: 80.026 samples/sec, CrossEntropy=2.668, SmoothL1=1.284
[Epoch 74][Batch 1099], Speed: 84.948 samples/sec, CrossEntropy=2.667, SmoothL1=1.282
[Epoch 74][Batch 1199], Speed: 76.945 samples/sec, CrossEntropy=2.670, SmoothL1=1.284
[Epoch 74][Batch 1299], Speed: 71.929 samples/sec, CrossEntropy=2.669, SmoothL1=1.283
[Epoch 74][Batch 1399], Speed: 76.357 samples/sec, CrossEntropy=2.670, SmoothL1=1.281
[Epoch 74][Batch 1499], Speed: 78.114 samples/sec, CrossEntropy=2.670, SmoothL1=1.280
[Epoch 74][Batch 1599], Speed: 76.921 samples/sec, CrossEntropy=2.670, SmoothL1=1.277
[Epoch 74][Batch 1699], Speed: 74.752 samples/sec, CrossEntropy=2.668, SmoothL1=1.275
[Epoch 74][Batch 1799], Speed: 75.451 samples/sec, CrossEntropy=2.669, SmoothL1=1.278
[Epoch 74][Batch 1899], Speed: 78.068 samples/sec, CrossEntropy=2.668, SmoothL1=1.279
[Epoch 74][Batch 1999], Speed: 76.943 samples/sec, CrossEntropy=2.668, SmoothL1=1.280
[Epoch 74][Batch 2099], Speed: 82.499 samples/sec, CrossEntropy=2.669, SmoothL1=1.280
[Epoch 74][Batch 2199], Speed: 78.789 samples/sec, CrossEntropy=2.670, SmoothL1=1.281
[Epoch 74][Batch 2299], Speed: 76.371 samples/sec, CrossEntropy=2.671, SmoothL1=1.281
[Epoch 74][Batch 2399], Speed: 82.741 samples/sec, CrossEntropy=2.671, SmoothL1=1.281
[Epoch 74][Batch 2499], Speed: 78.374 samples/sec, CrossEntropy=2.671, SmoothL1=1.280
[Epoch 74][Batch 2599], Speed: 79.515 samples/sec, CrossEntropy=2.673, SmoothL1=1.281
[Epoch 74][Batch 2699], Speed: 81.479 samples/sec, CrossEntropy=2.673, SmoothL1=1.282
[Epoch 74][Batch 2799], Speed: 75.339 samples/sec, CrossEntropy=2.673, SmoothL1=1.281
[Epoch 74][Batch 2899], Speed: 78.207 samples/sec, CrossEntropy=2.672, SmoothL1=1.281
[Epoch 74][Batch 2999], Speed: 72.166 samples/sec, CrossEntropy=2.673, SmoothL1=1.282
[Epoch 74][Batch 3099], Speed: 78.706 samples/sec, CrossEntropy=2.673, SmoothL1=1.283
[Epoch 74][Batch 3199], Speed: 78.427 samples/sec, CrossEntropy=2.672, SmoothL1=1.283
[Epoch 74][Batch 3299], Speed: 75.221 samples/sec, CrossEntropy=2.672, SmoothL1=1.284
[Epoch 74][Batch 3399], Speed: 78.227 samples/sec, CrossEntropy=2.671, SmoothL1=1.284
[Epoch 74][Batch 3499], Speed: 83.910 samples/sec, CrossEntropy=2.670, SmoothL1=1.283
[Epoch 74][Batch 3599], Speed: 84.422 samples/sec, CrossEntropy=2.670, SmoothL1=1.282
[Epoch 74] Training cost: 1537.884, CrossEntropy=2.670, SmoothL1=1.282
[Epoch 75][Batch 99], Speed: 51.062 samples/sec, CrossEntropy=2.656, SmoothL1=1.290
[Epoch 75][Batch 199], Speed: 74.731 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 75][Batch 299], Speed: 80.297 samples/sec, CrossEntropy=2.664, SmoothL1=1.271
[Epoch 75][Batch 399], Speed: 82.430 samples/sec, CrossEntropy=2.659, SmoothL1=1.270
[Epoch 75][Batch 499], Speed: 77.599 samples/sec, CrossEntropy=2.661, SmoothL1=1.276
[Epoch 75][Batch 599], Speed: 79.714 samples/sec, CrossEntropy=2.670, SmoothL1=1.286
[Epoch 75][Batch 699], Speed: 74.052 samples/sec, CrossEntropy=2.668, SmoothL1=1.286
[Epoch 75][Batch 799], Speed: 81.357 samples/sec, CrossEntropy=2.672, SmoothL1=1.291
[Epoch 75][Batch 899], Speed: 77.741 samples/sec, CrossEntropy=2.674, SmoothL1=1.293
[Epoch 75][Batch 999], Speed: 77.270 samples/sec, CrossEntropy=2.670, SmoothL1=1.290
[Epoch 75][Batch 1099], Speed: 83.576 samples/sec, CrossEntropy=2.667, SmoothL1=1.288
[Epoch 75][Batch 1199], Speed: 78.165 samples/sec, CrossEntropy=2.669, SmoothL1=1.288
[Epoch 75][Batch 1299], Speed: 80.288 samples/sec, CrossEntropy=2.668, SmoothL1=1.290
[Epoch 75][Batch 1399], Speed: 76.194 samples/sec, CrossEntropy=2.667, SmoothL1=1.290
[Epoch 75][Batch 1499], Speed: 83.322 samples/sec, CrossEntropy=2.666, SmoothL1=1.291
[Epoch 75][Batch 1599], Speed: 80.810 samples/sec, CrossEntropy=2.665, SmoothL1=1.291
[Epoch 75][Batch 1699], Speed: 76.593 samples/sec, CrossEntropy=2.663, SmoothL1=1.289
[Epoch 75][Batch 1799], Speed: 83.572 samples/sec, CrossEntropy=2.663, SmoothL1=1.291
[Epoch 75][Batch 1899], Speed: 75.463 samples/sec, CrossEntropy=2.662, SmoothL1=1.290
[Epoch 75][Batch 1999], Speed: 76.052 samples/sec, CrossEntropy=2.660, SmoothL1=1.287
[Epoch 75][Batch 2099], Speed: 82.321 samples/sec, CrossEntropy=2.660, SmoothL1=1.285
[Epoch 75][Batch 2199], Speed: 78.357 samples/sec, CrossEntropy=2.659, SmoothL1=1.284
[Epoch 75][Batch 2299], Speed: 78.725 samples/sec, CrossEntropy=2.660, SmoothL1=1.285
[Epoch 75][Batch 2399], Speed: 76.798 samples/sec, CrossEntropy=2.661, SmoothL1=1.286
[Epoch 75][Batch 2499], Speed: 83.378 samples/sec, CrossEntropy=2.662, SmoothL1=1.286
[Epoch 75][Batch 2599], Speed: 79.128 samples/sec, CrossEntropy=2.660, SmoothL1=1.285
[Epoch 75][Batch 2699], Speed: 75.240 samples/sec, CrossEntropy=2.659, SmoothL1=1.283
[Epoch 75][Batch 2799], Speed: 82.010 samples/sec, CrossEntropy=2.659, SmoothL1=1.282
[Epoch 75][Batch 2899], Speed: 79.262 samples/sec, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 75][Batch 2999], Speed: 84.409 samples/sec, CrossEntropy=2.660, SmoothL1=1.283
[Epoch 75][Batch 3099], Speed: 82.765 samples/sec, CrossEntropy=2.661, SmoothL1=1.283
[Epoch 75][Batch 3199], Speed: 77.666 samples/sec, CrossEntropy=2.663, SmoothL1=1.284
[Epoch 75][Batch 3299], Speed: 76.220 samples/sec, CrossEntropy=2.664, SmoothL1=1.284
[Epoch 75][Batch 3399], Speed: 78.730 samples/sec, CrossEntropy=2.666, SmoothL1=1.284
[Epoch 75][Batch 3499], Speed: 84.345 samples/sec, CrossEntropy=2.665, SmoothL1=1.284
[Epoch 75][Batch 3599], Speed: 84.361 samples/sec, CrossEntropy=2.666, SmoothL1=1.284
[Epoch 75] Training cost: 1533.943, CrossEntropy=2.666, SmoothL1=1.284
[Epoch 76][Batch 99], Speed: 52.620 samples/sec, CrossEntropy=2.612, SmoothL1=1.223
[Epoch 76][Batch 199], Speed: 77.524 samples/sec, CrossEntropy=2.627, SmoothL1=1.242
[Epoch 76][Batch 299], Speed: 84.606 samples/sec, CrossEntropy=2.627, SmoothL1=1.249
[Epoch 76][Batch 399], Speed: 78.086 samples/sec, CrossEntropy=2.633, SmoothL1=1.252
[Epoch 76][Batch 499], Speed: 77.697 samples/sec, CrossEntropy=2.637, SmoothL1=1.257
[Epoch 76][Batch 599], Speed: 77.910 samples/sec, CrossEntropy=2.636, SmoothL1=1.256
[Epoch 76][Batch 699], Speed: 79.588 samples/sec, CrossEntropy=2.637, SmoothL1=1.258
[Epoch 76][Batch 799], Speed: 83.073 samples/sec, CrossEntropy=2.638, SmoothL1=1.257
[Epoch 76][Batch 899], Speed: 77.679 samples/sec, CrossEntropy=2.641, SmoothL1=1.259
[Epoch 76][Batch 999], Speed: 79.295 samples/sec, CrossEntropy=2.642, SmoothL1=1.260
[Epoch 76][Batch 1099], Speed: 71.574 samples/sec, CrossEntropy=2.644, SmoothL1=1.263
[Epoch 76][Batch 1199], Speed: 78.793 samples/sec, CrossEntropy=2.646, SmoothL1=1.262
[Epoch 76][Batch 1299], Speed: 80.695 samples/sec, CrossEntropy=2.648, SmoothL1=1.266
[Epoch 76][Batch 1399], Speed: 84.029 samples/sec, CrossEntropy=2.646, SmoothL1=1.265
[Epoch 76][Batch 1499], Speed: 77.280 samples/sec, CrossEntropy=2.645, SmoothL1=1.265
[Epoch 76][Batch 1599], Speed: 76.615 samples/sec, CrossEntropy=2.648, SmoothL1=1.267
[Epoch 76][Batch 1699], Speed: 70.813 samples/sec, CrossEntropy=2.649, SmoothL1=1.269
[Epoch 76][Batch 1799], Speed: 76.728 samples/sec, CrossEntropy=2.651, SmoothL1=1.269
[Epoch 76][Batch 1899], Speed: 82.369 samples/sec, CrossEntropy=2.654, SmoothL1=1.272
[Epoch 76][Batch 1999], Speed: 86.222 samples/sec, CrossEntropy=2.653, SmoothL1=1.273
[Epoch 76][Batch 2099], Speed: 79.291 samples/sec, CrossEntropy=2.654, SmoothL1=1.273
[Epoch 76][Batch 2199], Speed: 78.225 samples/sec, CrossEntropy=2.657, SmoothL1=1.274
[Epoch 76][Batch 2299], Speed: 79.354 samples/sec, CrossEntropy=2.658, SmoothL1=1.275
[Epoch 76][Batch 2399], Speed: 73.453 samples/sec, CrossEntropy=2.658, SmoothL1=1.274
[Epoch 76][Batch 2499], Speed: 77.524 samples/sec, CrossEntropy=2.657, SmoothL1=1.274
[Epoch 76][Batch 2599], Speed: 76.884 samples/sec, CrossEntropy=2.657, SmoothL1=1.274
[Epoch 76][Batch 2699], Speed: 77.432 samples/sec, CrossEntropy=2.657, SmoothL1=1.274
[Epoch 76][Batch 2799], Speed: 76.752 samples/sec, CrossEntropy=2.658, SmoothL1=1.275
[Epoch 76][Batch 2899], Speed: 80.387 samples/sec, CrossEntropy=2.658, SmoothL1=1.274
[Epoch 76][Batch 2999], Speed: 77.422 samples/sec, CrossEntropy=2.658, SmoothL1=1.275
[Epoch 76][Batch 3099], Speed: 78.184 samples/sec, CrossEntropy=2.660, SmoothL1=1.275
[Epoch 76][Batch 3199], Speed: 78.155 samples/sec, CrossEntropy=2.661, SmoothL1=1.276
[Epoch 76][Batch 3299], Speed: 78.894 samples/sec, CrossEntropy=2.661, SmoothL1=1.276
[Epoch 76][Batch 3399], Speed: 80.406 samples/sec, CrossEntropy=2.661, SmoothL1=1.276
[Epoch 76][Batch 3499], Speed: 83.896 samples/sec, CrossEntropy=2.661, SmoothL1=1.277
[Epoch 76][Batch 3599], Speed: 85.601 samples/sec, CrossEntropy=2.661, SmoothL1=1.277
[Epoch 76] Training cost: 1530.664, CrossEntropy=2.662, SmoothL1=1.277
[Epoch 77][Batch 99], Speed: 57.239 samples/sec, CrossEntropy=2.653, SmoothL1=1.312
[Epoch 77][Batch 199], Speed: 77.134 samples/sec, CrossEntropy=2.667, SmoothL1=1.310
[Epoch 77][Batch 299], Speed: 74.703 samples/sec, CrossEntropy=2.650, SmoothL1=1.285
[Epoch 77][Batch 399], Speed: 78.097 samples/sec, CrossEntropy=2.656, SmoothL1=1.288
[Epoch 77][Batch 499], Speed: 78.121 samples/sec, CrossEntropy=2.656, SmoothL1=1.284
[Epoch 77][Batch 599], Speed: 78.548 samples/sec, CrossEntropy=2.654, SmoothL1=1.279
[Epoch 77][Batch 699], Speed: 83.851 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 77][Batch 799], Speed: 78.066 samples/sec, CrossEntropy=2.650, SmoothL1=1.275
[Epoch 77][Batch 899], Speed: 80.204 samples/sec, CrossEntropy=2.645, SmoothL1=1.269
[Epoch 77][Batch 999], Speed: 54.937 samples/sec, CrossEntropy=2.648, SmoothL1=1.275
[Epoch 77][Batch 1099], Speed: 78.257 samples/sec, CrossEntropy=2.647, SmoothL1=1.274
[Epoch 77][Batch 1199], Speed: 77.736 samples/sec, CrossEntropy=2.648, SmoothL1=1.274
[Epoch 77][Batch 1299], Speed: 84.070 samples/sec, CrossEntropy=2.649, SmoothL1=1.275
[Epoch 77][Batch 1399], Speed: 78.177 samples/sec, CrossEntropy=2.649, SmoothL1=1.277
[Epoch 77][Batch 1499], Speed: 75.775 samples/sec, CrossEntropy=2.648, SmoothL1=1.276
[Epoch 77][Batch 1599], Speed: 77.055 samples/sec, CrossEntropy=2.652, SmoothL1=1.277
[Epoch 77][Batch 1699], Speed: 81.902 samples/sec, CrossEntropy=2.654, SmoothL1=1.278
[Epoch 77][Batch 1799], Speed: 78.975 samples/sec, CrossEntropy=2.653, SmoothL1=1.278
[Epoch 77][Batch 1899], Speed: 79.544 samples/sec, CrossEntropy=2.653, SmoothL1=1.277
[Epoch 77][Batch 1999], Speed: 82.225 samples/sec, CrossEntropy=2.654, SmoothL1=1.278
[Epoch 77][Batch 2099], Speed: 79.058 samples/sec, CrossEntropy=2.655, SmoothL1=1.279
[Epoch 77][Batch 2199], Speed: 77.467 samples/sec, CrossEntropy=2.657, SmoothL1=1.281
[Epoch 77][Batch 2299], Speed: 84.352 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 77][Batch 2399], Speed: 78.351 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 77][Batch 2499], Speed: 76.324 samples/sec, CrossEntropy=2.655, SmoothL1=1.280
[Epoch 77][Batch 2599], Speed: 84.676 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 77][Batch 2699], Speed: 79.870 samples/sec, CrossEntropy=2.658, SmoothL1=1.282
[Epoch 77][Batch 2799], Speed: 79.404 samples/sec, CrossEntropy=2.659, SmoothL1=1.283
[Epoch 77][Batch 2899], Speed: 79.355 samples/sec, CrossEntropy=2.660, SmoothL1=1.285
[Epoch 77][Batch 2999], Speed: 77.855 samples/sec, CrossEntropy=2.660, SmoothL1=1.284
[Epoch 77][Batch 3099], Speed: 78.292 samples/sec, CrossEntropy=2.661, SmoothL1=1.284
[Epoch 77][Batch 3199], Speed: 75.045 samples/sec, CrossEntropy=2.661, SmoothL1=1.285
[Epoch 77][Batch 3299], Speed: 78.494 samples/sec, CrossEntropy=2.662, SmoothL1=1.286
[Epoch 77][Batch 3399], Speed: 77.143 samples/sec, CrossEntropy=2.663, SmoothL1=1.287
[Epoch 77][Batch 3499], Speed: 85.601 samples/sec, CrossEntropy=2.662, SmoothL1=1.286
[Epoch 77][Batch 3599], Speed: 84.473 samples/sec, CrossEntropy=2.662, SmoothL1=1.285
[Epoch 77] Training cost: 1535.125, CrossEntropy=2.662, SmoothL1=1.284
[Epoch 78][Batch 99], Speed: 65.610 samples/sec, CrossEntropy=2.647, SmoothL1=1.296
[Epoch 78][Batch 199], Speed: 75.102 samples/sec, CrossEntropy=2.660, SmoothL1=1.314
[Epoch 78][Batch 299], Speed: 84.203 samples/sec, CrossEntropy=2.670, SmoothL1=1.309
[Epoch 78][Batch 399], Speed: 75.678 samples/sec, CrossEntropy=2.663, SmoothL1=1.300
[Epoch 78][Batch 499], Speed: 76.937 samples/sec, CrossEntropy=2.664, SmoothL1=1.294
[Epoch 78][Batch 599], Speed: 66.254 samples/sec, CrossEntropy=2.662, SmoothL1=1.287
[Epoch 78][Batch 699], Speed: 84.570 samples/sec, CrossEntropy=2.663, SmoothL1=1.285
[Epoch 78][Batch 799], Speed: 82.994 samples/sec, CrossEntropy=2.660, SmoothL1=1.285
[Epoch 78][Batch 899], Speed: 78.966 samples/sec, CrossEntropy=2.659, SmoothL1=1.285
[Epoch 78][Batch 999], Speed: 82.777 samples/sec, CrossEntropy=2.658, SmoothL1=1.286
[Epoch 78][Batch 1099], Speed: 81.031 samples/sec, CrossEntropy=2.655, SmoothL1=1.281
[Epoch 78][Batch 1199], Speed: 79.058 samples/sec, CrossEntropy=2.651, SmoothL1=1.279
[Epoch 78][Batch 1299], Speed: 74.101 samples/sec, CrossEntropy=2.650, SmoothL1=1.280
[Epoch 78][Batch 1399], Speed: 84.331 samples/sec, CrossEntropy=2.653, SmoothL1=1.283
[Epoch 78][Batch 1499], Speed: 78.862 samples/sec, CrossEntropy=2.654, SmoothL1=1.283
[Epoch 78][Batch 1599], Speed: 75.946 samples/sec, CrossEntropy=2.653, SmoothL1=1.282
[Epoch 78][Batch 1699], Speed: 80.772 samples/sec, CrossEntropy=2.654, SmoothL1=1.282
[Epoch 78][Batch 1799], Speed: 77.471 samples/sec, CrossEntropy=2.656, SmoothL1=1.285
[Epoch 78][Batch 1899], Speed: 77.875 samples/sec, CrossEntropy=2.658, SmoothL1=1.286
[Epoch 78][Batch 1999], Speed: 84.224 samples/sec, CrossEntropy=2.660, SmoothL1=1.288
[Epoch 78][Batch 2099], Speed: 83.108 samples/sec, CrossEntropy=2.661, SmoothL1=1.288
[Epoch 78][Batch 2199], Speed: 78.577 samples/sec, CrossEntropy=2.662, SmoothL1=1.287
[Epoch 78][Batch 2299], Speed: 75.346 samples/sec, CrossEntropy=2.663, SmoothL1=1.287
[Epoch 78][Batch 2399], Speed: 84.007 samples/sec, CrossEntropy=2.664, SmoothL1=1.287
[Epoch 78][Batch 2499], Speed: 79.128 samples/sec, CrossEntropy=2.664, SmoothL1=1.287
[Epoch 78][Batch 2599], Speed: 78.881 samples/sec, CrossEntropy=2.664, SmoothL1=1.286
[Epoch 78][Batch 2699], Speed: 83.624 samples/sec, CrossEntropy=2.663, SmoothL1=1.286
[Epoch 78][Batch 2799], Speed: 76.959 samples/sec, CrossEntropy=2.662, SmoothL1=1.285
[Epoch 78][Batch 2899], Speed: 77.425 samples/sec, CrossEntropy=2.662, SmoothL1=1.285
[Epoch 78][Batch 2999], Speed: 73.030 samples/sec, CrossEntropy=2.663, SmoothL1=1.286
[Epoch 78][Batch 3099], Speed: 79.159 samples/sec, CrossEntropy=2.661, SmoothL1=1.285
[Epoch 78][Batch 3199], Speed: 79.355 samples/sec, CrossEntropy=2.662, SmoothL1=1.285
[Epoch 78][Batch 3299], Speed: 77.124 samples/sec, CrossEntropy=2.663, SmoothL1=1.285
[Epoch 78][Batch 3399], Speed: 78.834 samples/sec, CrossEntropy=2.664, SmoothL1=1.287
[Epoch 78][Batch 3499], Speed: 84.796 samples/sec, CrossEntropy=2.664, SmoothL1=1.286
[Epoch 78][Batch 3599], Speed: 84.728 samples/sec, CrossEntropy=2.665, SmoothL1=1.287
[Epoch 78] Training cost: 1535.722, CrossEntropy=2.665, SmoothL1=1.288
[Epoch 79][Batch 99], Speed: 49.637 samples/sec, CrossEntropy=2.616, SmoothL1=1.233
[Epoch 79][Batch 199], Speed: 77.195 samples/sec, CrossEntropy=2.640, SmoothL1=1.250
[Epoch 79][Batch 299], Speed: 67.091 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 79][Batch 399], Speed: 83.595 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 79][Batch 499], Speed: 84.019 samples/sec, CrossEntropy=2.635, SmoothL1=1.256
[Epoch 79][Batch 599], Speed: 76.314 samples/sec, CrossEntropy=2.633, SmoothL1=1.255
[Epoch 79][Batch 699], Speed: 80.107 samples/sec, CrossEntropy=2.635, SmoothL1=1.256
[Epoch 79][Batch 799], Speed: 73.852 samples/sec, CrossEntropy=2.637, SmoothL1=1.257
[Epoch 79][Batch 899], Speed: 77.263 samples/sec, CrossEntropy=2.640, SmoothL1=1.262
[Epoch 79][Batch 999], Speed: 77.357 samples/sec, CrossEntropy=2.640, SmoothL1=1.262
[Epoch 79][Batch 1099], Speed: 80.082 samples/sec, CrossEntropy=2.641, SmoothL1=1.266
[Epoch 79][Batch 1199], Speed: 76.317 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 79][Batch 1299], Speed: 74.631 samples/sec, CrossEntropy=2.644, SmoothL1=1.271
[Epoch 79][Batch 1399], Speed: 76.343 samples/sec, CrossEntropy=2.646, SmoothL1=1.272
[Epoch 79][Batch 1499], Speed: 83.564 samples/sec, CrossEntropy=2.646, SmoothL1=1.274
[Epoch 79][Batch 1599], Speed: 78.752 samples/sec, CrossEntropy=2.647, SmoothL1=1.276
[Epoch 79][Batch 1699], Speed: 70.126 samples/sec, CrossEntropy=2.646, SmoothL1=1.274
[Epoch 79][Batch 1799], Speed: 83.359 samples/sec, CrossEntropy=2.647, SmoothL1=1.275
[Epoch 79][Batch 1899], Speed: 78.297 samples/sec, CrossEntropy=2.645, SmoothL1=1.274
[Epoch 79][Batch 1999], Speed: 76.048 samples/sec, CrossEntropy=2.646, SmoothL1=1.276
[Epoch 79][Batch 2099], Speed: 61.715 samples/sec, CrossEntropy=2.647, SmoothL1=1.277
[Epoch 79][Batch 2199], Speed: 78.067 samples/sec, CrossEntropy=2.649, SmoothL1=1.280
[Epoch 79][Batch 2299], Speed: 79.534 samples/sec, CrossEntropy=2.649, SmoothL1=1.280
[Epoch 79][Batch 2399], Speed: 77.020 samples/sec, CrossEntropy=2.651, SmoothL1=1.282
[Epoch 79][Batch 2499], Speed: 79.375 samples/sec, CrossEntropy=2.652, SmoothL1=1.282
[Epoch 79][Batch 2599], Speed: 77.173 samples/sec, CrossEntropy=2.652, SmoothL1=1.281
[Epoch 79][Batch 2699], Speed: 71.484 samples/sec, CrossEntropy=2.653, SmoothL1=1.282
[Epoch 79][Batch 2799], Speed: 78.144 samples/sec, CrossEntropy=2.652, SmoothL1=1.281
[Epoch 79][Batch 2899], Speed: 78.567 samples/sec, CrossEntropy=2.652, SmoothL1=1.280
[Epoch 79][Batch 2999], Speed: 79.315 samples/sec, CrossEntropy=2.654, SmoothL1=1.281
[Epoch 79][Batch 3099], Speed: 84.107 samples/sec, CrossEntropy=2.655, SmoothL1=1.282
[Epoch 79][Batch 3199], Speed: 78.979 samples/sec, CrossEntropy=2.656, SmoothL1=1.282
[Epoch 79][Batch 3299], Speed: 79.255 samples/sec, CrossEntropy=2.657, SmoothL1=1.282
[Epoch 79][Batch 3399], Speed: 75.816 samples/sec, CrossEntropy=2.657, SmoothL1=1.282
[Epoch 79][Batch 3499], Speed: 85.210 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 79][Batch 3599], Speed: 83.996 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 79] Training cost: 1533.280, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 79] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.445
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.255
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.089
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.292
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.383
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.233
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.347
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.362
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.413
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.537
person=38.3
bicycle=18.6
car=28.2
motorcycle=27.0
airplane=43.7
bus=50.4
train=47.0
truck=22.2
boat=13.7
traffic light=13.3
fire hydrant=41.6
stop sign=45.4
parking meter=30.2
bench=13.8
bird=19.4
cat=47.9
dog=44.5
horse=35.8
sheep=34.6
cow=33.9
elephant=46.5
bear=51.8
zebra=50.1
giraffe=49.1
backpack=5.1
umbrella=22.8
handbag=4.0
tie=14.0
suitcase=18.2
frisbee=36.3
skis=12.4
snowboard=13.6
sports ball=25.3
kite=23.7
baseball bat=13.6
baseball glove=18.4
skateboard=30.6
surfboard=21.4
tennis racket=28.6
bottle=18.2
wine glass=16.1
cup=24.2
fork=11.1
knife=5.2
spoon=3.4
bowl=25.7
banana=13.7
apple=8.7
sandwich=22.3
orange=17.0
broccoli=14.4
carrot=11.0
hot dog=21.1
pizza=36.2
donut=29.6
cake=22.9
chair=14.6
couch=32.0
potted plant=12.3
bed=29.4
dining table=19.7
toilet=41.0
tv=41.9
laptop=40.1
mouse=35.6
remote=8.8
keyboard=32.2
cell phone=20.0
microwave=42.0
oven=25.7
toaster=8.7
sink=21.5
refrigerator=33.6
book=6.3
clock=32.4
vase=16.1
scissors=13.9
teddy bear=30.5
hair drier=0.0
toothbrush=2.3
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.0
[Epoch 80][Batch 99], Speed: 64.201 samples/sec, CrossEntropy=2.655, SmoothL1=1.284
[Epoch 80][Batch 199], Speed: 84.932 samples/sec, CrossEntropy=2.643, SmoothL1=1.274
[Epoch 80][Batch 299], Speed: 80.858 samples/sec, CrossEntropy=2.629, SmoothL1=1.262
[Epoch 80][Batch 399], Speed: 78.570 samples/sec, CrossEntropy=2.641, SmoothL1=1.269
[Epoch 80][Batch 499], Speed: 79.128 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 80][Batch 599], Speed: 85.117 samples/sec, CrossEntropy=2.644, SmoothL1=1.280
[Epoch 80][Batch 699], Speed: 82.121 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 80][Batch 799], Speed: 80.312 samples/sec, CrossEntropy=2.654, SmoothL1=1.281
[Epoch 80][Batch 899], Speed: 78.575 samples/sec, CrossEntropy=2.655, SmoothL1=1.280
[Epoch 80][Batch 999], Speed: 83.157 samples/sec, CrossEntropy=2.653, SmoothL1=1.278
[Epoch 80][Batch 1099], Speed: 78.308 samples/sec, CrossEntropy=2.657, SmoothL1=1.280
[Epoch 80][Batch 1199], Speed: 76.081 samples/sec, CrossEntropy=2.658, SmoothL1=1.277
[Epoch 80][Batch 1299], Speed: 83.795 samples/sec, CrossEntropy=2.659, SmoothL1=1.275
[Epoch 80][Batch 1399], Speed: 82.052 samples/sec, CrossEntropy=2.658, SmoothL1=1.276
[Epoch 80][Batch 1499], Speed: 78.316 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 80][Batch 1599], Speed: 84.971 samples/sec, CrossEntropy=2.660, SmoothL1=1.278
[Epoch 80][Batch 1699], Speed: 78.804 samples/sec, CrossEntropy=2.659, SmoothL1=1.276
[Epoch 80][Batch 1799], Speed: 77.393 samples/sec, CrossEntropy=2.657, SmoothL1=1.275
[Epoch 80][Batch 1899], Speed: 79.006 samples/sec, CrossEntropy=2.658, SmoothL1=1.276
[Epoch 80][Batch 1999], Speed: 82.278 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 80][Batch 2099], Speed: 75.670 samples/sec, CrossEntropy=2.660, SmoothL1=1.278
[Epoch 80][Batch 2199], Speed: 78.316 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 80][Batch 2299], Speed: 82.694 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 80][Batch 2399], Speed: 79.321 samples/sec, CrossEntropy=2.656, SmoothL1=1.276
[Epoch 80][Batch 2499], Speed: 74.971 samples/sec, CrossEntropy=2.657, SmoothL1=1.275
[Epoch 80][Batch 2599], Speed: 76.301 samples/sec, CrossEntropy=2.657, SmoothL1=1.276
[Epoch 80][Batch 2699], Speed: 83.069 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 80][Batch 2799], Speed: 77.649 samples/sec, CrossEntropy=2.659, SmoothL1=1.279
[Epoch 80][Batch 2899], Speed: 79.194 samples/sec, CrossEntropy=2.660, SmoothL1=1.281
[Epoch 80][Batch 2999], Speed: 81.125 samples/sec, CrossEntropy=2.661, SmoothL1=1.282
[Epoch 80][Batch 3099], Speed: 79.751 samples/sec, CrossEntropy=2.662, SmoothL1=1.283
[Epoch 80][Batch 3199], Speed: 75.525 samples/sec, CrossEntropy=2.661, SmoothL1=1.283
[Epoch 80][Batch 3299], Speed: 79.061 samples/sec, CrossEntropy=2.660, SmoothL1=1.281
[Epoch 80][Batch 3399], Speed: 80.833 samples/sec, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 80][Batch 3499], Speed: 85.279 samples/sec, CrossEntropy=2.661, SmoothL1=1.282
[Epoch 80][Batch 3599], Speed: 81.689 samples/sec, CrossEntropy=2.661, SmoothL1=1.283
[Epoch 80] Training cost: 1535.676, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 81][Batch 99], Speed: 61.417 samples/sec, CrossEntropy=2.640, SmoothL1=1.276
[Epoch 81][Batch 199], Speed: 79.281 samples/sec, CrossEntropy=2.643, SmoothL1=1.287
[Epoch 81][Batch 299], Speed: 74.500 samples/sec, CrossEntropy=2.644, SmoothL1=1.278
[Epoch 81][Batch 399], Speed: 80.167 samples/sec, CrossEntropy=2.645, SmoothL1=1.274
[Epoch 81][Batch 499], Speed: 81.687 samples/sec, CrossEntropy=2.639, SmoothL1=1.276
[Epoch 81][Batch 599], Speed: 75.673 samples/sec, CrossEntropy=2.635, SmoothL1=1.269
[Epoch 81][Batch 699], Speed: 75.922 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 81][Batch 799], Speed: 82.977 samples/sec, CrossEntropy=2.643, SmoothL1=1.267
[Epoch 81][Batch 899], Speed: 78.692 samples/sec, CrossEntropy=2.644, SmoothL1=1.267
[Epoch 81][Batch 999], Speed: 76.994 samples/sec, CrossEntropy=2.643, SmoothL1=1.269
[Epoch 81][Batch 1099], Speed: 80.097 samples/sec, CrossEntropy=2.642, SmoothL1=1.270
[Epoch 81][Batch 1199], Speed: 78.209 samples/sec, CrossEntropy=2.643, SmoothL1=1.269
[Epoch 81][Batch 1299], Speed: 76.993 samples/sec, CrossEntropy=2.646, SmoothL1=1.270
[Epoch 81][Batch 1399], Speed: 80.689 samples/sec, CrossEntropy=2.649, SmoothL1=1.274
[Epoch 81][Batch 1499], Speed: 81.717 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 81][Batch 1599], Speed: 79.882 samples/sec, CrossEntropy=2.651, SmoothL1=1.276
[Epoch 81][Batch 1699], Speed: 83.476 samples/sec, CrossEntropy=2.652, SmoothL1=1.277
[Epoch 81][Batch 1799], Speed: 79.361 samples/sec, CrossEntropy=2.652, SmoothL1=1.276
[Epoch 81][Batch 1899], Speed: 77.104 samples/sec, CrossEntropy=2.653, SmoothL1=1.275
[Epoch 81][Batch 1999], Speed: 78.965 samples/sec, CrossEntropy=2.654, SmoothL1=1.275
[Epoch 81][Batch 2099], Speed: 79.569 samples/sec, CrossEntropy=2.655, SmoothL1=1.276
[Epoch 81][Batch 2199], Speed: 78.179 samples/sec, CrossEntropy=2.653, SmoothL1=1.275
[Epoch 81][Batch 2299], Speed: 76.700 samples/sec, CrossEntropy=2.654, SmoothL1=1.276
[Epoch 81][Batch 2399], Speed: 83.147 samples/sec, CrossEntropy=2.656, SmoothL1=1.276
[Epoch 81][Batch 2499], Speed: 78.938 samples/sec, CrossEntropy=2.656, SmoothL1=1.276
[Epoch 81][Batch 2599], Speed: 78.677 samples/sec, CrossEntropy=2.656, SmoothL1=1.276
[Epoch 81][Batch 2699], Speed: 83.004 samples/sec, CrossEntropy=2.655, SmoothL1=1.275
[Epoch 81][Batch 2799], Speed: 81.062 samples/sec, CrossEntropy=2.655, SmoothL1=1.276
[Epoch 81][Batch 2899], Speed: 77.746 samples/sec, CrossEntropy=2.655, SmoothL1=1.276
[Epoch 81][Batch 2999], Speed: 75.579 samples/sec, CrossEntropy=2.657, SmoothL1=1.276
[Epoch 81][Batch 3099], Speed: 72.366 samples/sec, CrossEntropy=2.656, SmoothL1=1.276
[Epoch 81][Batch 3199], Speed: 77.915 samples/sec, CrossEntropy=2.656, SmoothL1=1.277
[Epoch 81][Batch 3299], Speed: 78.385 samples/sec, CrossEntropy=2.656, SmoothL1=1.277
[Epoch 81][Batch 3399], Speed: 77.344 samples/sec, CrossEntropy=2.655, SmoothL1=1.277
[Epoch 81][Batch 3499], Speed: 85.755 samples/sec, CrossEntropy=2.654, SmoothL1=1.276
[Epoch 81][Batch 3599], Speed: 84.546 samples/sec, CrossEntropy=2.654, SmoothL1=1.276
[Epoch 81] Training cost: 1534.449, CrossEntropy=2.655, SmoothL1=1.276
[Epoch 82][Batch 99], Speed: 58.865 samples/sec, CrossEntropy=2.635, SmoothL1=1.266
[Epoch 82][Batch 199], Speed: 83.140 samples/sec, CrossEntropy=2.633, SmoothL1=1.249
[Epoch 82][Batch 299], Speed: 78.913 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 82][Batch 399], Speed: 73.038 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 82][Batch 499], Speed: 81.153 samples/sec, CrossEntropy=2.651, SmoothL1=1.280
[Epoch 82][Batch 599], Speed: 74.434 samples/sec, CrossEntropy=2.647, SmoothL1=1.276
[Epoch 82][Batch 699], Speed: 80.027 samples/sec, CrossEntropy=2.650, SmoothL1=1.281
[Epoch 82][Batch 799], Speed: 76.327 samples/sec, CrossEntropy=2.648, SmoothL1=1.284
[Epoch 82][Batch 899], Speed: 83.389 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 82][Batch 999], Speed: 78.228 samples/sec, CrossEntropy=2.648, SmoothL1=1.277
[Epoch 82][Batch 1099], Speed: 79.744 samples/sec, CrossEntropy=2.649, SmoothL1=1.279
[Epoch 82][Batch 1199], Speed: 64.268 samples/sec, CrossEntropy=2.650, SmoothL1=1.283
[Epoch 82][Batch 1299], Speed: 75.587 samples/sec, CrossEntropy=2.651, SmoothL1=1.281
[Epoch 82][Batch 1399], Speed: 76.612 samples/sec, CrossEntropy=2.653, SmoothL1=1.282
[Epoch 82][Batch 1499], Speed: 80.638 samples/sec, CrossEntropy=2.653, SmoothL1=1.284
[Epoch 82][Batch 1599], Speed: 80.673 samples/sec, CrossEntropy=2.655, SmoothL1=1.285
[Epoch 82][Batch 1699], Speed: 60.176 samples/sec, CrossEntropy=2.656, SmoothL1=1.284
[Epoch 82][Batch 1799], Speed: 78.406 samples/sec, CrossEntropy=2.657, SmoothL1=1.283
[Epoch 82][Batch 1899], Speed: 71.406 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 82][Batch 1999], Speed: 79.013 samples/sec, CrossEntropy=2.656, SmoothL1=1.279
[Epoch 82][Batch 2099], Speed: 76.581 samples/sec, CrossEntropy=2.655, SmoothL1=1.279
[Epoch 82][Batch 2199], Speed: 79.701 samples/sec, CrossEntropy=2.657, SmoothL1=1.280
[Epoch 82][Batch 2299], Speed: 77.626 samples/sec, CrossEntropy=2.657, SmoothL1=1.280
[Epoch 82][Batch 2399], Speed: 75.156 samples/sec, CrossEntropy=2.658, SmoothL1=1.282
[Epoch 82][Batch 2499], Speed: 77.614 samples/sec, CrossEntropy=2.658, SmoothL1=1.282
[Epoch 82][Batch 2599], Speed: 77.063 samples/sec, CrossEntropy=2.659, SmoothL1=1.284
[Epoch 82][Batch 2699], Speed: 79.831 samples/sec, CrossEntropy=2.659, SmoothL1=1.284
[Epoch 82][Batch 2799], Speed: 78.804 samples/sec, CrossEntropy=2.658, SmoothL1=1.284
[Epoch 82][Batch 2899], Speed: 78.847 samples/sec, CrossEntropy=2.658, SmoothL1=1.284
[Epoch 82][Batch 2999], Speed: 78.495 samples/sec, CrossEntropy=2.659, SmoothL1=1.284
[Epoch 82][Batch 3099], Speed: 78.456 samples/sec, CrossEntropy=2.659, SmoothL1=1.283
[Epoch 82][Batch 3199], Speed: 64.495 samples/sec, CrossEntropy=2.659, SmoothL1=1.282
[Epoch 82][Batch 3299], Speed: 74.959 samples/sec, CrossEntropy=2.659, SmoothL1=1.282
[Epoch 82][Batch 3399], Speed: 76.844 samples/sec, CrossEntropy=2.659, SmoothL1=1.281
[Epoch 82][Batch 3499], Speed: 82.414 samples/sec, CrossEntropy=2.659, SmoothL1=1.281
[Epoch 82][Batch 3599], Speed: 84.586 samples/sec, CrossEntropy=2.659, SmoothL1=1.281
[Epoch 82] Training cost: 1538.326, CrossEntropy=2.658, SmoothL1=1.280
[Epoch 83][Batch 99], Speed: 49.774 samples/sec, CrossEntropy=2.643, SmoothL1=1.293
[Epoch 83][Batch 199], Speed: 82.684 samples/sec, CrossEntropy=2.652, SmoothL1=1.279
[Epoch 83][Batch 299], Speed: 77.886 samples/sec, CrossEntropy=2.644, SmoothL1=1.275
[Epoch 83][Batch 399], Speed: 64.862 samples/sec, CrossEntropy=2.640, SmoothL1=1.278
[Epoch 83][Batch 499], Speed: 77.824 samples/sec, CrossEntropy=2.635, SmoothL1=1.272
[Epoch 83][Batch 599], Speed: 83.225 samples/sec, CrossEntropy=2.642, SmoothL1=1.276
[Epoch 83][Batch 699], Speed: 81.309 samples/sec, CrossEntropy=2.643, SmoothL1=1.276
[Epoch 83][Batch 799], Speed: 79.544 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 83][Batch 899], Speed: 84.848 samples/sec, CrossEntropy=2.647, SmoothL1=1.278
[Epoch 83][Batch 999], Speed: 76.900 samples/sec, CrossEntropy=2.648, SmoothL1=1.275
[Epoch 83][Batch 1099], Speed: 84.133 samples/sec, CrossEntropy=2.647, SmoothL1=1.275
[Epoch 83][Batch 1199], Speed: 77.588 samples/sec, CrossEntropy=2.647, SmoothL1=1.273
[Epoch 83][Batch 1299], Speed: 75.912 samples/sec, CrossEntropy=2.646, SmoothL1=1.270
[Epoch 83][Batch 1399], Speed: 77.379 samples/sec, CrossEntropy=2.646, SmoothL1=1.270
[Epoch 83][Batch 1499], Speed: 77.221 samples/sec, CrossEntropy=2.645, SmoothL1=1.271
[Epoch 83][Batch 1599], Speed: 75.573 samples/sec, CrossEntropy=2.646, SmoothL1=1.270
[Epoch 83][Batch 1699], Speed: 77.746 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 83][Batch 1799], Speed: 78.494 samples/sec, CrossEntropy=2.649, SmoothL1=1.274
[Epoch 83][Batch 1899], Speed: 78.718 samples/sec, CrossEntropy=2.649, SmoothL1=1.272
[Epoch 83][Batch 1999], Speed: 79.645 samples/sec, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 83][Batch 2099], Speed: 76.671 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 83][Batch 2199], Speed: 83.902 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 83][Batch 2299], Speed: 78.092 samples/sec, CrossEntropy=2.652, SmoothL1=1.276
[Epoch 83][Batch 2399], Speed: 73.289 samples/sec, CrossEntropy=2.652, SmoothL1=1.277
[Epoch 83][Batch 2499], Speed: 82.863 samples/sec, CrossEntropy=2.653, SmoothL1=1.276
[Epoch 83][Batch 2599], Speed: 77.757 samples/sec, CrossEntropy=2.653, SmoothL1=1.277
[Epoch 83][Batch 2699], Speed: 83.779 samples/sec, CrossEntropy=2.655, SmoothL1=1.278
[Epoch 83][Batch 2799], Speed: 81.251 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 83][Batch 2899], Speed: 78.247 samples/sec, CrossEntropy=2.657, SmoothL1=1.279
[Epoch 83][Batch 2999], Speed: 76.478 samples/sec, CrossEntropy=2.659, SmoothL1=1.279
[Epoch 83][Batch 3099], Speed: 69.516 samples/sec, CrossEntropy=2.660, SmoothL1=1.279
[Epoch 83][Batch 3199], Speed: 75.326 samples/sec, CrossEntropy=2.660, SmoothL1=1.277
[Epoch 83][Batch 3299], Speed: 77.124 samples/sec, CrossEntropy=2.661, SmoothL1=1.279
[Epoch 83][Batch 3399], Speed: 65.533 samples/sec, CrossEntropy=2.661, SmoothL1=1.279
[Epoch 83][Batch 3499], Speed: 84.316 samples/sec, CrossEntropy=2.661, SmoothL1=1.279
[Epoch 83][Batch 3599], Speed: 84.064 samples/sec, CrossEntropy=2.660, SmoothL1=1.278
[Epoch 83] Training cost: 1539.054, CrossEntropy=2.660, SmoothL1=1.277
[Epoch 84][Batch 99], Speed: 62.886 samples/sec, CrossEntropy=2.640, SmoothL1=1.283
[Epoch 84][Batch 199], Speed: 76.465 samples/sec, CrossEntropy=2.653, SmoothL1=1.295
[Epoch 84][Batch 299], Speed: 84.396 samples/sec, CrossEntropy=2.669, SmoothL1=1.300
[Epoch 84][Batch 399], Speed: 74.170 samples/sec, CrossEntropy=2.668, SmoothL1=1.293
[Epoch 84][Batch 499], Speed: 79.289 samples/sec, CrossEntropy=2.665, SmoothL1=1.287
[Epoch 84][Batch 599], Speed: 77.526 samples/sec, CrossEntropy=2.657, SmoothL1=1.279
[Epoch 84][Batch 699], Speed: 84.806 samples/sec, CrossEntropy=2.654, SmoothL1=1.275
[Epoch 84][Batch 799], Speed: 79.010 samples/sec, CrossEntropy=2.650, SmoothL1=1.276
[Epoch 84][Batch 899], Speed: 80.614 samples/sec, CrossEntropy=2.649, SmoothL1=1.275
[Epoch 84][Batch 999], Speed: 79.738 samples/sec, CrossEntropy=2.651, SmoothL1=1.280
[Epoch 84][Batch 1099], Speed: 84.778 samples/sec, CrossEntropy=2.652, SmoothL1=1.281
[Epoch 84][Batch 1199], Speed: 74.677 samples/sec, CrossEntropy=2.653, SmoothL1=1.282
[Epoch 84][Batch 1299], Speed: 73.931 samples/sec, CrossEntropy=2.654, SmoothL1=1.284
[Epoch 84][Batch 1399], Speed: 66.883 samples/sec, CrossEntropy=2.655, SmoothL1=1.284
[Epoch 84][Batch 1499], Speed: 77.857 samples/sec, CrossEntropy=2.656, SmoothL1=1.285
[Epoch 84][Batch 1599], Speed: 77.371 samples/sec, CrossEntropy=2.655, SmoothL1=1.284
[Epoch 84][Batch 1699], Speed: 59.898 samples/sec, CrossEntropy=2.655, SmoothL1=1.284
[Epoch 84][Batch 1799], Speed: 77.598 samples/sec, CrossEntropy=2.655, SmoothL1=1.282
[Epoch 84][Batch 1899], Speed: 80.477 samples/sec, CrossEntropy=2.656, SmoothL1=1.282
[Epoch 84][Batch 1999], Speed: 84.953 samples/sec, CrossEntropy=2.656, SmoothL1=1.281
[Epoch 84][Batch 2099], Speed: 84.473 samples/sec, CrossEntropy=2.655, SmoothL1=1.281
[Epoch 84][Batch 2199], Speed: 76.910 samples/sec, CrossEntropy=2.657, SmoothL1=1.281
[Epoch 84][Batch 2299], Speed: 75.144 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 84][Batch 2399], Speed: 80.674 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 84][Batch 2499], Speed: 78.153 samples/sec, CrossEntropy=2.656, SmoothL1=1.280
[Epoch 84][Batch 2599], Speed: 80.594 samples/sec, CrossEntropy=2.657, SmoothL1=1.280
[Epoch 84][Batch 2699], Speed: 83.101 samples/sec, CrossEntropy=2.658, SmoothL1=1.281
[Epoch 84][Batch 2799], Speed: 76.779 samples/sec, CrossEntropy=2.658, SmoothL1=1.281
[Epoch 84][Batch 2899], Speed: 77.473 samples/sec, CrossEntropy=2.658, SmoothL1=1.279
[Epoch 84][Batch 2999], Speed: 82.743 samples/sec, CrossEntropy=2.657, SmoothL1=1.279
[Epoch 84][Batch 3099], Speed: 81.761 samples/sec, CrossEntropy=2.656, SmoothL1=1.279
[Epoch 84][Batch 3199], Speed: 79.848 samples/sec, CrossEntropy=2.656, SmoothL1=1.279
[Epoch 84][Batch 3299], Speed: 79.396 samples/sec, CrossEntropy=2.657, SmoothL1=1.280
[Epoch 84][Batch 3399], Speed: 75.492 samples/sec, CrossEntropy=2.658, SmoothL1=1.280
[Epoch 84][Batch 3499], Speed: 85.510 samples/sec, CrossEntropy=2.659, SmoothL1=1.281
[Epoch 84][Batch 3599], Speed: 85.480 samples/sec, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 84] Training cost: 1534.773, CrossEntropy=2.660, SmoothL1=1.282
[Epoch 85][Batch 99], Speed: 60.517 samples/sec, CrossEntropy=2.656, SmoothL1=1.312
[Epoch 85][Batch 199], Speed: 79.747 samples/sec, CrossEntropy=2.659, SmoothL1=1.283
[Epoch 85][Batch 299], Speed: 83.948 samples/sec, CrossEntropy=2.637, SmoothL1=1.272
[Epoch 85][Batch 399], Speed: 84.133 samples/sec, CrossEntropy=2.643, SmoothL1=1.275
[Epoch 85][Batch 499], Speed: 77.864 samples/sec, CrossEntropy=2.647, SmoothL1=1.275
[Epoch 85][Batch 599], Speed: 77.461 samples/sec, CrossEntropy=2.645, SmoothL1=1.279
[Epoch 85][Batch 699], Speed: 77.087 samples/sec, CrossEntropy=2.650, SmoothL1=1.284
[Epoch 85][Batch 799], Speed: 76.168 samples/sec, CrossEntropy=2.650, SmoothL1=1.287
[Epoch 85][Batch 899], Speed: 78.414 samples/sec, CrossEntropy=2.650, SmoothL1=1.283
[Epoch 85][Batch 999], Speed: 79.493 samples/sec, CrossEntropy=2.647, SmoothL1=1.281
[Epoch 85][Batch 1099], Speed: 83.622 samples/sec, CrossEntropy=2.646, SmoothL1=1.281
[Epoch 85][Batch 1199], Speed: 77.765 samples/sec, CrossEntropy=2.643, SmoothL1=1.279
[Epoch 85][Batch 1299], Speed: 80.451 samples/sec, CrossEntropy=2.642, SmoothL1=1.278
[Epoch 85][Batch 1399], Speed: 83.445 samples/sec, CrossEntropy=2.642, SmoothL1=1.277
[Epoch 85][Batch 1499], Speed: 78.705 samples/sec, CrossEntropy=2.645, SmoothL1=1.280
[Epoch 85][Batch 1599], Speed: 77.363 samples/sec, CrossEntropy=2.646, SmoothL1=1.280
[Epoch 85][Batch 1699], Speed: 75.151 samples/sec, CrossEntropy=2.647, SmoothL1=1.280
[Epoch 85][Batch 1799], Speed: 77.698 samples/sec, CrossEntropy=2.648, SmoothL1=1.280
[Epoch 85][Batch 1899], Speed: 77.027 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 85][Batch 1999], Speed: 80.285 samples/sec, CrossEntropy=2.647, SmoothL1=1.279
[Epoch 85][Batch 2099], Speed: 81.585 samples/sec, CrossEntropy=2.650, SmoothL1=1.280
[Epoch 85][Batch 2199], Speed: 80.064 samples/sec, CrossEntropy=2.650, SmoothL1=1.280
[Epoch 85][Batch 2299], Speed: 76.003 samples/sec, CrossEntropy=2.650, SmoothL1=1.279
[Epoch 85][Batch 2399], Speed: 84.522 samples/sec, CrossEntropy=2.649, SmoothL1=1.277
[Epoch 85][Batch 2499], Speed: 78.769 samples/sec, CrossEntropy=2.650, SmoothL1=1.277
[Epoch 85][Batch 2599], Speed: 78.921 samples/sec, CrossEntropy=2.649, SmoothL1=1.276
[Epoch 85][Batch 2699], Speed: 83.636 samples/sec, CrossEntropy=2.650, SmoothL1=1.275
[Epoch 85][Batch 2799], Speed: 77.882 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 85][Batch 2899], Speed: 80.103 samples/sec, CrossEntropy=2.652, SmoothL1=1.276
[Epoch 85][Batch 2999], Speed: 84.130 samples/sec, CrossEntropy=2.652, SmoothL1=1.275
[Epoch 85][Batch 3099], Speed: 77.784 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 85][Batch 3199], Speed: 76.862 samples/sec, CrossEntropy=2.651, SmoothL1=1.274
[Epoch 85][Batch 3299], Speed: 72.606 samples/sec, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 85][Batch 3399], Speed: 81.000 samples/sec, CrossEntropy=2.649, SmoothL1=1.271
[Epoch 85][Batch 3499], Speed: 86.383 samples/sec, CrossEntropy=2.650, SmoothL1=1.272
[Epoch 85][Batch 3599], Speed: 84.541 samples/sec, CrossEntropy=2.651, SmoothL1=1.272
[Epoch 85] Training cost: 1532.980, CrossEntropy=2.651, SmoothL1=1.272
[Epoch 86][Batch 99], Speed: 43.257 samples/sec, CrossEntropy=2.647, SmoothL1=1.276
[Epoch 86][Batch 199], Speed: 70.877 samples/sec, CrossEntropy=2.659, SmoothL1=1.282
[Epoch 86][Batch 299], Speed: 79.865 samples/sec, CrossEntropy=2.659, SmoothL1=1.278
[Epoch 86][Batch 399], Speed: 79.536 samples/sec, CrossEntropy=2.658, SmoothL1=1.277
[Epoch 86][Batch 499], Speed: 69.022 samples/sec, CrossEntropy=2.653, SmoothL1=1.274
[Epoch 86][Batch 599], Speed: 75.199 samples/sec, CrossEntropy=2.644, SmoothL1=1.272
[Epoch 86][Batch 699], Speed: 79.402 samples/sec, CrossEntropy=2.647, SmoothL1=1.268
[Epoch 86][Batch 799], Speed: 81.435 samples/sec, CrossEntropy=2.648, SmoothL1=1.268
[Epoch 86][Batch 899], Speed: 81.309 samples/sec, CrossEntropy=2.652, SmoothL1=1.273
[Epoch 86][Batch 999], Speed: 81.807 samples/sec, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 86][Batch 1099], Speed: 76.539 samples/sec, CrossEntropy=2.650, SmoothL1=1.274
[Epoch 86][Batch 1199], Speed: 84.807 samples/sec, CrossEntropy=2.649, SmoothL1=1.275
[Epoch 86][Batch 1299], Speed: 78.611 samples/sec, CrossEntropy=2.648, SmoothL1=1.274
[Epoch 86][Batch 1399], Speed: 78.947 samples/sec, CrossEntropy=2.649, SmoothL1=1.274
[Epoch 86][Batch 1499], Speed: 78.458 samples/sec, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 86][Batch 1599], Speed: 81.832 samples/sec, CrossEntropy=2.648, SmoothL1=1.273
[Epoch 86][Batch 1699], Speed: 78.899 samples/sec, CrossEntropy=2.649, SmoothL1=1.273
[Epoch 86][Batch 1799], Speed: 75.737 samples/sec, CrossEntropy=2.650, SmoothL1=1.272
[Epoch 86][Batch 1899], Speed: 83.907 samples/sec, CrossEntropy=2.650, SmoothL1=1.271
[Epoch 86][Batch 1999], Speed: 76.774 samples/sec, CrossEntropy=2.651, SmoothL1=1.272
[Epoch 86][Batch 2099], Speed: 77.959 samples/sec, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 86][Batch 2199], Speed: 76.346 samples/sec, CrossEntropy=2.648, SmoothL1=1.271
[Epoch 86][Batch 2299], Speed: 78.657 samples/sec, CrossEntropy=2.648, SmoothL1=1.269
[Epoch 86][Batch 2399], Speed: 85.077 samples/sec, CrossEntropy=2.647, SmoothL1=1.269
[Epoch 86][Batch 2499], Speed: 74.718 samples/sec, CrossEntropy=2.647, SmoothL1=1.269
[Epoch 86][Batch 2599], Speed: 80.309 samples/sec, CrossEntropy=2.647, SmoothL1=1.270
[Epoch 86][Batch 2699], Speed: 79.999 samples/sec, CrossEntropy=2.648, SmoothL1=1.271
[Epoch 86][Batch 2799], Speed: 75.986 samples/sec, CrossEntropy=2.648, SmoothL1=1.271
[Epoch 86][Batch 2899], Speed: 79.563 samples/sec, CrossEntropy=2.647, SmoothL1=1.271
[Epoch 86][Batch 2999], Speed: 73.915 samples/sec, CrossEntropy=2.648, SmoothL1=1.270
[Epoch 86][Batch 3099], Speed: 72.877 samples/sec, CrossEntropy=2.648, SmoothL1=1.270
[Epoch 86][Batch 3199], Speed: 84.964 samples/sec, CrossEntropy=2.649, SmoothL1=1.271
[Epoch 86][Batch 3299], Speed: 76.932 samples/sec, CrossEntropy=2.648, SmoothL1=1.271
[Epoch 86][Batch 3399], Speed: 77.548 samples/sec, CrossEntropy=2.649, SmoothL1=1.270
[Epoch 86][Batch 3499], Speed: 81.407 samples/sec, CrossEntropy=2.649, SmoothL1=1.269
[Epoch 86][Batch 3599], Speed: 86.358 samples/sec, CrossEntropy=2.649, SmoothL1=1.269
[Epoch 86] Training cost: 1535.748, CrossEntropy=2.648, SmoothL1=1.268
[Epoch 87][Batch 99], Speed: 61.912 samples/sec, CrossEntropy=2.614, SmoothL1=1.293
[Epoch 87][Batch 199], Speed: 85.211 samples/sec, CrossEntropy=2.615, SmoothL1=1.269
[Epoch 87][Batch 299], Speed: 71.036 samples/sec, CrossEntropy=2.624, SmoothL1=1.264
[Epoch 87][Batch 399], Speed: 77.453 samples/sec, CrossEntropy=2.630, SmoothL1=1.259
[Epoch 87][Batch 499], Speed: 62.860 samples/sec, CrossEntropy=2.633, SmoothL1=1.258
[Epoch 87][Batch 599], Speed: 76.761 samples/sec, CrossEntropy=2.630, SmoothL1=1.257
[Epoch 87][Batch 699], Speed: 77.372 samples/sec, CrossEntropy=2.633, SmoothL1=1.259
[Epoch 87][Batch 799], Speed: 76.942 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 87][Batch 899], Speed: 78.113 samples/sec, CrossEntropy=2.634, SmoothL1=1.263
[Epoch 87][Batch 999], Speed: 78.014 samples/sec, CrossEntropy=2.633, SmoothL1=1.257
[Epoch 87][Batch 1099], Speed: 75.556 samples/sec, CrossEntropy=2.636, SmoothL1=1.260
[Epoch 87][Batch 1199], Speed: 82.155 samples/sec, CrossEntropy=2.636, SmoothL1=1.261
[Epoch 87][Batch 1299], Speed: 79.375 samples/sec, CrossEntropy=2.639, SmoothL1=1.262
[Epoch 87][Batch 1399], Speed: 78.468 samples/sec, CrossEntropy=2.639, SmoothL1=1.262
[Epoch 87][Batch 1499], Speed: 82.469 samples/sec, CrossEntropy=2.640, SmoothL1=1.264
[Epoch 87][Batch 1599], Speed: 79.660 samples/sec, CrossEntropy=2.641, SmoothL1=1.263
[Epoch 87][Batch 1699], Speed: 73.378 samples/sec, CrossEntropy=2.639, SmoothL1=1.262
[Epoch 87][Batch 1799], Speed: 85.178 samples/sec, CrossEntropy=2.638, SmoothL1=1.262
[Epoch 87][Batch 1899], Speed: 80.743 samples/sec, CrossEntropy=2.637, SmoothL1=1.263
[Epoch 87][Batch 1999], Speed: 79.219 samples/sec, CrossEntropy=2.641, SmoothL1=1.268
[Epoch 87][Batch 2099], Speed: 85.446 samples/sec, CrossEntropy=2.642, SmoothL1=1.268
[Epoch 87][Batch 2199], Speed: 77.591 samples/sec, CrossEntropy=2.644, SmoothL1=1.269
[Epoch 87][Batch 2299], Speed: 78.961 samples/sec, CrossEntropy=2.643, SmoothL1=1.269
[Epoch 87][Batch 2399], Speed: 79.838 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 87][Batch 2499], Speed: 77.803 samples/sec, CrossEntropy=2.642, SmoothL1=1.267
[Epoch 87][Batch 2599], Speed: 77.825 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 87][Batch 2699], Speed: 73.863 samples/sec, CrossEntropy=2.643, SmoothL1=1.270
[Epoch 87][Batch 2799], Speed: 56.212 samples/sec, CrossEntropy=2.644, SmoothL1=1.270
[Epoch 87][Batch 2899], Speed: 78.342 samples/sec, CrossEntropy=2.646, SmoothL1=1.270
[Epoch 87][Batch 2999], Speed: 74.287 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 87][Batch 3099], Speed: 77.370 samples/sec, CrossEntropy=2.648, SmoothL1=1.271
[Epoch 87][Batch 3199], Speed: 81.431 samples/sec, CrossEntropy=2.649, SmoothL1=1.271
[Epoch 87][Batch 3299], Speed: 75.048 samples/sec, CrossEntropy=2.649, SmoothL1=1.272
[Epoch 87][Batch 3399], Speed: 66.420 samples/sec, CrossEntropy=2.649, SmoothL1=1.273
[Epoch 87][Batch 3499], Speed: 84.944 samples/sec, CrossEntropy=2.649, SmoothL1=1.273
[Epoch 87][Batch 3599], Speed: 85.427 samples/sec, CrossEntropy=2.650, SmoothL1=1.274
[Epoch 87] Training cost: 1537.117, CrossEntropy=2.650, SmoothL1=1.273
[Epoch 88][Batch 99], Speed: 46.955 samples/sec, CrossEntropy=2.681, SmoothL1=1.314
[Epoch 88][Batch 199], Speed: 77.476 samples/sec, CrossEntropy=2.669, SmoothL1=1.287
[Epoch 88][Batch 299], Speed: 84.133 samples/sec, CrossEntropy=2.650, SmoothL1=1.274
[Epoch 88][Batch 399], Speed: 77.311 samples/sec, CrossEntropy=2.646, SmoothL1=1.277
[Epoch 88][Batch 499], Speed: 80.611 samples/sec, CrossEntropy=2.649, SmoothL1=1.285
[Epoch 88][Batch 599], Speed: 76.572 samples/sec, CrossEntropy=2.644, SmoothL1=1.279
[Epoch 88][Batch 699], Speed: 77.560 samples/sec, CrossEntropy=2.647, SmoothL1=1.280
[Epoch 88][Batch 799], Speed: 83.459 samples/sec, CrossEntropy=2.645, SmoothL1=1.279
[Epoch 88][Batch 899], Speed: 78.135 samples/sec, CrossEntropy=2.646, SmoothL1=1.277
[Epoch 88][Batch 999], Speed: 81.415 samples/sec, CrossEntropy=2.642, SmoothL1=1.272
[Epoch 88][Batch 1099], Speed: 79.148 samples/sec, CrossEntropy=2.641, SmoothL1=1.272
[Epoch 88][Batch 1199], Speed: 76.733 samples/sec, CrossEntropy=2.640, SmoothL1=1.273
[Epoch 88][Batch 1299], Speed: 74.956 samples/sec, CrossEntropy=2.638, SmoothL1=1.272
[Epoch 88][Batch 1399], Speed: 82.588 samples/sec, CrossEntropy=2.640, SmoothL1=1.271
[Epoch 88][Batch 1499], Speed: 78.082 samples/sec, CrossEntropy=2.638, SmoothL1=1.268
[Epoch 88][Batch 1599], Speed: 74.974 samples/sec, CrossEntropy=2.638, SmoothL1=1.269
[Epoch 88][Batch 1699], Speed: 85.579 samples/sec, CrossEntropy=2.640, SmoothL1=1.270
[Epoch 88][Batch 1799], Speed: 78.952 samples/sec, CrossEntropy=2.642, SmoothL1=1.273
[Epoch 88][Batch 1899], Speed: 76.896 samples/sec, CrossEntropy=2.641, SmoothL1=1.274
[Epoch 88][Batch 1999], Speed: 78.478 samples/sec, CrossEntropy=2.642, SmoothL1=1.274
[Epoch 88][Batch 2099], Speed: 82.469 samples/sec, CrossEntropy=2.644, SmoothL1=1.276
[Epoch 88][Batch 2199], Speed: 78.013 samples/sec, CrossEntropy=2.643, SmoothL1=1.275
[Epoch 88][Batch 2299], Speed: 79.970 samples/sec, CrossEntropy=2.643, SmoothL1=1.276
[Epoch 88][Batch 2399], Speed: 84.784 samples/sec, CrossEntropy=2.644, SmoothL1=1.277
[Epoch 88][Batch 2499], Speed: 78.482 samples/sec, CrossEntropy=2.645, SmoothL1=1.278
[Epoch 88][Batch 2599], Speed: 77.990 samples/sec, CrossEntropy=2.646, SmoothL1=1.280
[Epoch 88][Batch 2699], Speed: 72.845 samples/sec, CrossEntropy=2.646, SmoothL1=1.279
[Epoch 88][Batch 2799], Speed: 79.246 samples/sec, CrossEntropy=2.646, SmoothL1=1.278
[Epoch 88][Batch 2899], Speed: 77.774 samples/sec, CrossEntropy=2.646, SmoothL1=1.279
[Epoch 88][Batch 2999], Speed: 83.193 samples/sec, CrossEntropy=2.647, SmoothL1=1.278
[Epoch 88][Batch 3099], Speed: 79.835 samples/sec, CrossEntropy=2.647, SmoothL1=1.276
[Epoch 88][Batch 3199], Speed: 78.730 samples/sec, CrossEntropy=2.646, SmoothL1=1.277
[Epoch 88][Batch 3299], Speed: 78.413 samples/sec, CrossEntropy=2.648, SmoothL1=1.277
[Epoch 88][Batch 3399], Speed: 82.836 samples/sec, CrossEntropy=2.650, SmoothL1=1.277
[Epoch 88][Batch 3499], Speed: 83.971 samples/sec, CrossEntropy=2.651, SmoothL1=1.277
[Epoch 88][Batch 3599], Speed: 85.179 samples/sec, CrossEntropy=2.651, SmoothL1=1.277
[Epoch 88] Training cost: 1536.752, CrossEntropy=2.651, SmoothL1=1.276
[Epoch 89][Batch 99], Speed: 45.970 samples/sec, CrossEntropy=2.686, SmoothL1=1.307
[Epoch 89][Batch 199], Speed: 74.938 samples/sec, CrossEntropy=2.665, SmoothL1=1.284
[Epoch 89][Batch 299], Speed: 69.956 samples/sec, CrossEntropy=2.647, SmoothL1=1.268
[Epoch 89][Batch 399], Speed: 64.870 samples/sec, CrossEntropy=2.650, SmoothL1=1.272
[Epoch 89][Batch 499], Speed: 77.928 samples/sec, CrossEntropy=2.650, SmoothL1=1.271
[Epoch 89][Batch 599], Speed: 75.969 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 89][Batch 699], Speed: 84.915 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 89][Batch 799], Speed: 83.249 samples/sec, CrossEntropy=2.649, SmoothL1=1.274
[Epoch 89][Batch 899], Speed: 79.745 samples/sec, CrossEntropy=2.649, SmoothL1=1.270
[Epoch 89][Batch 999], Speed: 80.568 samples/sec, CrossEntropy=2.647, SmoothL1=1.269
[Epoch 89][Batch 1099], Speed: 81.206 samples/sec, CrossEntropy=2.644, SmoothL1=1.270
[Epoch 89][Batch 1199], Speed: 81.198 samples/sec, CrossEntropy=2.647, SmoothL1=1.272
[Epoch 89][Batch 1299], Speed: 78.322 samples/sec, CrossEntropy=2.645, SmoothL1=1.271
[Epoch 89][Batch 1399], Speed: 84.425 samples/sec, CrossEntropy=2.644, SmoothL1=1.267
[Epoch 89][Batch 1499], Speed: 75.618 samples/sec, CrossEntropy=2.645, SmoothL1=1.269
[Epoch 89][Batch 1599], Speed: 78.165 samples/sec, CrossEntropy=2.647, SmoothL1=1.269
[Epoch 89][Batch 1699], Speed: 75.854 samples/sec, CrossEntropy=2.646, SmoothL1=1.268
[Epoch 89][Batch 1799], Speed: 75.663 samples/sec, CrossEntropy=2.644, SmoothL1=1.269
[Epoch 89][Batch 1899], Speed: 77.469 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 89][Batch 1999], Speed: 78.146 samples/sec, CrossEntropy=2.643, SmoothL1=1.270
[Epoch 89][Batch 2099], Speed: 77.817 samples/sec, CrossEntropy=2.644, SmoothL1=1.270
[Epoch 89][Batch 2199], Speed: 73.157 samples/sec, CrossEntropy=2.644, SmoothL1=1.271
[Epoch 89][Batch 2299], Speed: 79.760 samples/sec, CrossEntropy=2.644, SmoothL1=1.271
[Epoch 89][Batch 2399], Speed: 79.174 samples/sec, CrossEntropy=2.643, SmoothL1=1.270
[Epoch 89][Batch 2499], Speed: 79.215 samples/sec, CrossEntropy=2.644, SmoothL1=1.270
[Epoch 89][Batch 2599], Speed: 75.609 samples/sec, CrossEntropy=2.645, SmoothL1=1.271
[Epoch 89][Batch 2699], Speed: 81.855 samples/sec, CrossEntropy=2.645, SmoothL1=1.271
[Epoch 89][Batch 2799], Speed: 77.052 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 89][Batch 2899], Speed: 78.342 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 89][Batch 2999], Speed: 85.938 samples/sec, CrossEntropy=2.644, SmoothL1=1.271
[Epoch 89][Batch 3099], Speed: 78.197 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 89][Batch 3199], Speed: 78.463 samples/sec, CrossEntropy=2.644, SmoothL1=1.272
[Epoch 89][Batch 3299], Speed: 77.117 samples/sec, CrossEntropy=2.645, SmoothL1=1.273
[Epoch 89][Batch 3399], Speed: 80.082 samples/sec, CrossEntropy=2.646, SmoothL1=1.274
[Epoch 89][Batch 3499], Speed: 86.164 samples/sec, CrossEntropy=2.647, SmoothL1=1.274
[Epoch 89][Batch 3599], Speed: 84.848 samples/sec, CrossEntropy=2.648, SmoothL1=1.274
[Epoch 89] Training cost: 1536.335, CrossEntropy=2.649, SmoothL1=1.274
[Epoch 89] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.441
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.259
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.091
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.294
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.374
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.230
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.342
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.357
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.121
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.415
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.516
person=38.2
bicycle=18.5
car=28.1
motorcycle=26.5
airplane=45.6
bus=48.6
train=47.1
truck=23.9
boat=13.7
traffic light=12.3
fire hydrant=43.6
stop sign=46.6
parking meter=29.1
bench=13.8
bird=18.2
cat=49.1
dog=43.6
horse=36.5
sheep=34.1
cow=35.0
elephant=46.9
bear=55.7
zebra=52.7
giraffe=49.4
backpack=5.0
umbrella=24.3
handbag=3.9
tie=15.6
suitcase=17.6
frisbee=37.1
skis=11.6
snowboard=15.9
sports ball=26.5
kite=22.3
baseball bat=11.7
baseball glove=16.7
skateboard=29.4
surfboard=20.5
tennis racket=26.3
bottle=17.2
wine glass=17.7
cup=23.9
fork=11.5
knife=4.7
spoon=3.9
bowl=24.9
banana=12.5
apple=7.3
sandwich=25.1
orange=15.6
broccoli=14.9
carrot=11.5
hot dog=19.5
pizza=35.7
donut=25.5
cake=20.1
chair=15.2
couch=33.2
potted plant=12.8
bed=29.2
dining table=19.4
toilet=42.2
tv=42.9
laptop=41.8
mouse=38.2
remote=8.1
keyboard=28.8
cell phone=20.1
microwave=39.0
oven=22.4
toaster=10.5
sink=21.7
refrigerator=33.8
book=6.1
clock=34.2
vase=16.7
scissors=14.2
teddy bear=31.5
hair drier=0.0
toothbrush=4.8
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.0
[Epoch 90][Batch 99], Speed: 56.721 samples/sec, CrossEntropy=2.609, SmoothL1=1.221
[Epoch 90][Batch 199], Speed: 78.005 samples/sec, CrossEntropy=2.627, SmoothL1=1.248
[Epoch 90][Batch 299], Speed: 84.195 samples/sec, CrossEntropy=2.634, SmoothL1=1.245
[Epoch 90][Batch 399], Speed: 84.131 samples/sec, CrossEntropy=2.638, SmoothL1=1.250
[Epoch 90][Batch 499], Speed: 76.687 samples/sec, CrossEntropy=2.634, SmoothL1=1.249
[Epoch 90][Batch 599], Speed: 78.818 samples/sec, CrossEntropy=2.640, SmoothL1=1.253
[Epoch 90][Batch 699], Speed: 78.573 samples/sec, CrossEntropy=2.639, SmoothL1=1.253
[Epoch 90][Batch 799], Speed: 76.279 samples/sec, CrossEntropy=2.645, SmoothL1=1.258
[Epoch 90][Batch 899], Speed: 80.219 samples/sec, CrossEntropy=2.645, SmoothL1=1.258
[Epoch 90][Batch 999], Speed: 73.514 samples/sec, CrossEntropy=2.642, SmoothL1=1.253
[Epoch 90][Batch 1099], Speed: 82.189 samples/sec, CrossEntropy=2.639, SmoothL1=1.252
[Epoch 90][Batch 1199], Speed: 79.494 samples/sec, CrossEntropy=2.638, SmoothL1=1.251
[Epoch 90][Batch 1299], Speed: 80.279 samples/sec, CrossEntropy=2.640, SmoothL1=1.255
[Epoch 90][Batch 1399], Speed: 79.480 samples/sec, CrossEntropy=2.639, SmoothL1=1.255
[Epoch 90][Batch 1499], Speed: 78.978 samples/sec, CrossEntropy=2.639, SmoothL1=1.255
[Epoch 90][Batch 1599], Speed: 78.333 samples/sec, CrossEntropy=2.639, SmoothL1=1.257
[Epoch 90][Batch 1699], Speed: 80.541 samples/sec, CrossEntropy=2.641, SmoothL1=1.258
[Epoch 90][Batch 1799], Speed: 82.648 samples/sec, CrossEntropy=2.641, SmoothL1=1.260
[Epoch 90][Batch 1899], Speed: 77.916 samples/sec, CrossEntropy=2.642, SmoothL1=1.261
[Epoch 90][Batch 1999], Speed: 77.083 samples/sec, CrossEntropy=2.642, SmoothL1=1.261
[Epoch 90][Batch 2099], Speed: 81.409 samples/sec, CrossEntropy=2.641, SmoothL1=1.260
[Epoch 90][Batch 2199], Speed: 76.317 samples/sec, CrossEntropy=2.642, SmoothL1=1.260
[Epoch 90][Batch 2299], Speed: 74.970 samples/sec, CrossEntropy=2.642, SmoothL1=1.260
[Epoch 90][Batch 2399], Speed: 79.132 samples/sec, CrossEntropy=2.642, SmoothL1=1.261
[Epoch 90][Batch 2499], Speed: 76.927 samples/sec, CrossEntropy=2.644, SmoothL1=1.262
[Epoch 90][Batch 2599], Speed: 77.724 samples/sec, CrossEntropy=2.645, SmoothL1=1.263
[Epoch 90][Batch 2699], Speed: 83.433 samples/sec, CrossEntropy=2.645, SmoothL1=1.264
[Epoch 90][Batch 2799], Speed: 81.383 samples/sec, CrossEntropy=2.645, SmoothL1=1.263
[Epoch 90][Batch 2899], Speed: 77.500 samples/sec, CrossEntropy=2.645, SmoothL1=1.263
[Epoch 90][Batch 2999], Speed: 83.579 samples/sec, CrossEntropy=2.644, SmoothL1=1.263
[Epoch 90][Batch 3099], Speed: 77.548 samples/sec, CrossEntropy=2.645, SmoothL1=1.264
[Epoch 90][Batch 3199], Speed: 77.632 samples/sec, CrossEntropy=2.646, SmoothL1=1.265
[Epoch 90][Batch 3299], Speed: 63.549 samples/sec, CrossEntropy=2.646, SmoothL1=1.265
[Epoch 90][Batch 3399], Speed: 80.812 samples/sec, CrossEntropy=2.646, SmoothL1=1.265
[Epoch 90][Batch 3499], Speed: 84.221 samples/sec, CrossEntropy=2.646, SmoothL1=1.266
[Epoch 90][Batch 3599], Speed: 84.030 samples/sec, CrossEntropy=2.645, SmoothL1=1.265
[Epoch 90] Training cost: 1532.362, CrossEntropy=2.645, SmoothL1=1.265
[Epoch 91][Batch 99], Speed: 50.533 samples/sec, CrossEntropy=2.630, SmoothL1=1.244
[Epoch 91][Batch 199], Speed: 80.532 samples/sec, CrossEntropy=2.630, SmoothL1=1.237
[Epoch 91][Batch 299], Speed: 69.174 samples/sec, CrossEntropy=2.618, SmoothL1=1.234
[Epoch 91][Batch 399], Speed: 79.309 samples/sec, CrossEntropy=2.606, SmoothL1=1.226
[Epoch 91][Batch 499], Speed: 81.325 samples/sec, CrossEntropy=2.605, SmoothL1=1.226
[Epoch 91][Batch 599], Speed: 79.854 samples/sec, CrossEntropy=2.614, SmoothL1=1.230
[Epoch 91][Batch 699], Speed: 78.158 samples/sec, CrossEntropy=2.619, SmoothL1=1.233
[Epoch 91][Batch 799], Speed: 83.537 samples/sec, CrossEntropy=2.622, SmoothL1=1.237
[Epoch 91][Batch 899], Speed: 76.613 samples/sec, CrossEntropy=2.625, SmoothL1=1.243
[Epoch 91][Batch 999], Speed: 77.649 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 91][Batch 1099], Speed: 84.574 samples/sec, CrossEntropy=2.631, SmoothL1=1.252
[Epoch 91][Batch 1199], Speed: 78.859 samples/sec, CrossEntropy=2.631, SmoothL1=1.251
[Epoch 91][Batch 1299], Speed: 78.693 samples/sec, CrossEntropy=2.633, SmoothL1=1.253
[Epoch 91][Batch 1399], Speed: 85.165 samples/sec, CrossEntropy=2.636, SmoothL1=1.259
[Epoch 91][Batch 1499], Speed: 80.597 samples/sec, CrossEntropy=2.637, SmoothL1=1.259
[Epoch 91][Batch 1599], Speed: 77.274 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 91][Batch 1699], Speed: 78.953 samples/sec, CrossEntropy=2.636, SmoothL1=1.259
[Epoch 91][Batch 1799], Speed: 78.705 samples/sec, CrossEntropy=2.635, SmoothL1=1.259
[Epoch 91][Batch 1899], Speed: 78.305 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 91][Batch 1999], Speed: 74.843 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 91][Batch 2099], Speed: 81.962 samples/sec, CrossEntropy=2.640, SmoothL1=1.263
[Epoch 91][Batch 2199], Speed: 77.553 samples/sec, CrossEntropy=2.641, SmoothL1=1.264
[Epoch 91][Batch 2299], Speed: 73.791 samples/sec, CrossEntropy=2.641, SmoothL1=1.263
[Epoch 91][Batch 2399], Speed: 58.750 samples/sec, CrossEntropy=2.643, SmoothL1=1.264
[Epoch 91][Batch 2499], Speed: 78.285 samples/sec, CrossEntropy=2.642, SmoothL1=1.264
[Epoch 91][Batch 2599], Speed: 78.802 samples/sec, CrossEntropy=2.643, SmoothL1=1.265
[Epoch 91][Batch 2699], Speed: 84.133 samples/sec, CrossEntropy=2.642, SmoothL1=1.265
[Epoch 91][Batch 2799], Speed: 78.609 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 91][Batch 2899], Speed: 77.656 samples/sec, CrossEntropy=2.643, SmoothL1=1.267
[Epoch 91][Batch 2999], Speed: 77.907 samples/sec, CrossEntropy=2.643, SmoothL1=1.267
[Epoch 91][Batch 3099], Speed: 80.120 samples/sec, CrossEntropy=2.643, SmoothL1=1.267
[Epoch 91][Batch 3199], Speed: 77.838 samples/sec, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 91][Batch 3299], Speed: 77.571 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 91][Batch 3399], Speed: 76.252 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 91][Batch 3499], Speed: 84.314 samples/sec, CrossEntropy=2.644, SmoothL1=1.269
[Epoch 91][Batch 3599], Speed: 84.623 samples/sec, CrossEntropy=2.645, SmoothL1=1.270
[Epoch 91] Training cost: 1535.316, CrossEntropy=2.645, SmoothL1=1.269
[Epoch 92][Batch 99], Speed: 51.833 samples/sec, CrossEntropy=2.688, SmoothL1=1.324
[Epoch 92][Batch 199], Speed: 84.370 samples/sec, CrossEntropy=2.659, SmoothL1=1.300
[Epoch 92][Batch 299], Speed: 75.612 samples/sec, CrossEntropy=2.651, SmoothL1=1.275
[Epoch 92][Batch 399], Speed: 79.633 samples/sec, CrossEntropy=2.640, SmoothL1=1.269
[Epoch 92][Batch 499], Speed: 76.784 samples/sec, CrossEntropy=2.638, SmoothL1=1.258
[Epoch 92][Batch 599], Speed: 83.980 samples/sec, CrossEntropy=2.643, SmoothL1=1.257
[Epoch 92][Batch 699], Speed: 83.594 samples/sec, CrossEntropy=2.642, SmoothL1=1.260
[Epoch 92][Batch 799], Speed: 79.096 samples/sec, CrossEntropy=2.644, SmoothL1=1.260
[Epoch 92][Batch 899], Speed: 85.282 samples/sec, CrossEntropy=2.640, SmoothL1=1.262
[Epoch 92][Batch 999], Speed: 84.149 samples/sec, CrossEntropy=2.639, SmoothL1=1.261
[Epoch 92][Batch 1099], Speed: 81.568 samples/sec, CrossEntropy=2.639, SmoothL1=1.262
[Epoch 92][Batch 1199], Speed: 78.076 samples/sec, CrossEntropy=2.636, SmoothL1=1.260
[Epoch 92][Batch 1299], Speed: 73.940 samples/sec, CrossEntropy=2.635, SmoothL1=1.261
[Epoch 92][Batch 1399], Speed: 79.785 samples/sec, CrossEntropy=2.634, SmoothL1=1.260
[Epoch 92][Batch 1499], Speed: 76.529 samples/sec, CrossEntropy=2.634, SmoothL1=1.260
[Epoch 92][Batch 1599], Speed: 77.035 samples/sec, CrossEntropy=2.635, SmoothL1=1.259
[Epoch 92][Batch 1699], Speed: 79.112 samples/sec, CrossEntropy=2.636, SmoothL1=1.260
[Epoch 92][Batch 1799], Speed: 76.767 samples/sec, CrossEntropy=2.638, SmoothL1=1.261
[Epoch 92][Batch 1899], Speed: 85.000 samples/sec, CrossEntropy=2.641, SmoothL1=1.263
[Epoch 92][Batch 1999], Speed: 79.074 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 92][Batch 2099], Speed: 76.245 samples/sec, CrossEntropy=2.642, SmoothL1=1.267
[Epoch 92][Batch 2199], Speed: 77.329 samples/sec, CrossEntropy=2.643, SmoothL1=1.267
[Epoch 92][Batch 2299], Speed: 79.880 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 92][Batch 2399], Speed: 80.575 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 92][Batch 2499], Speed: 73.078 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 92][Batch 2599], Speed: 73.692 samples/sec, CrossEntropy=2.640, SmoothL1=1.265
[Epoch 92][Batch 2699], Speed: 74.208 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 92][Batch 2799], Speed: 78.864 samples/sec, CrossEntropy=2.639, SmoothL1=1.264
[Epoch 92][Batch 2899], Speed: 77.347 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 92][Batch 2999], Speed: 80.327 samples/sec, CrossEntropy=2.640, SmoothL1=1.265
[Epoch 92][Batch 3099], Speed: 79.810 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 92][Batch 3199], Speed: 78.852 samples/sec, CrossEntropy=2.642, SmoothL1=1.265
[Epoch 92][Batch 3299], Speed: 82.693 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 92][Batch 3399], Speed: 79.186 samples/sec, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 92][Batch 3499], Speed: 85.425 samples/sec, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 92][Batch 3599], Speed: 84.672 samples/sec, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 92] Training cost: 1537.365, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 93][Batch 99], Speed: 55.948 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 93][Batch 199], Speed: 83.848 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 93][Batch 299], Speed: 79.511 samples/sec, CrossEntropy=2.611, SmoothL1=1.246
[Epoch 93][Batch 399], Speed: 59.976 samples/sec, CrossEntropy=2.612, SmoothL1=1.250
[Epoch 93][Batch 499], Speed: 81.516 samples/sec, CrossEntropy=2.623, SmoothL1=1.254
[Epoch 93][Batch 599], Speed: 76.079 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 93][Batch 699], Speed: 85.554 samples/sec, CrossEntropy=2.625, SmoothL1=1.248
[Epoch 93][Batch 799], Speed: 79.077 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 93][Batch 899], Speed: 79.012 samples/sec, CrossEntropy=2.622, SmoothL1=1.246
[Epoch 93][Batch 999], Speed: 80.834 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 93][Batch 1099], Speed: 80.604 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 93][Batch 1199], Speed: 77.840 samples/sec, CrossEntropy=2.625, SmoothL1=1.253
[Epoch 93][Batch 1299], Speed: 78.065 samples/sec, CrossEntropy=2.627, SmoothL1=1.255
[Epoch 93][Batch 1399], Speed: 75.075 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 93][Batch 1499], Speed: 78.759 samples/sec, CrossEntropy=2.627, SmoothL1=1.254
[Epoch 93][Batch 1599], Speed: 79.250 samples/sec, CrossEntropy=2.628, SmoothL1=1.256
[Epoch 93][Batch 1699], Speed: 85.555 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 93][Batch 1799], Speed: 82.706 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 93][Batch 1899], Speed: 72.980 samples/sec, CrossEntropy=2.634, SmoothL1=1.261
[Epoch 93][Batch 1999], Speed: 78.436 samples/sec, CrossEntropy=2.635, SmoothL1=1.263
[Epoch 93][Batch 2099], Speed: 79.057 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 93][Batch 2199], Speed: 78.198 samples/sec, CrossEntropy=2.639, SmoothL1=1.266
[Epoch 93][Batch 2299], Speed: 80.385 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 93][Batch 2399], Speed: 81.355 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 93][Batch 2499], Speed: 79.492 samples/sec, CrossEntropy=2.640, SmoothL1=1.266
[Epoch 93][Batch 2599], Speed: 73.824 samples/sec, CrossEntropy=2.642, SmoothL1=1.267
[Epoch 93][Batch 2699], Speed: 76.986 samples/sec, CrossEntropy=2.643, SmoothL1=1.268
[Epoch 93][Batch 2799], Speed: 76.043 samples/sec, CrossEntropy=2.645, SmoothL1=1.271
[Epoch 93][Batch 2899], Speed: 81.697 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 93][Batch 2999], Speed: 71.413 samples/sec, CrossEntropy=2.645, SmoothL1=1.272
[Epoch 93][Batch 3099], Speed: 76.504 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 93][Batch 3199], Speed: 78.803 samples/sec, CrossEntropy=2.647, SmoothL1=1.273
[Epoch 93][Batch 3299], Speed: 77.586 samples/sec, CrossEntropy=2.647, SmoothL1=1.273
[Epoch 93][Batch 3399], Speed: 84.673 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 93][Batch 3499], Speed: 84.120 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 93][Batch 3599], Speed: 83.199 samples/sec, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 93] Training cost: 1531.085, CrossEntropy=2.646, SmoothL1=1.271
[Epoch 94][Batch 99], Speed: 54.649 samples/sec, CrossEntropy=2.612, SmoothL1=1.273
[Epoch 94][Batch 199], Speed: 76.016 samples/sec, CrossEntropy=2.606, SmoothL1=1.245
[Epoch 94][Batch 299], Speed: 79.234 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 94][Batch 399], Speed: 60.236 samples/sec, CrossEntropy=2.618, SmoothL1=1.248
[Epoch 94][Batch 499], Speed: 76.543 samples/sec, CrossEntropy=2.608, SmoothL1=1.242
[Epoch 94][Batch 599], Speed: 77.379 samples/sec, CrossEntropy=2.618, SmoothL1=1.247
[Epoch 94][Batch 699], Speed: 76.636 samples/sec, CrossEntropy=2.617, SmoothL1=1.247
[Epoch 94][Batch 799], Speed: 76.402 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 94][Batch 899], Speed: 79.340 samples/sec, CrossEntropy=2.616, SmoothL1=1.247
[Epoch 94][Batch 999], Speed: 79.878 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 94][Batch 1099], Speed: 81.813 samples/sec, CrossEntropy=2.616, SmoothL1=1.249
[Epoch 94][Batch 1199], Speed: 78.959 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 94][Batch 1299], Speed: 78.205 samples/sec, CrossEntropy=2.617, SmoothL1=1.251
[Epoch 94][Batch 1399], Speed: 78.488 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 94][Batch 1499], Speed: 79.096 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 94][Batch 1599], Speed: 78.415 samples/sec, CrossEntropy=2.620, SmoothL1=1.251
[Epoch 94][Batch 1699], Speed: 77.956 samples/sec, CrossEntropy=2.622, SmoothL1=1.253
[Epoch 94][Batch 1799], Speed: 76.329 samples/sec, CrossEntropy=2.624, SmoothL1=1.253
[Epoch 94][Batch 1899], Speed: 80.363 samples/sec, CrossEntropy=2.625, SmoothL1=1.253
[Epoch 94][Batch 1999], Speed: 77.391 samples/sec, CrossEntropy=2.626, SmoothL1=1.255
[Epoch 94][Batch 2099], Speed: 81.735 samples/sec, CrossEntropy=2.628, SmoothL1=1.256
[Epoch 94][Batch 2199], Speed: 76.448 samples/sec, CrossEntropy=2.628, SmoothL1=1.256
[Epoch 94][Batch 2299], Speed: 84.158 samples/sec, CrossEntropy=2.629, SmoothL1=1.256
[Epoch 94][Batch 2399], Speed: 77.585 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 94][Batch 2499], Speed: 76.833 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 94][Batch 2599], Speed: 79.893 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 94][Batch 2699], Speed: 79.035 samples/sec, CrossEntropy=2.630, SmoothL1=1.257
[Epoch 94][Batch 2799], Speed: 75.626 samples/sec, CrossEntropy=2.630, SmoothL1=1.255
[Epoch 94][Batch 2899], Speed: 77.761 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 94][Batch 2999], Speed: 66.236 samples/sec, CrossEntropy=2.631, SmoothL1=1.257
[Epoch 94][Batch 3099], Speed: 78.432 samples/sec, CrossEntropy=2.631, SmoothL1=1.257
[Epoch 94][Batch 3199], Speed: 79.251 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 94][Batch 3299], Speed: 80.892 samples/sec, CrossEntropy=2.631, SmoothL1=1.257
[Epoch 94][Batch 3399], Speed: 75.836 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 94][Batch 3499], Speed: 84.215 samples/sec, CrossEntropy=2.632, SmoothL1=1.258
[Epoch 94][Batch 3599], Speed: 82.934 samples/sec, CrossEntropy=2.633, SmoothL1=1.259
[Epoch 94] Training cost: 1538.108, CrossEntropy=2.634, SmoothL1=1.259
[Epoch 95][Batch 99], Speed: 46.245 samples/sec, CrossEntropy=2.642, SmoothL1=1.290
[Epoch 95][Batch 199], Speed: 76.624 samples/sec, CrossEntropy=2.640, SmoothL1=1.286
[Epoch 95][Batch 299], Speed: 76.318 samples/sec, CrossEntropy=2.639, SmoothL1=1.282
[Epoch 95][Batch 399], Speed: 81.827 samples/sec, CrossEntropy=2.634, SmoothL1=1.265
[Epoch 95][Batch 499], Speed: 82.953 samples/sec, CrossEntropy=2.625, SmoothL1=1.255
[Epoch 95][Batch 599], Speed: 79.874 samples/sec, CrossEntropy=2.624, SmoothL1=1.258
[Epoch 95][Batch 699], Speed: 79.553 samples/sec, CrossEntropy=2.622, SmoothL1=1.256
[Epoch 95][Batch 799], Speed: 74.935 samples/sec, CrossEntropy=2.617, SmoothL1=1.253
[Epoch 95][Batch 899], Speed: 81.485 samples/sec, CrossEntropy=2.617, SmoothL1=1.253
[Epoch 95][Batch 999], Speed: 75.515 samples/sec, CrossEntropy=2.621, SmoothL1=1.254
[Epoch 95][Batch 1099], Speed: 83.416 samples/sec, CrossEntropy=2.617, SmoothL1=1.251
[Epoch 95][Batch 1199], Speed: 82.926 samples/sec, CrossEntropy=2.615, SmoothL1=1.251
[Epoch 95][Batch 1299], Speed: 77.904 samples/sec, CrossEntropy=2.617, SmoothL1=1.256
[Epoch 95][Batch 1399], Speed: 74.927 samples/sec, CrossEntropy=2.619, SmoothL1=1.258
[Epoch 95][Batch 1499], Speed: 78.406 samples/sec, CrossEntropy=2.622, SmoothL1=1.262
[Epoch 95][Batch 1599], Speed: 78.492 samples/sec, CrossEntropy=2.623, SmoothL1=1.264
[Epoch 95][Batch 1699], Speed: 77.237 samples/sec, CrossEntropy=2.625, SmoothL1=1.266
[Epoch 95][Batch 1799], Speed: 81.381 samples/sec, CrossEntropy=2.624, SmoothL1=1.265
[Epoch 95][Batch 1899], Speed: 81.659 samples/sec, CrossEntropy=2.626, SmoothL1=1.265
[Epoch 95][Batch 1999], Speed: 78.970 samples/sec, CrossEntropy=2.627, SmoothL1=1.268
[Epoch 95][Batch 2099], Speed: 76.889 samples/sec, CrossEntropy=2.627, SmoothL1=1.268
[Epoch 95][Batch 2199], Speed: 75.910 samples/sec, CrossEntropy=2.628, SmoothL1=1.268
[Epoch 95][Batch 2299], Speed: 79.669 samples/sec, CrossEntropy=2.627, SmoothL1=1.266
[Epoch 95][Batch 2399], Speed: 77.056 samples/sec, CrossEntropy=2.627, SmoothL1=1.265
[Epoch 95][Batch 2499], Speed: 83.319 samples/sec, CrossEntropy=2.629, SmoothL1=1.265
[Epoch 95][Batch 2599], Speed: 78.323 samples/sec, CrossEntropy=2.629, SmoothL1=1.264
[Epoch 95][Batch 2699], Speed: 78.259 samples/sec, CrossEntropy=2.630, SmoothL1=1.265
[Epoch 95][Batch 2799], Speed: 82.094 samples/sec, CrossEntropy=2.631, SmoothL1=1.265
[Epoch 95][Batch 2899], Speed: 77.114 samples/sec, CrossEntropy=2.632, SmoothL1=1.266
[Epoch 95][Batch 2999], Speed: 74.990 samples/sec, CrossEntropy=2.632, SmoothL1=1.266
[Epoch 95][Batch 3099], Speed: 74.742 samples/sec, CrossEntropy=2.632, SmoothL1=1.265
[Epoch 95][Batch 3199], Speed: 78.148 samples/sec, CrossEntropy=2.634, SmoothL1=1.266
[Epoch 95][Batch 3299], Speed: 78.768 samples/sec, CrossEntropy=2.636, SmoothL1=1.267
[Epoch 95][Batch 3399], Speed: 78.955 samples/sec, CrossEntropy=2.637, SmoothL1=1.268
[Epoch 95][Batch 3499], Speed: 85.393 samples/sec, CrossEntropy=2.637, SmoothL1=1.268
[Epoch 95][Batch 3599], Speed: 84.083 samples/sec, CrossEntropy=2.637, SmoothL1=1.267
[Epoch 95] Training cost: 1541.276, CrossEntropy=2.638, SmoothL1=1.268
[Epoch 96][Batch 99], Speed: 52.636 samples/sec, CrossEntropy=2.623, SmoothL1=1.255
[Epoch 96][Batch 199], Speed: 75.301 samples/sec, CrossEntropy=2.610, SmoothL1=1.247
[Epoch 96][Batch 299], Speed: 63.240 samples/sec, CrossEntropy=2.606, SmoothL1=1.240
[Epoch 96][Batch 399], Speed: 79.768 samples/sec, CrossEntropy=2.601, SmoothL1=1.241
[Epoch 96][Batch 499], Speed: 75.243 samples/sec, CrossEntropy=2.607, SmoothL1=1.246
[Epoch 96][Batch 599], Speed: 82.879 samples/sec, CrossEntropy=2.609, SmoothL1=1.249
[Epoch 96][Batch 699], Speed: 79.449 samples/sec, CrossEntropy=2.607, SmoothL1=1.247
[Epoch 96][Batch 799], Speed: 77.162 samples/sec, CrossEntropy=2.606, SmoothL1=1.242
[Epoch 96][Batch 899], Speed: 77.210 samples/sec, CrossEntropy=2.608, SmoothL1=1.247
[Epoch 96][Batch 999], Speed: 84.825 samples/sec, CrossEntropy=2.613, SmoothL1=1.250
[Epoch 96][Batch 1099], Speed: 76.297 samples/sec, CrossEntropy=2.616, SmoothL1=1.251
[Epoch 96][Batch 1199], Speed: 77.134 samples/sec, CrossEntropy=2.618, SmoothL1=1.251
[Epoch 96][Batch 1299], Speed: 76.306 samples/sec, CrossEntropy=2.620, SmoothL1=1.251
[Epoch 96][Batch 1399], Speed: 77.342 samples/sec, CrossEntropy=2.622, SmoothL1=1.253
[Epoch 96][Batch 1499], Speed: 79.654 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 96][Batch 1599], Speed: 84.469 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 96][Batch 1699], Speed: 77.947 samples/sec, CrossEntropy=2.628, SmoothL1=1.254
[Epoch 96][Batch 1799], Speed: 79.831 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 96][Batch 1899], Speed: 79.141 samples/sec, CrossEntropy=2.631, SmoothL1=1.254
[Epoch 96][Batch 1999], Speed: 81.408 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 96][Batch 2099], Speed: 79.310 samples/sec, CrossEntropy=2.630, SmoothL1=1.254
[Epoch 96][Batch 2199], Speed: 78.204 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 96][Batch 2299], Speed: 80.558 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 96][Batch 2399], Speed: 75.903 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 96][Batch 2499], Speed: 77.481 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 96][Batch 2599], Speed: 76.225 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 96][Batch 2699], Speed: 77.069 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 96][Batch 2799], Speed: 77.811 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 96][Batch 2899], Speed: 83.455 samples/sec, CrossEntropy=2.632, SmoothL1=1.258
[Epoch 96][Batch 2999], Speed: 81.775 samples/sec, CrossEntropy=2.633, SmoothL1=1.259
[Epoch 96][Batch 3099], Speed: 78.885 samples/sec, CrossEntropy=2.632, SmoothL1=1.258
[Epoch 96][Batch 3199], Speed: 84.408 samples/sec, CrossEntropy=2.634, SmoothL1=1.259
[Epoch 96][Batch 3299], Speed: 79.270 samples/sec, CrossEntropy=2.634, SmoothL1=1.260
[Epoch 96][Batch 3399], Speed: 78.109 samples/sec, CrossEntropy=2.636, SmoothL1=1.261
[Epoch 96][Batch 3499], Speed: 85.269 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 96][Batch 3599], Speed: 84.334 samples/sec, CrossEntropy=2.638, SmoothL1=1.262
[Epoch 96] Training cost: 1536.558, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 97][Batch 99], Speed: 48.804 samples/sec, CrossEntropy=2.673, SmoothL1=1.290
[Epoch 97][Batch 199], Speed: 79.929 samples/sec, CrossEntropy=2.650, SmoothL1=1.278
[Epoch 97][Batch 299], Speed: 81.227 samples/sec, CrossEntropy=2.639, SmoothL1=1.258
[Epoch 97][Batch 399], Speed: 79.209 samples/sec, CrossEntropy=2.655, SmoothL1=1.281
[Epoch 97][Batch 499], Speed: 84.345 samples/sec, CrossEntropy=2.657, SmoothL1=1.284
[Epoch 97][Batch 599], Speed: 77.878 samples/sec, CrossEntropy=2.649, SmoothL1=1.280
[Epoch 97][Batch 699], Speed: 77.917 samples/sec, CrossEntropy=2.646, SmoothL1=1.275
[Epoch 97][Batch 799], Speed: 83.928 samples/sec, CrossEntropy=2.640, SmoothL1=1.268
[Epoch 97][Batch 899], Speed: 77.794 samples/sec, CrossEntropy=2.641, SmoothL1=1.271
[Epoch 97][Batch 999], Speed: 78.705 samples/sec, CrossEntropy=2.639, SmoothL1=1.269
[Epoch 97][Batch 1099], Speed: 78.314 samples/sec, CrossEntropy=2.638, SmoothL1=1.267
[Epoch 97][Batch 1199], Speed: 76.901 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 97][Batch 1299], Speed: 75.751 samples/sec, CrossEntropy=2.638, SmoothL1=1.267
[Epoch 97][Batch 1399], Speed: 78.188 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 97][Batch 1499], Speed: 82.668 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 97][Batch 1599], Speed: 79.156 samples/sec, CrossEntropy=2.635, SmoothL1=1.263
[Epoch 97][Batch 1699], Speed: 75.411 samples/sec, CrossEntropy=2.635, SmoothL1=1.263
[Epoch 97][Batch 1799], Speed: 83.779 samples/sec, CrossEntropy=2.634, SmoothL1=1.263
[Epoch 97][Batch 1899], Speed: 78.713 samples/sec, CrossEntropy=2.636, SmoothL1=1.265
[Epoch 97][Batch 1999], Speed: 79.601 samples/sec, CrossEntropy=2.637, SmoothL1=1.266
[Epoch 97][Batch 2099], Speed: 82.902 samples/sec, CrossEntropy=2.637, SmoothL1=1.266
[Epoch 97][Batch 2199], Speed: 81.107 samples/sec, CrossEntropy=2.637, SmoothL1=1.266
[Epoch 97][Batch 2299], Speed: 78.264 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 97][Batch 2399], Speed: 79.333 samples/sec, CrossEntropy=2.639, SmoothL1=1.267
[Epoch 97][Batch 2499], Speed: 78.402 samples/sec, CrossEntropy=2.639, SmoothL1=1.268
[Epoch 97][Batch 2599], Speed: 79.995 samples/sec, CrossEntropy=2.639, SmoothL1=1.269
[Epoch 97][Batch 2699], Speed: 76.288 samples/sec, CrossEntropy=2.639, SmoothL1=1.270
[Epoch 97][Batch 2799], Speed: 80.457 samples/sec, CrossEntropy=2.640, SmoothL1=1.270
[Epoch 97][Batch 2899], Speed: 78.622 samples/sec, CrossEntropy=2.640, SmoothL1=1.271
[Epoch 97][Batch 2999], Speed: 78.579 samples/sec, CrossEntropy=2.641, SmoothL1=1.271
[Epoch 97][Batch 3099], Speed: 81.250 samples/sec, CrossEntropy=2.640, SmoothL1=1.270
[Epoch 97][Batch 3199], Speed: 80.478 samples/sec, CrossEntropy=2.639, SmoothL1=1.269
[Epoch 97][Batch 3299], Speed: 76.308 samples/sec, CrossEntropy=2.639, SmoothL1=1.269
[Epoch 97][Batch 3399], Speed: 83.160 samples/sec, CrossEntropy=2.638, SmoothL1=1.270
[Epoch 97][Batch 3499], Speed: 84.774 samples/sec, CrossEntropy=2.639, SmoothL1=1.270
[Epoch 97][Batch 3599], Speed: 84.373 samples/sec, CrossEntropy=2.638, SmoothL1=1.269
[Epoch 97] Training cost: 1540.051, CrossEntropy=2.638, SmoothL1=1.268
[Epoch 98][Batch 99], Speed: 43.496 samples/sec, CrossEntropy=2.598, SmoothL1=1.247
[Epoch 98][Batch 199], Speed: 73.454 samples/sec, CrossEntropy=2.619, SmoothL1=1.265
[Epoch 98][Batch 299], Speed: 74.690 samples/sec, CrossEntropy=2.621, SmoothL1=1.254
[Epoch 98][Batch 399], Speed: 79.646 samples/sec, CrossEntropy=2.627, SmoothL1=1.258
[Epoch 98][Batch 499], Speed: 77.516 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 98][Batch 599], Speed: 79.186 samples/sec, CrossEntropy=2.625, SmoothL1=1.255
[Epoch 98][Batch 699], Speed: 84.304 samples/sec, CrossEntropy=2.626, SmoothL1=1.253
[Epoch 98][Batch 799], Speed: 79.265 samples/sec, CrossEntropy=2.630, SmoothL1=1.257
[Epoch 98][Batch 899], Speed: 77.758 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 98][Batch 999], Speed: 83.577 samples/sec, CrossEntropy=2.626, SmoothL1=1.259
[Epoch 98][Batch 1099], Speed: 78.604 samples/sec, CrossEntropy=2.625, SmoothL1=1.259
[Epoch 98][Batch 1199], Speed: 77.777 samples/sec, CrossEntropy=2.625, SmoothL1=1.260
[Epoch 98][Batch 1299], Speed: 74.177 samples/sec, CrossEntropy=2.627, SmoothL1=1.261
[Epoch 98][Batch 1399], Speed: 77.052 samples/sec, CrossEntropy=2.631, SmoothL1=1.262
[Epoch 98][Batch 1499], Speed: 74.474 samples/sec, CrossEntropy=2.632, SmoothL1=1.262
[Epoch 98][Batch 1599], Speed: 79.688 samples/sec, CrossEntropy=2.633, SmoothL1=1.263
[Epoch 98][Batch 1699], Speed: 79.419 samples/sec, CrossEntropy=2.632, SmoothL1=1.261
[Epoch 98][Batch 1799], Speed: 79.141 samples/sec, CrossEntropy=2.631, SmoothL1=1.260
[Epoch 98][Batch 1899], Speed: 76.916 samples/sec, CrossEntropy=2.631, SmoothL1=1.261
[Epoch 98][Batch 1999], Speed: 53.269 samples/sec, CrossEntropy=2.633, SmoothL1=1.263
[Epoch 98][Batch 2099], Speed: 76.372 samples/sec, CrossEntropy=2.636, SmoothL1=1.265
[Epoch 98][Batch 2199], Speed: 77.632 samples/sec, CrossEntropy=2.637, SmoothL1=1.265
[Epoch 98][Batch 2299], Speed: 84.375 samples/sec, CrossEntropy=2.635, SmoothL1=1.264
[Epoch 98][Batch 2399], Speed: 80.584 samples/sec, CrossEntropy=2.636, SmoothL1=1.263
[Epoch 98][Batch 2499], Speed: 76.172 samples/sec, CrossEntropy=2.637, SmoothL1=1.263
[Epoch 98][Batch 2599], Speed: 78.221 samples/sec, CrossEntropy=2.639, SmoothL1=1.264
[Epoch 98][Batch 2699], Speed: 77.970 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 98][Batch 2799], Speed: 77.970 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 98][Batch 2899], Speed: 75.936 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 98][Batch 2999], Speed: 84.839 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 98][Batch 3099], Speed: 80.458 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 98][Batch 3199], Speed: 79.224 samples/sec, CrossEntropy=2.637, SmoothL1=1.264
[Epoch 98][Batch 3299], Speed: 78.409 samples/sec, CrossEntropy=2.637, SmoothL1=1.264
[Epoch 98][Batch 3399], Speed: 77.713 samples/sec, CrossEntropy=2.637, SmoothL1=1.264
[Epoch 98][Batch 3499], Speed: 85.048 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 98][Batch 3599], Speed: 85.532 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 98] Training cost: 1537.766, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 99][Batch 99], Speed: 55.965 samples/sec, CrossEntropy=2.639, SmoothL1=1.246
[Epoch 99][Batch 199], Speed: 75.438 samples/sec, CrossEntropy=2.613, SmoothL1=1.236
[Epoch 99][Batch 299], Speed: 64.762 samples/sec, CrossEntropy=2.622, SmoothL1=1.239
[Epoch 99][Batch 399], Speed: 77.255 samples/sec, CrossEntropy=2.624, SmoothL1=1.243
[Epoch 99][Batch 499], Speed: 77.674 samples/sec, CrossEntropy=2.620, SmoothL1=1.240
[Epoch 99][Batch 599], Speed: 74.218 samples/sec, CrossEntropy=2.623, SmoothL1=1.248
[Epoch 99][Batch 699], Speed: 77.436 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 99][Batch 799], Speed: 79.396 samples/sec, CrossEntropy=2.624, SmoothL1=1.251
[Epoch 99][Batch 899], Speed: 77.294 samples/sec, CrossEntropy=2.627, SmoothL1=1.257
[Epoch 99][Batch 999], Speed: 78.100 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 99][Batch 1099], Speed: 82.535 samples/sec, CrossEntropy=2.633, SmoothL1=1.258
[Epoch 99][Batch 1199], Speed: 79.693 samples/sec, CrossEntropy=2.631, SmoothL1=1.259
[Epoch 99][Batch 1299], Speed: 77.446 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 99][Batch 1399], Speed: 83.605 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 99][Batch 1499], Speed: 79.294 samples/sec, CrossEntropy=2.637, SmoothL1=1.264
[Epoch 99][Batch 1599], Speed: 77.429 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 99][Batch 1699], Speed: 74.731 samples/sec, CrossEntropy=2.640, SmoothL1=1.268
[Epoch 99][Batch 1799], Speed: 80.542 samples/sec, CrossEntropy=2.639, SmoothL1=1.267
[Epoch 99][Batch 1899], Speed: 78.162 samples/sec, CrossEntropy=2.641, SmoothL1=1.268
[Epoch 99][Batch 1999], Speed: 83.471 samples/sec, CrossEntropy=2.641, SmoothL1=1.269
[Epoch 99][Batch 2099], Speed: 78.794 samples/sec, CrossEntropy=2.641, SmoothL1=1.268
[Epoch 99][Batch 2199], Speed: 77.391 samples/sec, CrossEntropy=2.642, SmoothL1=1.269
[Epoch 99][Batch 2299], Speed: 84.436 samples/sec, CrossEntropy=2.642, SmoothL1=1.269
[Epoch 99][Batch 2399], Speed: 77.737 samples/sec, CrossEntropy=2.641, SmoothL1=1.268
[Epoch 99][Batch 2499], Speed: 74.180 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 99][Batch 2599], Speed: 70.716 samples/sec, CrossEntropy=2.641, SmoothL1=1.266
[Epoch 99][Batch 2699], Speed: 65.407 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 99][Batch 2799], Speed: 76.726 samples/sec, CrossEntropy=2.641, SmoothL1=1.267
[Epoch 99][Batch 2899], Speed: 76.762 samples/sec, CrossEntropy=2.640, SmoothL1=1.267
[Epoch 99][Batch 2999], Speed: 85.283 samples/sec, CrossEntropy=2.639, SmoothL1=1.266
[Epoch 99][Batch 3099], Speed: 77.144 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 99][Batch 3199], Speed: 78.710 samples/sec, CrossEntropy=2.640, SmoothL1=1.266
[Epoch 99][Batch 3299], Speed: 84.393 samples/sec, CrossEntropy=2.640, SmoothL1=1.266
[Epoch 99][Batch 3399], Speed: 80.539 samples/sec, CrossEntropy=2.641, SmoothL1=1.266
[Epoch 99][Batch 3499], Speed: 84.684 samples/sec, CrossEntropy=2.641, SmoothL1=1.266
[Epoch 99][Batch 3599], Speed: 85.280 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 99] Training cost: 1537.050, CrossEntropy=2.641, SmoothL1=1.266
[Epoch 99] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.254
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.446
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.262
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.088
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.298
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.385
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.235
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.349
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.364
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.412
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.532
person=38.3
bicycle=18.8
car=28.0
motorcycle=28.0
airplane=47.6
bus=49.7
train=49.5
truck=22.3
boat=13.3
traffic light=12.3
fire hydrant=44.4
stop sign=43.7
parking meter=29.6
bench=12.7
bird=19.3
cat=49.4
dog=43.6
horse=35.7
sheep=34.8
cow=35.2
elephant=47.2
bear=54.3
zebra=52.5
giraffe=48.3
backpack=5.0
umbrella=23.7
handbag=4.5
tie=15.6
suitcase=18.0
frisbee=34.3
skis=13.7
snowboard=13.4
sports ball=28.0
kite=21.9
baseball bat=12.0
baseball glove=16.8
skateboard=30.6
surfboard=18.9
tennis racket=26.2
bottle=17.4
wine glass=17.7
cup=24.4
fork=12.2
knife=4.6
spoon=3.9
bowl=26.4
banana=13.5
apple=9.9
sandwich=23.6
orange=18.0
broccoli=16.1
carrot=12.0
hot dog=21.7
pizza=36.6
donut=25.9
cake=22.0
chair=15.2
couch=32.2
potted plant=12.7
bed=33.9
dining table=19.1
toilet=44.6
tv=43.1
laptop=42.8
mouse=38.7
remote=8.9
keyboard=32.0
cell phone=19.5
microwave=43.4
oven=25.4
toaster=10.0
sink=20.3
refrigerator=36.5
book=5.5
clock=34.2
vase=18.7
scissors=14.0
teddy bear=30.9
hair drier=0.0
toothbrush=3.4
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.4
[Epoch 100][Batch 99], Speed: 63.479 samples/sec, CrossEntropy=2.595, SmoothL1=1.266
[Epoch 100][Batch 199], Speed: 78.624 samples/sec, CrossEntropy=2.599, SmoothL1=1.263
[Epoch 100][Batch 299], Speed: 63.291 samples/sec, CrossEntropy=2.606, SmoothL1=1.261
[Epoch 100][Batch 399], Speed: 79.995 samples/sec, CrossEntropy=2.611, SmoothL1=1.264
[Epoch 100][Batch 499], Speed: 79.401 samples/sec, CrossEntropy=2.607, SmoothL1=1.268
[Epoch 100][Batch 599], Speed: 78.211 samples/sec, CrossEntropy=2.615, SmoothL1=1.268
[Epoch 100][Batch 699], Speed: 84.000 samples/sec, CrossEntropy=2.618, SmoothL1=1.267
[Epoch 100][Batch 799], Speed: 81.917 samples/sec, CrossEntropy=2.616, SmoothL1=1.264
[Epoch 100][Batch 899], Speed: 80.660 samples/sec, CrossEntropy=2.618, SmoothL1=1.264
[Epoch 100][Batch 999], Speed: 79.729 samples/sec, CrossEntropy=2.618, SmoothL1=1.263
[Epoch 100][Batch 1099], Speed: 80.093 samples/sec, CrossEntropy=2.618, SmoothL1=1.261
[Epoch 100][Batch 1199], Speed: 76.003 samples/sec, CrossEntropy=2.621, SmoothL1=1.264
[Epoch 100][Batch 1299], Speed: 77.026 samples/sec, CrossEntropy=2.624, SmoothL1=1.262
[Epoch 100][Batch 1399], Speed: 77.946 samples/sec, CrossEntropy=2.622, SmoothL1=1.260
[Epoch 100][Batch 1499], Speed: 78.688 samples/sec, CrossEntropy=2.624, SmoothL1=1.261
[Epoch 100][Batch 1599], Speed: 73.633 samples/sec, CrossEntropy=2.628, SmoothL1=1.265
[Epoch 100][Batch 1699], Speed: 83.290 samples/sec, CrossEntropy=2.630, SmoothL1=1.266
[Epoch 100][Batch 1799], Speed: 81.238 samples/sec, CrossEntropy=2.631, SmoothL1=1.268
[Epoch 100][Batch 1899], Speed: 76.776 samples/sec, CrossEntropy=2.629, SmoothL1=1.266
[Epoch 100][Batch 1999], Speed: 60.633 samples/sec, CrossEntropy=2.631, SmoothL1=1.265
[Epoch 100][Batch 2099], Speed: 80.412 samples/sec, CrossEntropy=2.631, SmoothL1=1.265
[Epoch 100][Batch 2199], Speed: 78.148 samples/sec, CrossEntropy=2.631, SmoothL1=1.264
[Epoch 100][Batch 2299], Speed: 84.219 samples/sec, CrossEntropy=2.630, SmoothL1=1.264
[Epoch 100][Batch 2399], Speed: 82.863 samples/sec, CrossEntropy=2.631, SmoothL1=1.265
[Epoch 100][Batch 2499], Speed: 75.895 samples/sec, CrossEntropy=2.632, SmoothL1=1.265
[Epoch 100][Batch 2599], Speed: 77.215 samples/sec, CrossEntropy=2.632, SmoothL1=1.266
[Epoch 100][Batch 2699], Speed: 79.616 samples/sec, CrossEntropy=2.633, SmoothL1=1.267
[Epoch 100][Batch 2799], Speed: 80.881 samples/sec, CrossEntropy=2.634, SmoothL1=1.268
[Epoch 100][Batch 2899], Speed: 77.341 samples/sec, CrossEntropy=2.634, SmoothL1=1.269
[Epoch 100][Batch 2999], Speed: 83.344 samples/sec, CrossEntropy=2.634, SmoothL1=1.268
[Epoch 100][Batch 3099], Speed: 77.974 samples/sec, CrossEntropy=2.635, SmoothL1=1.267
[Epoch 100][Batch 3199], Speed: 78.160 samples/sec, CrossEntropy=2.634, SmoothL1=1.267
[Epoch 100][Batch 3299], Speed: 84.103 samples/sec, CrossEntropy=2.635, SmoothL1=1.267
[Epoch 100][Batch 3399], Speed: 81.760 samples/sec, CrossEntropy=2.635, SmoothL1=1.267
[Epoch 100][Batch 3499], Speed: 85.653 samples/sec, CrossEntropy=2.635, SmoothL1=1.266
[Epoch 100][Batch 3599], Speed: 85.802 samples/sec, CrossEntropy=2.634, SmoothL1=1.265
[Epoch 100] Training cost: 1532.437, CrossEntropy=2.634, SmoothL1=1.265
[Epoch 101][Batch 99], Speed: 55.957 samples/sec, CrossEntropy=2.625, SmoothL1=1.311
[Epoch 101][Batch 199], Speed: 79.142 samples/sec, CrossEntropy=2.616, SmoothL1=1.275
[Epoch 101][Batch 299], Speed: 82.985 samples/sec, CrossEntropy=2.614, SmoothL1=1.258
[Epoch 101][Batch 399], Speed: 64.227 samples/sec, CrossEntropy=2.616, SmoothL1=1.258
[Epoch 101][Batch 499], Speed: 76.457 samples/sec, CrossEntropy=2.616, SmoothL1=1.260
[Epoch 101][Batch 599], Speed: 76.208 samples/sec, CrossEntropy=2.623, SmoothL1=1.264
[Epoch 101][Batch 699], Speed: 78.368 samples/sec, CrossEntropy=2.628, SmoothL1=1.268
[Epoch 101][Batch 799], Speed: 77.683 samples/sec, CrossEntropy=2.628, SmoothL1=1.269
[Epoch 101][Batch 899], Speed: 77.951 samples/sec, CrossEntropy=2.629, SmoothL1=1.269
[Epoch 101][Batch 999], Speed: 80.432 samples/sec, CrossEntropy=2.631, SmoothL1=1.269
[Epoch 101][Batch 1099], Speed: 75.086 samples/sec, CrossEntropy=2.634, SmoothL1=1.267
[Epoch 101][Batch 1199], Speed: 78.249 samples/sec, CrossEntropy=2.634, SmoothL1=1.264
[Epoch 101][Batch 1299], Speed: 78.811 samples/sec, CrossEntropy=2.633, SmoothL1=1.264
[Epoch 101][Batch 1399], Speed: 75.308 samples/sec, CrossEntropy=2.633, SmoothL1=1.264
[Epoch 101][Batch 1499], Speed: 79.040 samples/sec, CrossEntropy=2.633, SmoothL1=1.264
[Epoch 101][Batch 1599], Speed: 78.422 samples/sec, CrossEntropy=2.633, SmoothL1=1.264
[Epoch 101][Batch 1699], Speed: 80.339 samples/sec, CrossEntropy=2.632, SmoothL1=1.264
[Epoch 101][Batch 1799], Speed: 77.327 samples/sec, CrossEntropy=2.632, SmoothL1=1.264
[Epoch 101][Batch 1899], Speed: 77.443 samples/sec, CrossEntropy=2.633, SmoothL1=1.265
[Epoch 101][Batch 1999], Speed: 77.837 samples/sec, CrossEntropy=2.633, SmoothL1=1.265
[Epoch 101][Batch 2099], Speed: 82.689 samples/sec, CrossEntropy=2.635, SmoothL1=1.264
[Epoch 101][Batch 2199], Speed: 74.648 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 101][Batch 2299], Speed: 81.445 samples/sec, CrossEntropy=2.637, SmoothL1=1.265
[Epoch 101][Batch 2399], Speed: 76.807 samples/sec, CrossEntropy=2.636, SmoothL1=1.262
[Epoch 101][Batch 2499], Speed: 79.754 samples/sec, CrossEntropy=2.636, SmoothL1=1.261
[Epoch 101][Batch 2599], Speed: 78.654 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 101][Batch 2699], Speed: 79.536 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 101][Batch 2799], Speed: 78.936 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 101][Batch 2899], Speed: 78.497 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 101][Batch 2999], Speed: 85.384 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 101][Batch 3099], Speed: 83.274 samples/sec, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 101][Batch 3199], Speed: 78.708 samples/sec, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 101][Batch 3299], Speed: 77.544 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 101][Batch 3399], Speed: 84.055 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 101][Batch 3499], Speed: 86.109 samples/sec, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 101][Batch 3599], Speed: 84.684 samples/sec, CrossEntropy=2.638, SmoothL1=1.263
[Epoch 101] Training cost: 1535.585, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 102][Batch 99], Speed: 57.535 samples/sec, CrossEntropy=2.655, SmoothL1=1.273
[Epoch 102][Batch 199], Speed: 78.878 samples/sec, CrossEntropy=2.631, SmoothL1=1.264
[Epoch 102][Batch 299], Speed: 69.481 samples/sec, CrossEntropy=2.627, SmoothL1=1.252
[Epoch 102][Batch 399], Speed: 80.137 samples/sec, CrossEntropy=2.628, SmoothL1=1.245
[Epoch 102][Batch 499], Speed: 82.388 samples/sec, CrossEntropy=2.625, SmoothL1=1.246
[Epoch 102][Batch 599], Speed: 78.290 samples/sec, CrossEntropy=2.624, SmoothL1=1.246
[Epoch 102][Batch 699], Speed: 77.917 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 102][Batch 799], Speed: 81.585 samples/sec, CrossEntropy=2.627, SmoothL1=1.251
[Epoch 102][Batch 899], Speed: 71.172 samples/sec, CrossEntropy=2.624, SmoothL1=1.252
[Epoch 102][Batch 999], Speed: 74.941 samples/sec, CrossEntropy=2.622, SmoothL1=1.250
[Epoch 102][Batch 1099], Speed: 84.002 samples/sec, CrossEntropy=2.624, SmoothL1=1.251
[Epoch 102][Batch 1199], Speed: 80.769 samples/sec, CrossEntropy=2.623, SmoothL1=1.250
[Epoch 102][Batch 1299], Speed: 79.159 samples/sec, CrossEntropy=2.623, SmoothL1=1.254
[Epoch 102][Batch 1399], Speed: 74.930 samples/sec, CrossEntropy=2.625, SmoothL1=1.254
[Epoch 102][Batch 1499], Speed: 78.765 samples/sec, CrossEntropy=2.626, SmoothL1=1.256
[Epoch 102][Batch 1599], Speed: 78.217 samples/sec, CrossEntropy=2.629, SmoothL1=1.258
[Epoch 102][Batch 1699], Speed: 74.225 samples/sec, CrossEntropy=2.629, SmoothL1=1.259
[Epoch 102][Batch 1799], Speed: 84.091 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 102][Batch 1899], Speed: 76.386 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 102][Batch 1999], Speed: 79.161 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 102][Batch 2099], Speed: 77.283 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 102][Batch 2199], Speed: 77.142 samples/sec, CrossEntropy=2.630, SmoothL1=1.254
[Epoch 102][Batch 2299], Speed: 76.857 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 102][Batch 2399], Speed: 83.813 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 102][Batch 2499], Speed: 77.319 samples/sec, CrossEntropy=2.631, SmoothL1=1.254
[Epoch 102][Batch 2599], Speed: 76.442 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 102][Batch 2699], Speed: 60.611 samples/sec, CrossEntropy=2.633, SmoothL1=1.258
[Epoch 102][Batch 2799], Speed: 81.401 samples/sec, CrossEntropy=2.633, SmoothL1=1.257
[Epoch 102][Batch 2899], Speed: 76.986 samples/sec, CrossEntropy=2.633, SmoothL1=1.258
[Epoch 102][Batch 2999], Speed: 79.547 samples/sec, CrossEntropy=2.634, SmoothL1=1.258
[Epoch 102][Batch 3099], Speed: 77.980 samples/sec, CrossEntropy=2.635, SmoothL1=1.257
[Epoch 102][Batch 3199], Speed: 76.649 samples/sec, CrossEntropy=2.634, SmoothL1=1.256
[Epoch 102][Batch 3299], Speed: 78.378 samples/sec, CrossEntropy=2.634, SmoothL1=1.256
[Epoch 102][Batch 3399], Speed: 83.154 samples/sec, CrossEntropy=2.634, SmoothL1=1.255
[Epoch 102][Batch 3499], Speed: 85.394 samples/sec, CrossEntropy=2.634, SmoothL1=1.257
[Epoch 102][Batch 3599], Speed: 84.715 samples/sec, CrossEntropy=2.636, SmoothL1=1.259
[Epoch 102] Training cost: 1532.379, CrossEntropy=2.636, SmoothL1=1.259
[Epoch 103][Batch 99], Speed: 54.168 samples/sec, CrossEntropy=2.610, SmoothL1=1.260
[Epoch 103][Batch 199], Speed: 78.304 samples/sec, CrossEntropy=2.622, SmoothL1=1.270
[Epoch 103][Batch 299], Speed: 84.800 samples/sec, CrossEntropy=2.623, SmoothL1=1.259
[Epoch 103][Batch 399], Speed: 64.236 samples/sec, CrossEntropy=2.621, SmoothL1=1.252
[Epoch 103][Batch 499], Speed: 76.352 samples/sec, CrossEntropy=2.623, SmoothL1=1.255
[Epoch 103][Batch 599], Speed: 77.230 samples/sec, CrossEntropy=2.629, SmoothL1=1.266
[Epoch 103][Batch 699], Speed: 83.576 samples/sec, CrossEntropy=2.631, SmoothL1=1.266
[Epoch 103][Batch 799], Speed: 80.323 samples/sec, CrossEntropy=2.632, SmoothL1=1.265
[Epoch 103][Batch 899], Speed: 77.610 samples/sec, CrossEntropy=2.632, SmoothL1=1.263
[Epoch 103][Batch 999], Speed: 85.801 samples/sec, CrossEntropy=2.634, SmoothL1=1.266
[Epoch 103][Batch 1099], Speed: 83.609 samples/sec, CrossEntropy=2.637, SmoothL1=1.268
[Epoch 103][Batch 1199], Speed: 76.558 samples/sec, CrossEntropy=2.638, SmoothL1=1.267
[Epoch 103][Batch 1299], Speed: 77.342 samples/sec, CrossEntropy=2.640, SmoothL1=1.267
[Epoch 103][Batch 1399], Speed: 83.879 samples/sec, CrossEntropy=2.640, SmoothL1=1.268
[Epoch 103][Batch 1499], Speed: 76.886 samples/sec, CrossEntropy=2.639, SmoothL1=1.266
[Epoch 103][Batch 1599], Speed: 78.099 samples/sec, CrossEntropy=2.639, SmoothL1=1.268
[Epoch 103][Batch 1699], Speed: 83.511 samples/sec, CrossEntropy=2.640, SmoothL1=1.268
[Epoch 103][Batch 1799], Speed: 75.995 samples/sec, CrossEntropy=2.640, SmoothL1=1.267
[Epoch 103][Batch 1899], Speed: 73.130 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 103][Batch 1999], Speed: 78.791 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 103][Batch 2099], Speed: 82.213 samples/sec, CrossEntropy=2.637, SmoothL1=1.264
[Epoch 103][Batch 2199], Speed: 77.958 samples/sec, CrossEntropy=2.636, SmoothL1=1.265
[Epoch 103][Batch 2299], Speed: 79.898 samples/sec, CrossEntropy=2.637, SmoothL1=1.266
[Epoch 103][Batch 2399], Speed: 82.187 samples/sec, CrossEntropy=2.637, SmoothL1=1.265
[Epoch 103][Batch 2499], Speed: 65.541 samples/sec, CrossEntropy=2.637, SmoothL1=1.266
[Epoch 103][Batch 2599], Speed: 78.906 samples/sec, CrossEntropy=2.635, SmoothL1=1.264
[Epoch 103][Batch 2699], Speed: 85.102 samples/sec, CrossEntropy=2.637, SmoothL1=1.265
[Epoch 103][Batch 2799], Speed: 78.058 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 103][Batch 2899], Speed: 79.230 samples/sec, CrossEntropy=2.639, SmoothL1=1.267
[Epoch 103][Batch 2999], Speed: 84.132 samples/sec, CrossEntropy=2.638, SmoothL1=1.267
[Epoch 103][Batch 3099], Speed: 74.092 samples/sec, CrossEntropy=2.638, SmoothL1=1.266
[Epoch 103][Batch 3199], Speed: 77.121 samples/sec, CrossEntropy=2.636, SmoothL1=1.263
[Epoch 103][Batch 3299], Speed: 85.502 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 103][Batch 3399], Speed: 78.006 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 103][Batch 3499], Speed: 85.709 samples/sec, CrossEntropy=2.637, SmoothL1=1.263
[Epoch 103][Batch 3599], Speed: 85.853 samples/sec, CrossEntropy=2.638, SmoothL1=1.264
[Epoch 103] Training cost: 1530.396, CrossEntropy=2.639, SmoothL1=1.264
[Epoch 104][Batch 99], Speed: 47.391 samples/sec, CrossEntropy=2.626, SmoothL1=1.266
[Epoch 104][Batch 199], Speed: 78.703 samples/sec, CrossEntropy=2.621, SmoothL1=1.276
[Epoch 104][Batch 299], Speed: 84.477 samples/sec, CrossEntropy=2.629, SmoothL1=1.271
[Epoch 104][Batch 399], Speed: 77.405 samples/sec, CrossEntropy=2.633, SmoothL1=1.270
[Epoch 104][Batch 499], Speed: 79.372 samples/sec, CrossEntropy=2.640, SmoothL1=1.277
[Epoch 104][Batch 599], Speed: 79.035 samples/sec, CrossEntropy=2.635, SmoothL1=1.271
[Epoch 104][Batch 699], Speed: 81.034 samples/sec, CrossEntropy=2.634, SmoothL1=1.269
[Epoch 104][Batch 799], Speed: 83.408 samples/sec, CrossEntropy=2.633, SmoothL1=1.264
[Epoch 104][Batch 899], Speed: 76.621 samples/sec, CrossEntropy=2.637, SmoothL1=1.265
[Epoch 104][Batch 999], Speed: 78.579 samples/sec, CrossEntropy=2.638, SmoothL1=1.265
[Epoch 104][Batch 1099], Speed: 77.006 samples/sec, CrossEntropy=2.633, SmoothL1=1.262
[Epoch 104][Batch 1199], Speed: 75.856 samples/sec, CrossEntropy=2.633, SmoothL1=1.261
[Epoch 104][Batch 1299], Speed: 78.973 samples/sec, CrossEntropy=2.633, SmoothL1=1.261
[Epoch 104][Batch 1399], Speed: 73.653 samples/sec, CrossEntropy=2.634, SmoothL1=1.262
[Epoch 104][Batch 1499], Speed: 77.989 samples/sec, CrossEntropy=2.635, SmoothL1=1.261
[Epoch 104][Batch 1599], Speed: 79.080 samples/sec, CrossEntropy=2.635, SmoothL1=1.261
[Epoch 104][Batch 1699], Speed: 80.170 samples/sec, CrossEntropy=2.635, SmoothL1=1.260
[Epoch 104][Batch 1799], Speed: 83.875 samples/sec, CrossEntropy=2.636, SmoothL1=1.261
[Epoch 104][Batch 1899], Speed: 76.128 samples/sec, CrossEntropy=2.638, SmoothL1=1.262
[Epoch 104][Batch 1999], Speed: 79.973 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 104][Batch 2099], Speed: 78.819 samples/sec, CrossEntropy=2.636, SmoothL1=1.261
[Epoch 104][Batch 2199], Speed: 76.170 samples/sec, CrossEntropy=2.637, SmoothL1=1.260
[Epoch 104][Batch 2299], Speed: 77.982 samples/sec, CrossEntropy=2.639, SmoothL1=1.263
[Epoch 104][Batch 2399], Speed: 81.413 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 104][Batch 2499], Speed: 59.350 samples/sec, CrossEntropy=2.639, SmoothL1=1.266
[Epoch 104][Batch 2599], Speed: 77.231 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 104][Batch 2699], Speed: 81.904 samples/sec, CrossEntropy=2.639, SmoothL1=1.265
[Epoch 104][Batch 2799], Speed: 77.298 samples/sec, CrossEntropy=2.640, SmoothL1=1.265
[Epoch 104][Batch 2899], Speed: 76.954 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 104][Batch 2999], Speed: 77.850 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 104][Batch 3099], Speed: 82.455 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 104][Batch 3199], Speed: 81.204 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 104][Batch 3299], Speed: 73.403 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 104][Batch 3399], Speed: 80.798 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 104][Batch 3499], Speed: 84.404 samples/sec, CrossEntropy=2.641, SmoothL1=1.265
[Epoch 104][Batch 3599], Speed: 84.878 samples/sec, CrossEntropy=2.642, SmoothL1=1.266
[Epoch 104] Training cost: 1538.219, CrossEntropy=2.643, SmoothL1=1.266
[Epoch 105][Batch 99], Speed: 50.530 samples/sec, CrossEntropy=2.584, SmoothL1=1.263
[Epoch 105][Batch 199], Speed: 84.378 samples/sec, CrossEntropy=2.589, SmoothL1=1.235
[Epoch 105][Batch 299], Speed: 77.101 samples/sec, CrossEntropy=2.602, SmoothL1=1.245
[Epoch 105][Batch 399], Speed: 74.881 samples/sec, CrossEntropy=2.604, SmoothL1=1.246
[Epoch 105][Batch 499], Speed: 78.664 samples/sec, CrossEntropy=2.614, SmoothL1=1.257
[Epoch 105][Batch 599], Speed: 84.427 samples/sec, CrossEntropy=2.613, SmoothL1=1.260
[Epoch 105][Batch 699], Speed: 80.551 samples/sec, CrossEntropy=2.617, SmoothL1=1.263
[Epoch 105][Batch 799], Speed: 78.136 samples/sec, CrossEntropy=2.617, SmoothL1=1.259
[Epoch 105][Batch 899], Speed: 63.306 samples/sec, CrossEntropy=2.624, SmoothL1=1.262
[Epoch 105][Batch 999], Speed: 80.318 samples/sec, CrossEntropy=2.625, SmoothL1=1.263
[Epoch 105][Batch 1099], Speed: 74.340 samples/sec, CrossEntropy=2.622, SmoothL1=1.260
[Epoch 105][Batch 1199], Speed: 82.040 samples/sec, CrossEntropy=2.621, SmoothL1=1.258
[Epoch 105][Batch 1299], Speed: 76.489 samples/sec, CrossEntropy=2.624, SmoothL1=1.259
[Epoch 105][Batch 1399], Speed: 75.310 samples/sec, CrossEntropy=2.628, SmoothL1=1.262
[Epoch 105][Batch 1499], Speed: 78.247 samples/sec, CrossEntropy=2.627, SmoothL1=1.262
[Epoch 105][Batch 1599], Speed: 78.387 samples/sec, CrossEntropy=2.628, SmoothL1=1.264
[Epoch 105][Batch 1699], Speed: 74.846 samples/sec, CrossEntropy=2.629, SmoothL1=1.262
[Epoch 105][Batch 1799], Speed: 80.029 samples/sec, CrossEntropy=2.632, SmoothL1=1.262
[Epoch 105][Batch 1899], Speed: 83.924 samples/sec, CrossEntropy=2.630, SmoothL1=1.259
[Epoch 105][Batch 1999], Speed: 73.907 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 105][Batch 2099], Speed: 76.658 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 105][Batch 2199], Speed: 84.145 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 105][Batch 2299], Speed: 75.432 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 105][Batch 2399], Speed: 76.502 samples/sec, CrossEntropy=2.626, SmoothL1=1.253
[Epoch 105][Batch 2499], Speed: 59.211 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 105][Batch 2599], Speed: 77.827 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 105][Batch 2699], Speed: 77.610 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 105][Batch 2799], Speed: 79.116 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 105][Batch 2899], Speed: 79.488 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 105][Batch 2999], Speed: 78.557 samples/sec, CrossEntropy=2.625, SmoothL1=1.252
[Epoch 105][Batch 3099], Speed: 76.420 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 105][Batch 3199], Speed: 78.952 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 105][Batch 3299], Speed: 75.827 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 105][Batch 3399], Speed: 76.204 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 105][Batch 3499], Speed: 82.854 samples/sec, CrossEntropy=2.630, SmoothL1=1.254
[Epoch 105][Batch 3599], Speed: 85.313 samples/sec, CrossEntropy=2.631, SmoothL1=1.254
[Epoch 105] Training cost: 1536.472, CrossEntropy=2.630, SmoothL1=1.253
[Epoch 106][Batch 99], Speed: 60.403 samples/sec, CrossEntropy=2.654, SmoothL1=1.268
[Epoch 106][Batch 199], Speed: 79.153 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 106][Batch 299], Speed: 71.971 samples/sec, CrossEntropy=2.612, SmoothL1=1.245
[Epoch 106][Batch 399], Speed: 77.566 samples/sec, CrossEntropy=2.608, SmoothL1=1.243
[Epoch 106][Batch 499], Speed: 82.477 samples/sec, CrossEntropy=2.613, SmoothL1=1.251
[Epoch 106][Batch 599], Speed: 75.265 samples/sec, CrossEntropy=2.610, SmoothL1=1.250
[Epoch 106][Batch 699], Speed: 78.470 samples/sec, CrossEntropy=2.607, SmoothL1=1.246
[Epoch 106][Batch 799], Speed: 79.176 samples/sec, CrossEntropy=2.609, SmoothL1=1.246
[Epoch 106][Batch 899], Speed: 75.346 samples/sec, CrossEntropy=2.612, SmoothL1=1.251
[Epoch 106][Batch 999], Speed: 77.627 samples/sec, CrossEntropy=2.614, SmoothL1=1.249
[Epoch 106][Batch 1099], Speed: 83.045 samples/sec, CrossEntropy=2.611, SmoothL1=1.248
[Epoch 106][Batch 1199], Speed: 73.704 samples/sec, CrossEntropy=2.611, SmoothL1=1.247
[Epoch 106][Batch 1299], Speed: 75.813 samples/sec, CrossEntropy=2.611, SmoothL1=1.242
[Epoch 106][Batch 1399], Speed: 83.800 samples/sec, CrossEntropy=2.611, SmoothL1=1.244
[Epoch 106][Batch 1499], Speed: 79.982 samples/sec, CrossEntropy=2.613, SmoothL1=1.245
[Epoch 106][Batch 1599], Speed: 79.746 samples/sec, CrossEntropy=2.616, SmoothL1=1.250
[Epoch 106][Batch 1699], Speed: 85.580 samples/sec, CrossEntropy=2.616, SmoothL1=1.251
[Epoch 106][Batch 1799], Speed: 75.865 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 106][Batch 1899], Speed: 76.856 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 106][Batch 1999], Speed: 78.097 samples/sec, CrossEntropy=2.619, SmoothL1=1.252
[Epoch 106][Batch 2099], Speed: 78.280 samples/sec, CrossEntropy=2.618, SmoothL1=1.253
[Epoch 106][Batch 2199], Speed: 76.275 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 106][Batch 2299], Speed: 84.682 samples/sec, CrossEntropy=2.618, SmoothL1=1.252
[Epoch 106][Batch 2399], Speed: 77.838 samples/sec, CrossEntropy=2.621, SmoothL1=1.253
[Epoch 106][Batch 2499], Speed: 78.357 samples/sec, CrossEntropy=2.622, SmoothL1=1.255
[Epoch 106][Batch 2599], Speed: 77.417 samples/sec, CrossEntropy=2.623, SmoothL1=1.254
[Epoch 106][Batch 2699], Speed: 76.475 samples/sec, CrossEntropy=2.623, SmoothL1=1.254
[Epoch 106][Batch 2799], Speed: 82.345 samples/sec, CrossEntropy=2.624, SmoothL1=1.255
[Epoch 106][Batch 2899], Speed: 79.577 samples/sec, CrossEntropy=2.624, SmoothL1=1.254
[Epoch 106][Batch 2999], Speed: 75.138 samples/sec, CrossEntropy=2.626, SmoothL1=1.256
[Epoch 106][Batch 3099], Speed: 78.861 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 106][Batch 3199], Speed: 74.976 samples/sec, CrossEntropy=2.627, SmoothL1=1.257
[Epoch 106][Batch 3299], Speed: 78.921 samples/sec, CrossEntropy=2.628, SmoothL1=1.258
[Epoch 106][Batch 3399], Speed: 85.035 samples/sec, CrossEntropy=2.627, SmoothL1=1.258
[Epoch 106][Batch 3499], Speed: 84.333 samples/sec, CrossEntropy=2.627, SmoothL1=1.258
[Epoch 106][Batch 3599], Speed: 83.634 samples/sec, CrossEntropy=2.628, SmoothL1=1.258
[Epoch 106] Training cost: 1534.903, CrossEntropy=2.629, SmoothL1=1.258
[Epoch 107][Batch 99], Speed: 46.809 samples/sec, CrossEntropy=2.642, SmoothL1=1.253
[Epoch 107][Batch 199], Speed: 76.666 samples/sec, CrossEntropy=2.634, SmoothL1=1.252
[Epoch 107][Batch 299], Speed: 80.958 samples/sec, CrossEntropy=2.630, SmoothL1=1.255
[Epoch 107][Batch 399], Speed: 84.171 samples/sec, CrossEntropy=2.636, SmoothL1=1.262
[Epoch 107][Batch 499], Speed: 75.429 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 107][Batch 599], Speed: 75.452 samples/sec, CrossEntropy=2.633, SmoothL1=1.263
[Epoch 107][Batch 699], Speed: 76.712 samples/sec, CrossEntropy=2.639, SmoothL1=1.261
[Epoch 107][Batch 799], Speed: 82.870 samples/sec, CrossEntropy=2.637, SmoothL1=1.261
[Epoch 107][Batch 899], Speed: 75.618 samples/sec, CrossEntropy=2.635, SmoothL1=1.259
[Epoch 107][Batch 999], Speed: 78.191 samples/sec, CrossEntropy=2.636, SmoothL1=1.259
[Epoch 107][Batch 1099], Speed: 81.284 samples/sec, CrossEntropy=2.633, SmoothL1=1.256
[Epoch 107][Batch 1199], Speed: 76.130 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 107][Batch 1299], Speed: 77.824 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 107][Batch 1399], Speed: 57.725 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 107][Batch 1499], Speed: 79.042 samples/sec, CrossEntropy=2.627, SmoothL1=1.254
[Epoch 107][Batch 1599], Speed: 80.263 samples/sec, CrossEntropy=2.628, SmoothL1=1.254
[Epoch 107][Batch 1699], Speed: 74.873 samples/sec, CrossEntropy=2.630, SmoothL1=1.256
[Epoch 107][Batch 1799], Speed: 76.226 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 107][Batch 1899], Speed: 76.650 samples/sec, CrossEntropy=2.628, SmoothL1=1.256
[Epoch 107][Batch 1999], Speed: 80.965 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 107][Batch 2099], Speed: 83.026 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 107][Batch 2199], Speed: 76.769 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 107][Batch 2299], Speed: 79.741 samples/sec, CrossEntropy=2.631, SmoothL1=1.258
[Epoch 107][Batch 2399], Speed: 84.318 samples/sec, CrossEntropy=2.631, SmoothL1=1.257
[Epoch 107][Batch 2499], Speed: 79.858 samples/sec, CrossEntropy=2.632, SmoothL1=1.258
[Epoch 107][Batch 2599], Speed: 77.404 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 107][Batch 2699], Speed: 83.199 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 107][Batch 2799], Speed: 78.101 samples/sec, CrossEntropy=2.633, SmoothL1=1.257
[Epoch 107][Batch 2899], Speed: 78.759 samples/sec, CrossEntropy=2.634, SmoothL1=1.258
[Epoch 107][Batch 2999], Speed: 76.685 samples/sec, CrossEntropy=2.635, SmoothL1=1.258
[Epoch 107][Batch 3099], Speed: 79.284 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 107][Batch 3199], Speed: 77.363 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 107][Batch 3299], Speed: 74.773 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 107][Batch 3399], Speed: 83.345 samples/sec, CrossEntropy=2.636, SmoothL1=1.257
[Epoch 107][Batch 3499], Speed: 84.262 samples/sec, CrossEntropy=2.637, SmoothL1=1.258
[Epoch 107][Batch 3599], Speed: 83.763 samples/sec, CrossEntropy=2.636, SmoothL1=1.257
[Epoch 107] Training cost: 1534.897, CrossEntropy=2.637, SmoothL1=1.258
[Epoch 108][Batch 99], Speed: 59.318 samples/sec, CrossEntropy=2.643, SmoothL1=1.281
[Epoch 108][Batch 199], Speed: 81.154 samples/sec, CrossEntropy=2.634, SmoothL1=1.257
[Epoch 108][Batch 299], Speed: 80.291 samples/sec, CrossEntropy=2.637, SmoothL1=1.260
[Epoch 108][Batch 399], Speed: 75.466 samples/sec, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 108][Batch 499], Speed: 75.935 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 108][Batch 599], Speed: 83.303 samples/sec, CrossEntropy=2.625, SmoothL1=1.254
[Epoch 108][Batch 699], Speed: 82.166 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 108][Batch 799], Speed: 78.462 samples/sec, CrossEntropy=2.625, SmoothL1=1.258
[Epoch 108][Batch 899], Speed: 84.722 samples/sec, CrossEntropy=2.624, SmoothL1=1.254
[Epoch 108][Batch 999], Speed: 78.132 samples/sec, CrossEntropy=2.627, SmoothL1=1.252
[Epoch 108][Batch 1099], Speed: 78.066 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 108][Batch 1199], Speed: 78.950 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 108][Batch 1299], Speed: 78.929 samples/sec, CrossEntropy=2.633, SmoothL1=1.260
[Epoch 108][Batch 1399], Speed: 75.844 samples/sec, CrossEntropy=2.631, SmoothL1=1.257
[Epoch 108][Batch 1499], Speed: 78.205 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 108][Batch 1599], Speed: 82.057 samples/sec, CrossEntropy=2.630, SmoothL1=1.257
[Epoch 108][Batch 1699], Speed: 77.617 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 108][Batch 1799], Speed: 81.504 samples/sec, CrossEntropy=2.630, SmoothL1=1.255
[Epoch 108][Batch 1899], Speed: 83.999 samples/sec, CrossEntropy=2.629, SmoothL1=1.256
[Epoch 108][Batch 1999], Speed: 78.496 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 108][Batch 2099], Speed: 77.300 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 108][Batch 2199], Speed: 85.043 samples/sec, CrossEntropy=2.627, SmoothL1=1.254
[Epoch 108][Batch 2299], Speed: 77.063 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 108][Batch 2399], Speed: 75.499 samples/sec, CrossEntropy=2.627, SmoothL1=1.254
[Epoch 108][Batch 2499], Speed: 80.324 samples/sec, CrossEntropy=2.629, SmoothL1=1.257
[Epoch 108][Batch 2599], Speed: 78.764 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 108][Batch 2699], Speed: 78.421 samples/sec, CrossEntropy=2.629, SmoothL1=1.257
[Epoch 108][Batch 2799], Speed: 79.215 samples/sec, CrossEntropy=2.628, SmoothL1=1.258
[Epoch 108][Batch 2899], Speed: 77.972 samples/sec, CrossEntropy=2.629, SmoothL1=1.259
[Epoch 108][Batch 2999], Speed: 79.060 samples/sec, CrossEntropy=2.629, SmoothL1=1.258
[Epoch 108][Batch 3099], Speed: 74.393 samples/sec, CrossEntropy=2.631, SmoothL1=1.260
[Epoch 108][Batch 3199], Speed: 82.032 samples/sec, CrossEntropy=2.633, SmoothL1=1.262
[Epoch 108][Batch 3299], Speed: 80.437 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 108][Batch 3399], Speed: 79.326 samples/sec, CrossEntropy=2.635, SmoothL1=1.262
[Epoch 108][Batch 3499], Speed: 84.976 samples/sec, CrossEntropy=2.635, SmoothL1=1.261
[Epoch 108][Batch 3599], Speed: 85.511 samples/sec, CrossEntropy=2.636, SmoothL1=1.262
[Epoch 108] Training cost: 1535.595, CrossEntropy=2.637, SmoothL1=1.262
[Epoch 109][Batch 99], Speed: 55.945 samples/sec, CrossEntropy=2.656, SmoothL1=1.321
[Epoch 109][Batch 199], Speed: 56.025 samples/sec, CrossEntropy=2.641, SmoothL1=1.295
[Epoch 109][Batch 299], Speed: 76.955 samples/sec, CrossEntropy=2.645, SmoothL1=1.282
[Epoch 109][Batch 399], Speed: 77.850 samples/sec, CrossEntropy=2.645, SmoothL1=1.273
[Epoch 109][Batch 499], Speed: 74.766 samples/sec, CrossEntropy=2.634, SmoothL1=1.264
[Epoch 109][Batch 599], Speed: 80.494 samples/sec, CrossEntropy=2.630, SmoothL1=1.263
[Epoch 109][Batch 699], Speed: 80.831 samples/sec, CrossEntropy=2.630, SmoothL1=1.262
[Epoch 109][Batch 799], Speed: 80.410 samples/sec, CrossEntropy=2.620, SmoothL1=1.253
[Epoch 109][Batch 899], Speed: 84.483 samples/sec, CrossEntropy=2.620, SmoothL1=1.254
[Epoch 109][Batch 999], Speed: 75.569 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 109][Batch 1099], Speed: 77.241 samples/sec, CrossEntropy=2.620, SmoothL1=1.253
[Epoch 109][Batch 1199], Speed: 70.630 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 109][Batch 1299], Speed: 82.304 samples/sec, CrossEntropy=2.616, SmoothL1=1.248
[Epoch 109][Batch 1399], Speed: 81.869 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 109][Batch 1499], Speed: 75.635 samples/sec, CrossEntropy=2.618, SmoothL1=1.248
[Epoch 109][Batch 1599], Speed: 84.339 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 109][Batch 1699], Speed: 80.786 samples/sec, CrossEntropy=2.617, SmoothL1=1.249
[Epoch 109][Batch 1799], Speed: 77.590 samples/sec, CrossEntropy=2.621, SmoothL1=1.250
[Epoch 109][Batch 1899], Speed: 83.195 samples/sec, CrossEntropy=2.621, SmoothL1=1.249
[Epoch 109][Batch 1999], Speed: 80.716 samples/sec, CrossEntropy=2.621, SmoothL1=1.249
[Epoch 109][Batch 2099], Speed: 77.397 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 109][Batch 2199], Speed: 68.667 samples/sec, CrossEntropy=2.622, SmoothL1=1.248
[Epoch 109][Batch 2299], Speed: 79.322 samples/sec, CrossEntropy=2.622, SmoothL1=1.247
[Epoch 109][Batch 2399], Speed: 78.593 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 109][Batch 2499], Speed: 79.118 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 109][Batch 2599], Speed: 78.861 samples/sec, CrossEntropy=2.622, SmoothL1=1.248
[Epoch 109][Batch 2699], Speed: 75.924 samples/sec, CrossEntropy=2.623, SmoothL1=1.249
[Epoch 109][Batch 2799], Speed: 76.275 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 109][Batch 2899], Speed: 77.806 samples/sec, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 109][Batch 2999], Speed: 73.146 samples/sec, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 109][Batch 3099], Speed: 79.209 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 109][Batch 3199], Speed: 84.039 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 109][Batch 3299], Speed: 78.392 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 109][Batch 3399], Speed: 74.432 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 109][Batch 3499], Speed: 84.907 samples/sec, CrossEntropy=2.624, SmoothL1=1.248
[Epoch 109][Batch 3599], Speed: 85.499 samples/sec, CrossEntropy=2.624, SmoothL1=1.248
[Epoch 109] Training cost: 1535.257, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 109] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.441
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.256
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.084
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.302
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.376
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.229
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.343
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.358
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.413
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.525
person=38.0
bicycle=19.5
car=28.4
motorcycle=27.6
airplane=44.8
bus=48.5
train=43.4
truck=23.6
boat=13.3
traffic light=12.0
fire hydrant=43.0
stop sign=44.5
parking meter=31.7
bench=14.0
bird=19.2
cat=48.1
dog=44.7
horse=35.6
sheep=33.4
cow=33.2
elephant=44.1
bear=52.1
zebra=49.1
giraffe=50.5
backpack=5.0
umbrella=22.5
handbag=5.1
tie=15.8
suitcase=18.1
frisbee=35.1
skis=12.0
snowboard=16.5
sports ball=28.3
kite=21.8
baseball bat=12.3
baseball glove=16.5
skateboard=29.8
surfboard=20.5
tennis racket=26.6
bottle=18.2
wine glass=16.6
cup=24.0
fork=10.7
knife=4.8
spoon=3.8
bowl=26.2
banana=12.4
apple=11.3
sandwich=26.2
orange=20.3
broccoli=14.1
carrot=11.1
hot dog=19.6
pizza=33.6
donut=24.2
cake=22.1
chair=15.0
couch=32.1
potted plant=13.8
bed=29.0
dining table=19.6
toilet=43.5
tv=44.2
laptop=42.1
mouse=38.0
remote=8.8
keyboard=34.3
cell phone=17.5
microwave=39.1
oven=25.2
toaster=5.2
sink=19.7
refrigerator=37.4
book=5.2
clock=35.3
vase=17.7
scissors=12.5
teddy bear=30.2
hair drier=0.0
toothbrush=5.3
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.0
[Epoch 110][Batch 99], Speed: 69.193 samples/sec, CrossEntropy=2.603, SmoothL1=1.268
[Epoch 110][Batch 199], Speed: 81.276 samples/sec, CrossEntropy=2.615, SmoothL1=1.285
[Epoch 110][Batch 299], Speed: 85.196 samples/sec, CrossEntropy=2.608, SmoothL1=1.274
[Epoch 110][Batch 399], Speed: 84.399 samples/sec, CrossEntropy=2.609, SmoothL1=1.256
[Epoch 110][Batch 499], Speed: 84.453 samples/sec, CrossEntropy=2.618, SmoothL1=1.261
[Epoch 110][Batch 599], Speed: 74.855 samples/sec, CrossEntropy=2.617, SmoothL1=1.256
[Epoch 110][Batch 699], Speed: 79.538 samples/sec, CrossEntropy=2.616, SmoothL1=1.257
[Epoch 110][Batch 799], Speed: 81.513 samples/sec, CrossEntropy=2.619, SmoothL1=1.259
[Epoch 110][Batch 899], Speed: 79.219 samples/sec, CrossEntropy=2.622, SmoothL1=1.261
[Epoch 110][Batch 999], Speed: 76.318 samples/sec, CrossEntropy=2.615, SmoothL1=1.256
[Epoch 110][Batch 1099], Speed: 84.807 samples/sec, CrossEntropy=2.612, SmoothL1=1.253
[Epoch 110][Batch 1199], Speed: 81.058 samples/sec, CrossEntropy=2.612, SmoothL1=1.248
[Epoch 110][Batch 1299], Speed: 76.493 samples/sec, CrossEntropy=2.615, SmoothL1=1.245
[Epoch 110][Batch 1399], Speed: 68.241 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 110][Batch 1499], Speed: 82.706 samples/sec, CrossEntropy=2.617, SmoothL1=1.247
[Epoch 110][Batch 1599], Speed: 79.523 samples/sec, CrossEntropy=2.621, SmoothL1=1.253
[Epoch 110][Batch 1699], Speed: 76.938 samples/sec, CrossEntropy=2.621, SmoothL1=1.251
[Epoch 110][Batch 1799], Speed: 82.344 samples/sec, CrossEntropy=2.620, SmoothL1=1.252
[Epoch 110][Batch 1899], Speed: 78.833 samples/sec, CrossEntropy=2.622, SmoothL1=1.252
[Epoch 110][Batch 1999], Speed: 68.258 samples/sec, CrossEntropy=2.623, SmoothL1=1.252
[Epoch 110][Batch 2099], Speed: 84.335 samples/sec, CrossEntropy=2.623, SmoothL1=1.252
[Epoch 110][Batch 2199], Speed: 78.604 samples/sec, CrossEntropy=2.624, SmoothL1=1.253
[Epoch 110][Batch 2299], Speed: 74.593 samples/sec, CrossEntropy=2.625, SmoothL1=1.254
[Epoch 110][Batch 2399], Speed: 78.286 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 110][Batch 2499], Speed: 77.705 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 110][Batch 2599], Speed: 77.924 samples/sec, CrossEntropy=2.628, SmoothL1=1.254
[Epoch 110][Batch 2699], Speed: 72.467 samples/sec, CrossEntropy=2.627, SmoothL1=1.254
[Epoch 110][Batch 2799], Speed: 82.881 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 110][Batch 2899], Speed: 76.296 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 110][Batch 2999], Speed: 77.239 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 110][Batch 3099], Speed: 81.317 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 110][Batch 3199], Speed: 77.774 samples/sec, CrossEntropy=2.634, SmoothL1=1.259
[Epoch 110][Batch 3299], Speed: 75.805 samples/sec, CrossEntropy=2.635, SmoothL1=1.259
[Epoch 110][Batch 3399], Speed: 66.641 samples/sec, CrossEntropy=2.635, SmoothL1=1.260
[Epoch 110][Batch 3499], Speed: 84.699 samples/sec, CrossEntropy=2.635, SmoothL1=1.260
[Epoch 110][Batch 3599], Speed: 84.041 samples/sec, CrossEntropy=2.635, SmoothL1=1.260
[Epoch 110] Training cost: 1536.952, CrossEntropy=2.636, SmoothL1=1.260
[Epoch 111][Batch 99], Speed: 57.758 samples/sec, CrossEntropy=2.641, SmoothL1=1.283
[Epoch 111][Batch 199], Speed: 78.141 samples/sec, CrossEntropy=2.644, SmoothL1=1.275
[Epoch 111][Batch 299], Speed: 76.525 samples/sec, CrossEntropy=2.656, SmoothL1=1.283
[Epoch 111][Batch 399], Speed: 79.027 samples/sec, CrossEntropy=2.637, SmoothL1=1.269
[Epoch 111][Batch 499], Speed: 73.043 samples/sec, CrossEntropy=2.630, SmoothL1=1.261
[Epoch 111][Batch 599], Speed: 75.121 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 111][Batch 699], Speed: 74.681 samples/sec, CrossEntropy=2.626, SmoothL1=1.256
[Epoch 111][Batch 799], Speed: 82.317 samples/sec, CrossEntropy=2.619, SmoothL1=1.253
[Epoch 111][Batch 899], Speed: 82.347 samples/sec, CrossEntropy=2.617, SmoothL1=1.253
[Epoch 111][Batch 999], Speed: 77.554 samples/sec, CrossEntropy=2.615, SmoothL1=1.253
[Epoch 111][Batch 1099], Speed: 74.506 samples/sec, CrossEntropy=2.615, SmoothL1=1.252
[Epoch 111][Batch 1199], Speed: 75.690 samples/sec, CrossEntropy=2.618, SmoothL1=1.253
[Epoch 111][Batch 1299], Speed: 78.186 samples/sec, CrossEntropy=2.619, SmoothL1=1.254
[Epoch 111][Batch 1399], Speed: 74.079 samples/sec, CrossEntropy=2.619, SmoothL1=1.254
[Epoch 111][Batch 1499], Speed: 78.384 samples/sec, CrossEntropy=2.619, SmoothL1=1.255
[Epoch 111][Batch 1599], Speed: 73.929 samples/sec, CrossEntropy=2.619, SmoothL1=1.251
[Epoch 111][Batch 1699], Speed: 84.977 samples/sec, CrossEntropy=2.619, SmoothL1=1.253
[Epoch 111][Batch 1799], Speed: 76.911 samples/sec, CrossEntropy=2.618, SmoothL1=1.251
[Epoch 111][Batch 1899], Speed: 78.974 samples/sec, CrossEntropy=2.618, SmoothL1=1.250
[Epoch 111][Batch 1999], Speed: 78.707 samples/sec, CrossEntropy=2.618, SmoothL1=1.248
[Epoch 111][Batch 2099], Speed: 63.356 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 111][Batch 2199], Speed: 77.870 samples/sec, CrossEntropy=2.616, SmoothL1=1.249
[Epoch 111][Batch 2299], Speed: 77.225 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 111][Batch 2399], Speed: 83.933 samples/sec, CrossEntropy=2.617, SmoothL1=1.249
[Epoch 111][Batch 2499], Speed: 81.981 samples/sec, CrossEntropy=2.617, SmoothL1=1.249
[Epoch 111][Batch 2599], Speed: 72.429 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 111][Batch 2699], Speed: 76.556 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 111][Batch 2799], Speed: 80.734 samples/sec, CrossEntropy=2.618, SmoothL1=1.250
[Epoch 111][Batch 2899], Speed: 77.579 samples/sec, CrossEntropy=2.619, SmoothL1=1.252
[Epoch 111][Batch 2999], Speed: 79.790 samples/sec, CrossEntropy=2.619, SmoothL1=1.251
[Epoch 111][Batch 3099], Speed: 84.318 samples/sec, CrossEntropy=2.618, SmoothL1=1.250
[Epoch 111][Batch 3199], Speed: 77.829 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 111][Batch 3299], Speed: 81.407 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 111][Batch 3399], Speed: 84.004 samples/sec, CrossEntropy=2.619, SmoothL1=1.249
[Epoch 111][Batch 3499], Speed: 83.803 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 111][Batch 3599], Speed: 83.573 samples/sec, CrossEntropy=2.619, SmoothL1=1.249
[Epoch 111] Training cost: 1539.866, CrossEntropy=2.620, SmoothL1=1.250
[Epoch 112][Batch 99], Speed: 51.994 samples/sec, CrossEntropy=2.559, SmoothL1=1.209
[Epoch 112][Batch 199], Speed: 67.995 samples/sec, CrossEntropy=2.577, SmoothL1=1.212
[Epoch 112][Batch 299], Speed: 78.143 samples/sec, CrossEntropy=2.597, SmoothL1=1.231
[Epoch 112][Batch 399], Speed: 76.854 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 112][Batch 499], Speed: 76.630 samples/sec, CrossEntropy=2.601, SmoothL1=1.233
[Epoch 112][Batch 599], Speed: 83.788 samples/sec, CrossEntropy=2.602, SmoothL1=1.229
[Epoch 112][Batch 699], Speed: 79.088 samples/sec, CrossEntropy=2.595, SmoothL1=1.222
[Epoch 112][Batch 799], Speed: 85.286 samples/sec, CrossEntropy=2.600, SmoothL1=1.224
[Epoch 112][Batch 899], Speed: 75.583 samples/sec, CrossEntropy=2.601, SmoothL1=1.228
[Epoch 112][Batch 999], Speed: 80.485 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 112][Batch 1099], Speed: 76.667 samples/sec, CrossEntropy=2.605, SmoothL1=1.230
[Epoch 112][Batch 1199], Speed: 76.513 samples/sec, CrossEntropy=2.605, SmoothL1=1.232
[Epoch 112][Batch 1299], Speed: 79.409 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 112][Batch 1399], Speed: 79.014 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 112][Batch 1499], Speed: 78.607 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 112][Batch 1599], Speed: 80.961 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 112][Batch 1699], Speed: 74.218 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 112][Batch 1799], Speed: 79.455 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 112][Batch 1899], Speed: 83.318 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 112][Batch 1999], Speed: 79.535 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 112][Batch 2099], Speed: 76.095 samples/sec, CrossEntropy=2.618, SmoothL1=1.244
[Epoch 112][Batch 2199], Speed: 83.438 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 112][Batch 2299], Speed: 78.535 samples/sec, CrossEntropy=2.621, SmoothL1=1.245
[Epoch 112][Batch 2399], Speed: 78.968 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 112][Batch 2499], Speed: 76.650 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 112][Batch 2599], Speed: 79.051 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 112][Batch 2699], Speed: 78.124 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 112][Batch 2799], Speed: 76.761 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 112][Batch 2899], Speed: 84.025 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 112][Batch 2999], Speed: 78.076 samples/sec, CrossEntropy=2.621, SmoothL1=1.249
[Epoch 112][Batch 3099], Speed: 75.705 samples/sec, CrossEntropy=2.622, SmoothL1=1.249
[Epoch 112][Batch 3199], Speed: 82.508 samples/sec, CrossEntropy=2.622, SmoothL1=1.248
[Epoch 112][Batch 3299], Speed: 76.114 samples/sec, CrossEntropy=2.623, SmoothL1=1.248
[Epoch 112][Batch 3399], Speed: 78.207 samples/sec, CrossEntropy=2.623, SmoothL1=1.248
[Epoch 112][Batch 3499], Speed: 85.065 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 112][Batch 3599], Speed: 84.831 samples/sec, CrossEntropy=2.623, SmoothL1=1.249
[Epoch 112] Training cost: 1536.439, CrossEntropy=2.623, SmoothL1=1.248
[Epoch 113][Batch 99], Speed: 46.041 samples/sec, CrossEntropy=2.624, SmoothL1=1.268
[Epoch 113][Batch 199], Speed: 79.702 samples/sec, CrossEntropy=2.615, SmoothL1=1.248
[Epoch 113][Batch 299], Speed: 84.420 samples/sec, CrossEntropy=2.613, SmoothL1=1.236
[Epoch 113][Batch 399], Speed: 60.848 samples/sec, CrossEntropy=2.623, SmoothL1=1.242
[Epoch 113][Batch 499], Speed: 76.894 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 113][Batch 599], Speed: 75.176 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 113][Batch 699], Speed: 78.433 samples/sec, CrossEntropy=2.629, SmoothL1=1.251
[Epoch 113][Batch 799], Speed: 78.751 samples/sec, CrossEntropy=2.628, SmoothL1=1.250
[Epoch 113][Batch 899], Speed: 75.775 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 113][Batch 999], Speed: 75.934 samples/sec, CrossEntropy=2.626, SmoothL1=1.246
[Epoch 113][Batch 1099], Speed: 81.137 samples/sec, CrossEntropy=2.629, SmoothL1=1.247
[Epoch 113][Batch 1199], Speed: 80.799 samples/sec, CrossEntropy=2.632, SmoothL1=1.249
[Epoch 113][Batch 1299], Speed: 78.530 samples/sec, CrossEntropy=2.634, SmoothL1=1.249
[Epoch 113][Batch 1399], Speed: 80.636 samples/sec, CrossEntropy=2.635, SmoothL1=1.250
[Epoch 113][Batch 1499], Speed: 78.738 samples/sec, CrossEntropy=2.633, SmoothL1=1.251
[Epoch 113][Batch 1599], Speed: 78.007 samples/sec, CrossEntropy=2.633, SmoothL1=1.252
[Epoch 113][Batch 1699], Speed: 76.370 samples/sec, CrossEntropy=2.632, SmoothL1=1.251
[Epoch 113][Batch 1799], Speed: 79.591 samples/sec, CrossEntropy=2.634, SmoothL1=1.253
[Epoch 113][Batch 1899], Speed: 74.624 samples/sec, CrossEntropy=2.635, SmoothL1=1.254
[Epoch 113][Batch 1999], Speed: 76.446 samples/sec, CrossEntropy=2.635, SmoothL1=1.257
[Epoch 113][Batch 2099], Speed: 78.928 samples/sec, CrossEntropy=2.637, SmoothL1=1.259
[Epoch 113][Batch 2199], Speed: 76.962 samples/sec, CrossEntropy=2.637, SmoothL1=1.259
[Epoch 113][Batch 2299], Speed: 77.517 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 113][Batch 2399], Speed: 84.115 samples/sec, CrossEntropy=2.636, SmoothL1=1.258
[Epoch 113][Batch 2499], Speed: 76.130 samples/sec, CrossEntropy=2.634, SmoothL1=1.257
[Epoch 113][Batch 2599], Speed: 72.351 samples/sec, CrossEntropy=2.633, SmoothL1=1.257
[Epoch 113][Batch 2699], Speed: 82.980 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 113][Batch 2799], Speed: 75.396 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 113][Batch 2899], Speed: 80.857 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 113][Batch 2999], Speed: 84.918 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 113][Batch 3099], Speed: 76.596 samples/sec, CrossEntropy=2.632, SmoothL1=1.256
[Epoch 113][Batch 3199], Speed: 78.530 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 113][Batch 3299], Speed: 75.605 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 113][Batch 3399], Speed: 78.454 samples/sec, CrossEntropy=2.632, SmoothL1=1.257
[Epoch 113][Batch 3499], Speed: 84.485 samples/sec, CrossEntropy=2.633, SmoothL1=1.258
[Epoch 113][Batch 3599], Speed: 84.546 samples/sec, CrossEntropy=2.634, SmoothL1=1.259
[Epoch 113] Training cost: 1536.906, CrossEntropy=2.635, SmoothL1=1.260
[Epoch 114][Batch 99], Speed: 54.691 samples/sec, CrossEntropy=2.587, SmoothL1=1.217
[Epoch 114][Batch 199], Speed: 81.425 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 114][Batch 299], Speed: 82.379 samples/sec, CrossEntropy=2.599, SmoothL1=1.229
[Epoch 114][Batch 399], Speed: 81.400 samples/sec, CrossEntropy=2.599, SmoothL1=1.235
[Epoch 114][Batch 499], Speed: 83.969 samples/sec, CrossEntropy=2.602, SmoothL1=1.240
[Epoch 114][Batch 599], Speed: 78.169 samples/sec, CrossEntropy=2.608, SmoothL1=1.241
[Epoch 114][Batch 699], Speed: 77.621 samples/sec, CrossEntropy=2.610, SmoothL1=1.247
[Epoch 114][Batch 799], Speed: 84.638 samples/sec, CrossEntropy=2.609, SmoothL1=1.246
[Epoch 114][Batch 899], Speed: 78.228 samples/sec, CrossEntropy=2.612, SmoothL1=1.246
[Epoch 114][Batch 999], Speed: 74.706 samples/sec, CrossEntropy=2.616, SmoothL1=1.248
[Epoch 114][Batch 1099], Speed: 69.088 samples/sec, CrossEntropy=2.615, SmoothL1=1.247
[Epoch 114][Batch 1199], Speed: 75.667 samples/sec, CrossEntropy=2.615, SmoothL1=1.245
[Epoch 114][Batch 1299], Speed: 75.882 samples/sec, CrossEntropy=2.613, SmoothL1=1.245
[Epoch 114][Batch 1399], Speed: 85.326 samples/sec, CrossEntropy=2.615, SmoothL1=1.246
[Epoch 114][Batch 1499], Speed: 79.971 samples/sec, CrossEntropy=2.617, SmoothL1=1.250
[Epoch 114][Batch 1599], Speed: 80.815 samples/sec, CrossEntropy=2.619, SmoothL1=1.251
[Epoch 114][Batch 1699], Speed: 85.809 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 114][Batch 1799], Speed: 80.048 samples/sec, CrossEntropy=2.619, SmoothL1=1.249
[Epoch 114][Batch 1899], Speed: 76.866 samples/sec, CrossEntropy=2.621, SmoothL1=1.250
[Epoch 114][Batch 1999], Speed: 75.965 samples/sec, CrossEntropy=2.622, SmoothL1=1.250
[Epoch 114][Batch 2099], Speed: 83.651 samples/sec, CrossEntropy=2.624, SmoothL1=1.251
[Epoch 114][Batch 2199], Speed: 76.083 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 114][Batch 2299], Speed: 79.048 samples/sec, CrossEntropy=2.624, SmoothL1=1.251
[Epoch 114][Batch 2399], Speed: 59.144 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 114][Batch 2499], Speed: 80.972 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 114][Batch 2599], Speed: 76.671 samples/sec, CrossEntropy=2.625, SmoothL1=1.250
[Epoch 114][Batch 2699], Speed: 79.196 samples/sec, CrossEntropy=2.626, SmoothL1=1.251
[Epoch 114][Batch 2799], Speed: 78.238 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 114][Batch 2899], Speed: 75.110 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 114][Batch 2999], Speed: 75.274 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 114][Batch 3099], Speed: 75.724 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 114][Batch 3199], Speed: 79.286 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 114][Batch 3299], Speed: 77.181 samples/sec, CrossEntropy=2.631, SmoothL1=1.256
[Epoch 114][Batch 3399], Speed: 84.690 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 114][Batch 3499], Speed: 85.846 samples/sec, CrossEntropy=2.632, SmoothL1=1.255
[Epoch 114][Batch 3599], Speed: 83.631 samples/sec, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 114] Training cost: 1534.641, CrossEntropy=2.631, SmoothL1=1.254
[Epoch 115][Batch 99], Speed: 44.395 samples/sec, CrossEntropy=2.642, SmoothL1=1.258
[Epoch 115][Batch 199], Speed: 74.010 samples/sec, CrossEntropy=2.630, SmoothL1=1.248
[Epoch 115][Batch 299], Speed: 82.609 samples/sec, CrossEntropy=2.622, SmoothL1=1.233
[Epoch 115][Batch 399], Speed: 79.385 samples/sec, CrossEntropy=2.631, SmoothL1=1.250
[Epoch 115][Batch 499], Speed: 78.527 samples/sec, CrossEntropy=2.634, SmoothL1=1.256
[Epoch 115][Batch 599], Speed: 77.024 samples/sec, CrossEntropy=2.627, SmoothL1=1.249
[Epoch 115][Batch 699], Speed: 77.015 samples/sec, CrossEntropy=2.630, SmoothL1=1.251
[Epoch 115][Batch 799], Speed: 78.383 samples/sec, CrossEntropy=2.631, SmoothL1=1.249
[Epoch 115][Batch 899], Speed: 72.881 samples/sec, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 115][Batch 999], Speed: 76.708 samples/sec, CrossEntropy=2.627, SmoothL1=1.247
[Epoch 115][Batch 1099], Speed: 83.610 samples/sec, CrossEntropy=2.631, SmoothL1=1.252
[Epoch 115][Batch 1199], Speed: 59.906 samples/sec, CrossEntropy=2.631, SmoothL1=1.253
[Epoch 115][Batch 1299], Speed: 80.281 samples/sec, CrossEntropy=2.632, SmoothL1=1.253
[Epoch 115][Batch 1399], Speed: 84.006 samples/sec, CrossEntropy=2.631, SmoothL1=1.252
[Epoch 115][Batch 1499], Speed: 80.859 samples/sec, CrossEntropy=2.627, SmoothL1=1.249
[Epoch 115][Batch 1599], Speed: 78.757 samples/sec, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 115][Batch 1699], Speed: 67.873 samples/sec, CrossEntropy=2.625, SmoothL1=1.250
[Epoch 115][Batch 1799], Speed: 78.157 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 115][Batch 1899], Speed: 80.281 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 115][Batch 1999], Speed: 77.470 samples/sec, CrossEntropy=2.624, SmoothL1=1.246
[Epoch 115][Batch 2099], Speed: 84.605 samples/sec, CrossEntropy=2.624, SmoothL1=1.246
[Epoch 115][Batch 2199], Speed: 73.360 samples/sec, CrossEntropy=2.624, SmoothL1=1.247
[Epoch 115][Batch 2299], Speed: 80.215 samples/sec, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 115][Batch 2399], Speed: 83.457 samples/sec, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 115][Batch 2499], Speed: 85.616 samples/sec, CrossEntropy=2.626, SmoothL1=1.246
[Epoch 115][Batch 2599], Speed: 78.792 samples/sec, CrossEntropy=2.628, SmoothL1=1.248
[Epoch 115][Batch 2699], Speed: 57.362 samples/sec, CrossEntropy=2.627, SmoothL1=1.247
[Epoch 115][Batch 2799], Speed: 80.509 samples/sec, CrossEntropy=2.627, SmoothL1=1.247
[Epoch 115][Batch 2899], Speed: 78.478 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 115][Batch 2999], Speed: 58.080 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 115][Batch 3099], Speed: 83.503 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 115][Batch 3199], Speed: 78.240 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 115][Batch 3299], Speed: 69.914 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 115][Batch 3399], Speed: 80.705 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 115][Batch 3499], Speed: 86.149 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 115][Batch 3599], Speed: 85.330 samples/sec, CrossEntropy=2.630, SmoothL1=1.250
[Epoch 115] Training cost: 1534.081, CrossEntropy=2.630, SmoothL1=1.249
[Epoch 116][Batch 99], Speed: 51.657 samples/sec, CrossEntropy=2.579, SmoothL1=1.205
[Epoch 116][Batch 199], Speed: 76.670 samples/sec, CrossEntropy=2.590, SmoothL1=1.202
[Epoch 116][Batch 299], Speed: 66.281 samples/sec, CrossEntropy=2.591, SmoothL1=1.215
[Epoch 116][Batch 399], Speed: 75.727 samples/sec, CrossEntropy=2.596, SmoothL1=1.218
[Epoch 116][Batch 499], Speed: 77.729 samples/sec, CrossEntropy=2.597, SmoothL1=1.223
[Epoch 116][Batch 599], Speed: 76.645 samples/sec, CrossEntropy=2.599, SmoothL1=1.229
[Epoch 116][Batch 699], Speed: 85.101 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 116][Batch 799], Speed: 76.353 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 116][Batch 899], Speed: 78.309 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 116][Batch 999], Speed: 70.243 samples/sec, CrossEntropy=2.610, SmoothL1=1.235
[Epoch 116][Batch 1099], Speed: 79.627 samples/sec, CrossEntropy=2.613, SmoothL1=1.238
[Epoch 116][Batch 1199], Speed: 80.008 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 116][Batch 1299], Speed: 71.773 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 116][Batch 1399], Speed: 77.091 samples/sec, CrossEntropy=2.615, SmoothL1=1.245
[Epoch 116][Batch 1499], Speed: 74.171 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 116][Batch 1599], Speed: 77.025 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 116][Batch 1699], Speed: 81.568 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 116][Batch 1799], Speed: 79.219 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 116][Batch 1899], Speed: 77.259 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 116][Batch 1999], Speed: 76.448 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 116][Batch 2099], Speed: 79.728 samples/sec, CrossEntropy=2.618, SmoothL1=1.244
[Epoch 116][Batch 2199], Speed: 77.938 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 116][Batch 2299], Speed: 85.976 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 116][Batch 2399], Speed: 80.883 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 116][Batch 2499], Speed: 76.052 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 116][Batch 2599], Speed: 79.677 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 116][Batch 2699], Speed: 84.011 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 116][Batch 2799], Speed: 78.149 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 116][Batch 2899], Speed: 84.308 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 116][Batch 2999], Speed: 83.548 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 116][Batch 3099], Speed: 77.568 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 116][Batch 3199], Speed: 75.992 samples/sec, CrossEntropy=2.622, SmoothL1=1.246
[Epoch 116][Batch 3299], Speed: 83.829 samples/sec, CrossEntropy=2.622, SmoothL1=1.246
[Epoch 116][Batch 3399], Speed: 78.553 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 116][Batch 3499], Speed: 85.272 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 116][Batch 3599], Speed: 84.617 samples/sec, CrossEntropy=2.624, SmoothL1=1.248
[Epoch 116] Training cost: 1536.448, CrossEntropy=2.624, SmoothL1=1.248
[Epoch 117][Batch 99], Speed: 52.135 samples/sec, CrossEntropy=2.602, SmoothL1=1.238
[Epoch 117][Batch 199], Speed: 81.787 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 117][Batch 299], Speed: 76.502 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 117][Batch 399], Speed: 78.541 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 117][Batch 499], Speed: 76.161 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 117][Batch 599], Speed: 84.702 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 117][Batch 699], Speed: 79.500 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 117][Batch 799], Speed: 81.676 samples/sec, CrossEntropy=2.622, SmoothL1=1.243
[Epoch 117][Batch 899], Speed: 84.668 samples/sec, CrossEntropy=2.624, SmoothL1=1.245
[Epoch 117][Batch 999], Speed: 80.876 samples/sec, CrossEntropy=2.624, SmoothL1=1.243
[Epoch 117][Batch 1099], Speed: 78.924 samples/sec, CrossEntropy=2.620, SmoothL1=1.240
[Epoch 117][Batch 1199], Speed: 75.192 samples/sec, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 117][Batch 1299], Speed: 79.224 samples/sec, CrossEntropy=2.621, SmoothL1=1.245
[Epoch 117][Batch 1399], Speed: 75.310 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 117][Batch 1499], Speed: 64.232 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 117][Batch 1599], Speed: 76.920 samples/sec, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 117][Batch 1699], Speed: 79.516 samples/sec, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 117][Batch 1799], Speed: 79.329 samples/sec, CrossEntropy=2.625, SmoothL1=1.249
[Epoch 117][Batch 1899], Speed: 84.982 samples/sec, CrossEntropy=2.627, SmoothL1=1.251
[Epoch 117][Batch 1999], Speed: 78.072 samples/sec, CrossEntropy=2.627, SmoothL1=1.251
[Epoch 117][Batch 2099], Speed: 79.950 samples/sec, CrossEntropy=2.629, SmoothL1=1.251
[Epoch 117][Batch 2199], Speed: 62.497 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 117][Batch 2299], Speed: 75.145 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 117][Batch 2399], Speed: 79.124 samples/sec, CrossEntropy=2.629, SmoothL1=1.250
[Epoch 117][Batch 2499], Speed: 80.912 samples/sec, CrossEntropy=2.629, SmoothL1=1.251
[Epoch 117][Batch 2599], Speed: 75.782 samples/sec, CrossEntropy=2.628, SmoothL1=1.251
[Epoch 117][Batch 2699], Speed: 79.656 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 117][Batch 2799], Speed: 69.481 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 117][Batch 2899], Speed: 81.851 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 117][Batch 2999], Speed: 79.768 samples/sec, CrossEntropy=2.630, SmoothL1=1.251
[Epoch 117][Batch 3099], Speed: 74.061 samples/sec, CrossEntropy=2.630, SmoothL1=1.252
[Epoch 117][Batch 3199], Speed: 81.834 samples/sec, CrossEntropy=2.631, SmoothL1=1.252
[Epoch 117][Batch 3299], Speed: 75.647 samples/sec, CrossEntropy=2.632, SmoothL1=1.253
[Epoch 117][Batch 3399], Speed: 77.798 samples/sec, CrossEntropy=2.632, SmoothL1=1.253
[Epoch 117][Batch 3499], Speed: 83.734 samples/sec, CrossEntropy=2.630, SmoothL1=1.253
[Epoch 117][Batch 3599], Speed: 85.397 samples/sec, CrossEntropy=2.630, SmoothL1=1.253
[Epoch 117] Training cost: 1536.630, CrossEntropy=2.630, SmoothL1=1.253
[Epoch 118][Batch 99], Speed: 49.603 samples/sec, CrossEntropy=2.585, SmoothL1=1.191
[Epoch 118][Batch 199], Speed: 83.086 samples/sec, CrossEntropy=2.598, SmoothL1=1.210
[Epoch 118][Batch 299], Speed: 78.312 samples/sec, CrossEntropy=2.601, SmoothL1=1.225
[Epoch 118][Batch 399], Speed: 78.818 samples/sec, CrossEntropy=2.602, SmoothL1=1.233
[Epoch 118][Batch 499], Speed: 76.181 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 118][Batch 599], Speed: 84.816 samples/sec, CrossEntropy=2.597, SmoothL1=1.230
[Epoch 118][Batch 699], Speed: 79.685 samples/sec, CrossEntropy=2.593, SmoothL1=1.223
[Epoch 118][Batch 799], Speed: 77.205 samples/sec, CrossEntropy=2.594, SmoothL1=1.217
[Epoch 118][Batch 899], Speed: 73.922 samples/sec, CrossEntropy=2.594, SmoothL1=1.218
[Epoch 118][Batch 999], Speed: 78.124 samples/sec, CrossEntropy=2.597, SmoothL1=1.221
[Epoch 118][Batch 1099], Speed: 78.629 samples/sec, CrossEntropy=2.600, SmoothL1=1.222
[Epoch 118][Batch 1199], Speed: 77.451 samples/sec, CrossEntropy=2.601, SmoothL1=1.222
[Epoch 118][Batch 1299], Speed: 82.849 samples/sec, CrossEntropy=2.600, SmoothL1=1.223
[Epoch 118][Batch 1399], Speed: 76.459 samples/sec, CrossEntropy=2.606, SmoothL1=1.227
[Epoch 118][Batch 1499], Speed: 80.982 samples/sec, CrossEntropy=2.608, SmoothL1=1.227
[Epoch 118][Batch 1599], Speed: 81.404 samples/sec, CrossEntropy=2.608, SmoothL1=1.227
[Epoch 118][Batch 1699], Speed: 85.765 samples/sec, CrossEntropy=2.609, SmoothL1=1.229
[Epoch 118][Batch 1799], Speed: 80.197 samples/sec, CrossEntropy=2.610, SmoothL1=1.229
[Epoch 118][Batch 1899], Speed: 77.412 samples/sec, CrossEntropy=2.611, SmoothL1=1.230
[Epoch 118][Batch 1999], Speed: 75.321 samples/sec, CrossEntropy=2.611, SmoothL1=1.229
[Epoch 118][Batch 2099], Speed: 76.267 samples/sec, CrossEntropy=2.610, SmoothL1=1.229
[Epoch 118][Batch 2199], Speed: 78.071 samples/sec, CrossEntropy=2.611, SmoothL1=1.232
[Epoch 118][Batch 2299], Speed: 77.464 samples/sec, CrossEntropy=2.611, SmoothL1=1.232
[Epoch 118][Batch 2399], Speed: 76.431 samples/sec, CrossEntropy=2.611, SmoothL1=1.234
[Epoch 118][Batch 2499], Speed: 71.428 samples/sec, CrossEntropy=2.612, SmoothL1=1.235
[Epoch 118][Batch 2599], Speed: 83.509 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 118][Batch 2699], Speed: 78.375 samples/sec, CrossEntropy=2.615, SmoothL1=1.237
[Epoch 118][Batch 2799], Speed: 76.445 samples/sec, CrossEntropy=2.616, SmoothL1=1.239
[Epoch 118][Batch 2899], Speed: 77.731 samples/sec, CrossEntropy=2.617, SmoothL1=1.239
[Epoch 118][Batch 2999], Speed: 78.186 samples/sec, CrossEntropy=2.617, SmoothL1=1.239
[Epoch 118][Batch 3099], Speed: 76.756 samples/sec, CrossEntropy=2.618, SmoothL1=1.240
[Epoch 118][Batch 3199], Speed: 69.572 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 118][Batch 3299], Speed: 76.299 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 118][Batch 3399], Speed: 81.018 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 118][Batch 3499], Speed: 84.245 samples/sec, CrossEntropy=2.620, SmoothL1=1.242
[Epoch 118][Batch 3599], Speed: 84.599 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 118] Training cost: 1532.986, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 119][Batch 99], Speed: 53.065 samples/sec, CrossEntropy=2.623, SmoothL1=1.275
[Epoch 119][Batch 199], Speed: 74.496 samples/sec, CrossEntropy=2.632, SmoothL1=1.300
[Epoch 119][Batch 299], Speed: 73.605 samples/sec, CrossEntropy=2.636, SmoothL1=1.290
[Epoch 119][Batch 399], Speed: 61.729 samples/sec, CrossEntropy=2.632, SmoothL1=1.278
[Epoch 119][Batch 499], Speed: 84.507 samples/sec, CrossEntropy=2.620, SmoothL1=1.264
[Epoch 119][Batch 599], Speed: 79.068 samples/sec, CrossEntropy=2.620, SmoothL1=1.265
[Epoch 119][Batch 699], Speed: 76.455 samples/sec, CrossEntropy=2.615, SmoothL1=1.258
[Epoch 119][Batch 799], Speed: 83.361 samples/sec, CrossEntropy=2.613, SmoothL1=1.255
[Epoch 119][Batch 899], Speed: 80.456 samples/sec, CrossEntropy=2.618, SmoothL1=1.255
[Epoch 119][Batch 999], Speed: 79.262 samples/sec, CrossEntropy=2.615, SmoothL1=1.249
[Epoch 119][Batch 1099], Speed: 77.294 samples/sec, CrossEntropy=2.618, SmoothL1=1.250
[Epoch 119][Batch 1199], Speed: 80.164 samples/sec, CrossEntropy=2.620, SmoothL1=1.249
[Epoch 119][Batch 1299], Speed: 79.284 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 119][Batch 1399], Speed: 83.986 samples/sec, CrossEntropy=2.618, SmoothL1=1.244
[Epoch 119][Batch 1499], Speed: 80.075 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 119][Batch 1599], Speed: 79.322 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 119][Batch 1699], Speed: 76.281 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 119][Batch 1799], Speed: 82.388 samples/sec, CrossEntropy=2.620, SmoothL1=1.243
[Epoch 119][Batch 1899], Speed: 81.826 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 119][Batch 1999], Speed: 83.297 samples/sec, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 119][Batch 2099], Speed: 79.602 samples/sec, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 119][Batch 2199], Speed: 77.018 samples/sec, CrossEntropy=2.621, SmoothL1=1.244
[Epoch 119][Batch 2299], Speed: 77.134 samples/sec, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 119][Batch 2399], Speed: 84.455 samples/sec, CrossEntropy=2.622, SmoothL1=1.244
[Epoch 119][Batch 2499], Speed: 78.340 samples/sec, CrossEntropy=2.622, SmoothL1=1.245
[Epoch 119][Batch 2599], Speed: 79.701 samples/sec, CrossEntropy=2.623, SmoothL1=1.245
[Epoch 119][Batch 2699], Speed: 77.817 samples/sec, CrossEntropy=2.622, SmoothL1=1.245
[Epoch 119][Batch 2799], Speed: 81.294 samples/sec, CrossEntropy=2.622, SmoothL1=1.244
[Epoch 119][Batch 2899], Speed: 71.076 samples/sec, CrossEntropy=2.624, SmoothL1=1.245
[Epoch 119][Batch 2999], Speed: 79.190 samples/sec, CrossEntropy=2.625, SmoothL1=1.246
[Epoch 119][Batch 3099], Speed: 84.172 samples/sec, CrossEntropy=2.626, SmoothL1=1.248
[Epoch 119][Batch 3199], Speed: 77.302 samples/sec, CrossEntropy=2.626, SmoothL1=1.247
[Epoch 119][Batch 3299], Speed: 75.768 samples/sec, CrossEntropy=2.626, SmoothL1=1.247
[Epoch 119][Batch 3399], Speed: 83.692 samples/sec, CrossEntropy=2.628, SmoothL1=1.248
[Epoch 119][Batch 3499], Speed: 85.361 samples/sec, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 119][Batch 3599], Speed: 85.949 samples/sec, CrossEntropy=2.627, SmoothL1=1.249
[Epoch 119] Training cost: 1533.377, CrossEntropy=2.628, SmoothL1=1.249
[Epoch 119] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.248
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.440
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.255
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.091
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.299
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.375
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.231
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.345
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.360
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.114
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.529
person=38.1
bicycle=18.7
car=28.0
motorcycle=28.5
airplane=45.0
bus=49.9
train=48.6
truck=22.9
boat=13.0
traffic light=12.1
fire hydrant=42.5
stop sign=46.4
parking meter=31.0
bench=14.0
bird=17.4
cat=46.9
dog=40.8
horse=39.5
sheep=29.8
cow=33.0
elephant=47.6
bear=53.0
zebra=49.3
giraffe=49.9
backpack=5.0
umbrella=24.7
handbag=4.1
tie=15.4
suitcase=15.1
frisbee=31.5
skis=11.4
snowboard=15.2
sports ball=28.2
kite=19.2
baseball bat=10.2
baseball glove=15.9
skateboard=28.9
surfboard=19.6
tennis racket=25.8
bottle=17.5
wine glass=16.4
cup=22.9
fork=10.8
knife=5.3
spoon=4.5
bowl=25.4
banana=13.1
apple=9.3
sandwich=26.3
orange=17.8
broccoli=14.7
carrot=12.0
hot dog=19.3
pizza=35.9
donut=27.3
cake=21.2
chair=15.1
couch=31.4
potted plant=12.9
bed=30.5
dining table=21.6
toilet=44.2
tv=43.4
laptop=43.4
mouse=35.9
remote=8.7
keyboard=30.6
cell phone=18.1
microwave=39.1
oven=23.3
toaster=14.4
sink=20.9
refrigerator=34.1
book=6.0
clock=32.9
vase=17.9
scissors=11.9
teddy bear=31.3
hair drier=0.0
toothbrush=2.7
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=24.8
[Epoch 120][Batch 99], Speed: 60.183 samples/sec, CrossEntropy=2.582, SmoothL1=1.247
[Epoch 120][Batch 199], Speed: 74.353 samples/sec, CrossEntropy=2.604, SmoothL1=1.267
[Epoch 120][Batch 299], Speed: 64.425 samples/sec, CrossEntropy=2.600, SmoothL1=1.265
[Epoch 120][Batch 399], Speed: 64.979 samples/sec, CrossEntropy=2.612, SmoothL1=1.271
[Epoch 120][Batch 499], Speed: 73.634 samples/sec, CrossEntropy=2.617, SmoothL1=1.265
[Epoch 120][Batch 599], Speed: 79.507 samples/sec, CrossEntropy=2.622, SmoothL1=1.267
[Epoch 120][Batch 699], Speed: 84.675 samples/sec, CrossEntropy=2.616, SmoothL1=1.256
[Epoch 120][Batch 799], Speed: 76.855 samples/sec, CrossEntropy=2.619, SmoothL1=1.257
[Epoch 120][Batch 899], Speed: 79.782 samples/sec, CrossEntropy=2.620, SmoothL1=1.256
[Epoch 120][Batch 999], Speed: 77.431 samples/sec, CrossEntropy=2.625, SmoothL1=1.257
[Epoch 120][Batch 1099], Speed: 84.591 samples/sec, CrossEntropy=2.626, SmoothL1=1.259
[Epoch 120][Batch 1199], Speed: 81.242 samples/sec, CrossEntropy=2.624, SmoothL1=1.258
[Epoch 120][Batch 1299], Speed: 78.029 samples/sec, CrossEntropy=2.621, SmoothL1=1.255
[Epoch 120][Batch 1399], Speed: 79.142 samples/sec, CrossEntropy=2.623, SmoothL1=1.255
[Epoch 120][Batch 1499], Speed: 78.090 samples/sec, CrossEntropy=2.623, SmoothL1=1.254
[Epoch 120][Batch 1599], Speed: 76.129 samples/sec, CrossEntropy=2.623, SmoothL1=1.252
[Epoch 120][Batch 1699], Speed: 83.573 samples/sec, CrossEntropy=2.625, SmoothL1=1.254
[Epoch 120][Batch 1799], Speed: 76.187 samples/sec, CrossEntropy=2.623, SmoothL1=1.255
[Epoch 120][Batch 1899], Speed: 78.469 samples/sec, CrossEntropy=2.625, SmoothL1=1.256
[Epoch 120][Batch 1999], Speed: 68.119 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 120][Batch 2099], Speed: 80.633 samples/sec, CrossEntropy=2.628, SmoothL1=1.258
[Epoch 120][Batch 2199], Speed: 79.879 samples/sec, CrossEntropy=2.628, SmoothL1=1.257
[Epoch 120][Batch 2299], Speed: 54.035 samples/sec, CrossEntropy=2.627, SmoothL1=1.255
[Epoch 120][Batch 2399], Speed: 84.883 samples/sec, CrossEntropy=2.627, SmoothL1=1.255
[Epoch 120][Batch 2499], Speed: 78.321 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 120][Batch 2599], Speed: 77.891 samples/sec, CrossEntropy=2.625, SmoothL1=1.253
[Epoch 120][Batch 2699], Speed: 82.478 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 120][Batch 2799], Speed: 77.544 samples/sec, CrossEntropy=2.626, SmoothL1=1.253
[Epoch 120][Batch 2899], Speed: 81.342 samples/sec, CrossEntropy=2.626, SmoothL1=1.254
[Epoch 120][Batch 2999], Speed: 79.234 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 120][Batch 3099], Speed: 76.476 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 120][Batch 3199], Speed: 77.269 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 120][Batch 3299], Speed: 79.285 samples/sec, CrossEntropy=2.626, SmoothL1=1.251
[Epoch 120][Batch 3399], Speed: 78.616 samples/sec, CrossEntropy=2.626, SmoothL1=1.251
[Epoch 120][Batch 3499], Speed: 85.343 samples/sec, CrossEntropy=2.625, SmoothL1=1.251
[Epoch 120][Batch 3599], Speed: 85.041 samples/sec, CrossEntropy=2.627, SmoothL1=1.251
[Epoch 120] Training cost: 1531.944, CrossEntropy=2.627, SmoothL1=1.252
[Epoch 121][Batch 99], Speed: 51.427 samples/sec, CrossEntropy=2.608, SmoothL1=1.261
[Epoch 121][Batch 199], Speed: 61.927 samples/sec, CrossEntropy=2.594, SmoothL1=1.244
[Epoch 121][Batch 299], Speed: 76.193 samples/sec, CrossEntropy=2.598, SmoothL1=1.240
[Epoch 121][Batch 399], Speed: 64.473 samples/sec, CrossEntropy=2.616, SmoothL1=1.250
[Epoch 121][Batch 499], Speed: 79.604 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 121][Batch 599], Speed: 78.860 samples/sec, CrossEntropy=2.615, SmoothL1=1.239
[Epoch 121][Batch 699], Speed: 74.487 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 121][Batch 799], Speed: 81.523 samples/sec, CrossEntropy=2.613, SmoothL1=1.237
[Epoch 121][Batch 899], Speed: 80.662 samples/sec, CrossEntropy=2.616, SmoothL1=1.240
[Epoch 121][Batch 999], Speed: 83.650 samples/sec, CrossEntropy=2.613, SmoothL1=1.236
[Epoch 121][Batch 1099], Speed: 78.247 samples/sec, CrossEntropy=2.614, SmoothL1=1.236
[Epoch 121][Batch 1199], Speed: 78.649 samples/sec, CrossEntropy=2.612, SmoothL1=1.235
[Epoch 121][Batch 1299], Speed: 79.055 samples/sec, CrossEntropy=2.610, SmoothL1=1.235
[Epoch 121][Batch 1399], Speed: 69.918 samples/sec, CrossEntropy=2.611, SmoothL1=1.235
[Epoch 121][Batch 1499], Speed: 81.195 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 121][Batch 1599], Speed: 77.608 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 121][Batch 1699], Speed: 84.153 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 121][Batch 1799], Speed: 75.438 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 121][Batch 1899], Speed: 77.273 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 121][Batch 1999], Speed: 76.023 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 121][Batch 2099], Speed: 84.505 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 121][Batch 2199], Speed: 77.986 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 121][Batch 2299], Speed: 65.681 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 121][Batch 2399], Speed: 84.736 samples/sec, CrossEntropy=2.620, SmoothL1=1.242
[Epoch 121][Batch 2499], Speed: 76.255 samples/sec, CrossEntropy=2.621, SmoothL1=1.242
[Epoch 121][Batch 2599], Speed: 79.189 samples/sec, CrossEntropy=2.623, SmoothL1=1.245
[Epoch 121][Batch 2699], Speed: 82.897 samples/sec, CrossEntropy=2.624, SmoothL1=1.246
[Epoch 121][Batch 2799], Speed: 71.542 samples/sec, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 121][Batch 2899], Speed: 77.782 samples/sec, CrossEntropy=2.626, SmoothL1=1.248
[Epoch 121][Batch 2999], Speed: 72.966 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 121][Batch 3099], Speed: 76.404 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 121][Batch 3199], Speed: 77.383 samples/sec, CrossEntropy=2.627, SmoothL1=1.249
[Epoch 121][Batch 3299], Speed: 78.826 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 121][Batch 3399], Speed: 81.820 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 121][Batch 3499], Speed: 85.081 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 121][Batch 3599], Speed: 84.506 samples/sec, CrossEntropy=2.627, SmoothL1=1.251
[Epoch 121] Training cost: 1535.001, CrossEntropy=2.626, SmoothL1=1.251
[Epoch 122][Batch 99], Speed: 51.454 samples/sec, CrossEntropy=2.620, SmoothL1=1.241
[Epoch 122][Batch 199], Speed: 75.203 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 122][Batch 299], Speed: 84.710 samples/sec, CrossEntropy=2.616, SmoothL1=1.250
[Epoch 122][Batch 399], Speed: 58.186 samples/sec, CrossEntropy=2.612, SmoothL1=1.242
[Epoch 122][Batch 499], Speed: 79.979 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 122][Batch 599], Speed: 78.103 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 122][Batch 699], Speed: 76.817 samples/sec, CrossEntropy=2.606, SmoothL1=1.235
[Epoch 122][Batch 799], Speed: 76.660 samples/sec, CrossEntropy=2.606, SmoothL1=1.236
[Epoch 122][Batch 899], Speed: 80.340 samples/sec, CrossEntropy=2.606, SmoothL1=1.238
[Epoch 122][Batch 999], Speed: 78.526 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 122][Batch 1099], Speed: 79.490 samples/sec, CrossEntropy=2.609, SmoothL1=1.239
[Epoch 122][Batch 1199], Speed: 75.836 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 122][Batch 1299], Speed: 75.784 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 122][Batch 1399], Speed: 82.532 samples/sec, CrossEntropy=2.612, SmoothL1=1.241
[Epoch 122][Batch 1499], Speed: 76.441 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 122][Batch 1599], Speed: 77.811 samples/sec, CrossEntropy=2.616, SmoothL1=1.245
[Epoch 122][Batch 1699], Speed: 84.281 samples/sec, CrossEntropy=2.617, SmoothL1=1.246
[Epoch 122][Batch 1799], Speed: 76.469 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 122][Batch 1899], Speed: 74.345 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 122][Batch 1999], Speed: 73.799 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 122][Batch 2099], Speed: 82.931 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 122][Batch 2199], Speed: 78.505 samples/sec, CrossEntropy=2.622, SmoothL1=1.247
[Epoch 122][Batch 2299], Speed: 74.397 samples/sec, CrossEntropy=2.625, SmoothL1=1.248
[Epoch 122][Batch 2399], Speed: 82.823 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 122][Batch 2499], Speed: 81.735 samples/sec, CrossEntropy=2.624, SmoothL1=1.247
[Epoch 122][Batch 2599], Speed: 78.546 samples/sec, CrossEntropy=2.624, SmoothL1=1.248
[Epoch 122][Batch 2699], Speed: 84.202 samples/sec, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 122][Batch 2799], Speed: 77.771 samples/sec, CrossEntropy=2.625, SmoothL1=1.248
[Epoch 122][Batch 2899], Speed: 78.714 samples/sec, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 122][Batch 2999], Speed: 84.512 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 122][Batch 3099], Speed: 77.809 samples/sec, CrossEntropy=2.628, SmoothL1=1.250
[Epoch 122][Batch 3199], Speed: 77.580 samples/sec, CrossEntropy=2.628, SmoothL1=1.251
[Epoch 122][Batch 3299], Speed: 75.299 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 122][Batch 3399], Speed: 83.276 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 122][Batch 3499], Speed: 84.987 samples/sec, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 122][Batch 3599], Speed: 82.560 samples/sec, CrossEntropy=2.626, SmoothL1=1.249
[Epoch 122] Training cost: 1535.530, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 123][Batch 99], Speed: 63.503 samples/sec, CrossEntropy=2.600, SmoothL1=1.213
[Epoch 123][Batch 199], Speed: 76.065 samples/sec, CrossEntropy=2.607, SmoothL1=1.216
[Epoch 123][Batch 299], Speed: 84.785 samples/sec, CrossEntropy=2.612, SmoothL1=1.221
[Epoch 123][Batch 399], Speed: 76.605 samples/sec, CrossEntropy=2.607, SmoothL1=1.224
[Epoch 123][Batch 499], Speed: 82.967 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 123][Batch 599], Speed: 76.940 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 123][Batch 699], Speed: 77.739 samples/sec, CrossEntropy=2.604, SmoothL1=1.237
[Epoch 123][Batch 799], Speed: 58.770 samples/sec, CrossEntropy=2.604, SmoothL1=1.239
[Epoch 123][Batch 899], Speed: 75.358 samples/sec, CrossEntropy=2.605, SmoothL1=1.242
[Epoch 123][Batch 999], Speed: 76.375 samples/sec, CrossEntropy=2.603, SmoothL1=1.240
[Epoch 123][Batch 1099], Speed: 81.081 samples/sec, CrossEntropy=2.605, SmoothL1=1.242
[Epoch 123][Batch 1199], Speed: 78.344 samples/sec, CrossEntropy=2.609, SmoothL1=1.244
[Epoch 123][Batch 1299], Speed: 77.438 samples/sec, CrossEntropy=2.609, SmoothL1=1.242
[Epoch 123][Batch 1399], Speed: 80.528 samples/sec, CrossEntropy=2.611, SmoothL1=1.241
[Epoch 123][Batch 1499], Speed: 81.528 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 123][Batch 1599], Speed: 79.540 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 123][Batch 1699], Speed: 73.416 samples/sec, CrossEntropy=2.615, SmoothL1=1.245
[Epoch 123][Batch 1799], Speed: 81.867 samples/sec, CrossEntropy=2.616, SmoothL1=1.247
[Epoch 123][Batch 1899], Speed: 78.157 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 123][Batch 1999], Speed: 79.876 samples/sec, CrossEntropy=2.620, SmoothL1=1.251
[Epoch 123][Batch 2099], Speed: 74.266 samples/sec, CrossEntropy=2.621, SmoothL1=1.252
[Epoch 123][Batch 2199], Speed: 78.417 samples/sec, CrossEntropy=2.622, SmoothL1=1.253
[Epoch 123][Batch 2299], Speed: 77.188 samples/sec, CrossEntropy=2.622, SmoothL1=1.254
[Epoch 123][Batch 2399], Speed: 77.721 samples/sec, CrossEntropy=2.624, SmoothL1=1.254
[Epoch 123][Batch 2499], Speed: 74.844 samples/sec, CrossEntropy=2.624, SmoothL1=1.253
[Epoch 123][Batch 2599], Speed: 77.103 samples/sec, CrossEntropy=2.624, SmoothL1=1.252
[Epoch 123][Batch 2699], Speed: 78.580 samples/sec, CrossEntropy=2.625, SmoothL1=1.252
[Epoch 123][Batch 2799], Speed: 80.122 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 123][Batch 2899], Speed: 79.267 samples/sec, CrossEntropy=2.627, SmoothL1=1.252
[Epoch 123][Batch 2999], Speed: 78.355 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 123][Batch 3099], Speed: 85.329 samples/sec, CrossEntropy=2.628, SmoothL1=1.252
[Epoch 123][Batch 3199], Speed: 81.309 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 123][Batch 3299], Speed: 76.968 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 123][Batch 3399], Speed: 76.440 samples/sec, CrossEntropy=2.630, SmoothL1=1.254
[Epoch 123][Batch 3499], Speed: 85.254 samples/sec, CrossEntropy=2.630, SmoothL1=1.255
[Epoch 123][Batch 3599], Speed: 84.635 samples/sec, CrossEntropy=2.630, SmoothL1=1.255
[Epoch 123] Training cost: 1535.481, CrossEntropy=2.631, SmoothL1=1.255
[Epoch 124][Batch 99], Speed: 61.871 samples/sec, CrossEntropy=2.619, SmoothL1=1.216
[Epoch 124][Batch 199], Speed: 84.451 samples/sec, CrossEntropy=2.583, SmoothL1=1.192
[Epoch 124][Batch 299], Speed: 76.553 samples/sec, CrossEntropy=2.603, SmoothL1=1.210
[Epoch 124][Batch 399], Speed: 75.686 samples/sec, CrossEntropy=2.602, SmoothL1=1.210
[Epoch 124][Batch 499], Speed: 85.131 samples/sec, CrossEntropy=2.590, SmoothL1=1.203
[Epoch 124][Batch 599], Speed: 84.541 samples/sec, CrossEntropy=2.592, SmoothL1=1.216
[Epoch 124][Batch 699], Speed: 75.195 samples/sec, CrossEntropy=2.594, SmoothL1=1.221
[Epoch 124][Batch 799], Speed: 72.262 samples/sec, CrossEntropy=2.598, SmoothL1=1.231
[Epoch 124][Batch 899], Speed: 76.181 samples/sec, CrossEntropy=2.599, SmoothL1=1.230
[Epoch 124][Batch 999], Speed: 77.292 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 124][Batch 1099], Speed: 81.018 samples/sec, CrossEntropy=2.603, SmoothL1=1.233
[Epoch 124][Batch 1199], Speed: 80.488 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 124][Batch 1299], Speed: 83.798 samples/sec, CrossEntropy=2.609, SmoothL1=1.239
[Epoch 124][Batch 1399], Speed: 78.793 samples/sec, CrossEntropy=2.611, SmoothL1=1.241
[Epoch 124][Batch 1499], Speed: 79.196 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 124][Batch 1599], Speed: 83.719 samples/sec, CrossEntropy=2.613, SmoothL1=1.238
[Epoch 124][Batch 1699], Speed: 78.116 samples/sec, CrossEntropy=2.613, SmoothL1=1.237
[Epoch 124][Batch 1799], Speed: 80.678 samples/sec, CrossEntropy=2.615, SmoothL1=1.238
[Epoch 124][Batch 1899], Speed: 76.325 samples/sec, CrossEntropy=2.617, SmoothL1=1.240
[Epoch 124][Batch 1999], Speed: 80.754 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 124][Batch 2099], Speed: 75.774 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 124][Batch 2199], Speed: 83.922 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 124][Batch 2299], Speed: 77.429 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 124][Batch 2399], Speed: 78.105 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 124][Batch 2499], Speed: 86.085 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 124][Batch 2599], Speed: 84.284 samples/sec, CrossEntropy=2.622, SmoothL1=1.247
[Epoch 124][Batch 2699], Speed: 80.871 samples/sec, CrossEntropy=2.623, SmoothL1=1.247
[Epoch 124][Batch 2799], Speed: 79.511 samples/sec, CrossEntropy=2.623, SmoothL1=1.248
[Epoch 124][Batch 2899], Speed: 79.635 samples/sec, CrossEntropy=2.624, SmoothL1=1.249
[Epoch 124][Batch 2999], Speed: 78.071 samples/sec, CrossEntropy=2.624, SmoothL1=1.250
[Epoch 124][Batch 3099], Speed: 78.413 samples/sec, CrossEntropy=2.625, SmoothL1=1.252
[Epoch 124][Batch 3199], Speed: 77.656 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 124][Batch 3299], Speed: 82.133 samples/sec, CrossEntropy=2.626, SmoothL1=1.251
[Epoch 124][Batch 3399], Speed: 78.462 samples/sec, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 124][Batch 3499], Speed: 86.152 samples/sec, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 124][Batch 3599], Speed: 84.772 samples/sec, CrossEntropy=2.626, SmoothL1=1.250
[Epoch 124] Training cost: 1531.155, CrossEntropy=2.627, SmoothL1=1.250
[Epoch 125][Batch 99], Speed: 55.053 samples/sec, CrossEntropy=2.612, SmoothL1=1.236
[Epoch 125][Batch 199], Speed: 79.114 samples/sec, CrossEntropy=2.597, SmoothL1=1.227
[Epoch 125][Batch 299], Speed: 84.856 samples/sec, CrossEntropy=2.603, SmoothL1=1.234
[Epoch 125][Batch 399], Speed: 80.801 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 125][Batch 499], Speed: 79.551 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 125][Batch 599], Speed: 79.223 samples/sec, CrossEntropy=2.619, SmoothL1=1.248
[Epoch 125][Batch 699], Speed: 79.208 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 125][Batch 799], Speed: 83.481 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 125][Batch 899], Speed: 78.488 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 125][Batch 999], Speed: 76.145 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 125][Batch 1099], Speed: 82.837 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 125][Batch 1199], Speed: 78.681 samples/sec, CrossEntropy=2.610, SmoothL1=1.240
[Epoch 125][Batch 1299], Speed: 72.828 samples/sec, CrossEntropy=2.610, SmoothL1=1.242
[Epoch 125][Batch 1399], Speed: 82.090 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 125][Batch 1499], Speed: 77.005 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 125][Batch 1599], Speed: 77.393 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 125][Batch 1699], Speed: 85.112 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 125][Batch 1799], Speed: 80.108 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 125][Batch 1899], Speed: 76.675 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 125][Batch 1999], Speed: 76.216 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 125][Batch 2099], Speed: 81.353 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 125][Batch 2199], Speed: 72.407 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 125][Batch 2299], Speed: 75.406 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 125][Batch 2399], Speed: 83.535 samples/sec, CrossEntropy=2.610, SmoothL1=1.236
[Epoch 125][Batch 2499], Speed: 77.521 samples/sec, CrossEntropy=2.611, SmoothL1=1.237
[Epoch 125][Batch 2599], Speed: 79.191 samples/sec, CrossEntropy=2.611, SmoothL1=1.236
[Epoch 125][Batch 2699], Speed: 65.644 samples/sec, CrossEntropy=2.612, SmoothL1=1.237
[Epoch 125][Batch 2799], Speed: 77.510 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 125][Batch 2899], Speed: 77.687 samples/sec, CrossEntropy=2.615, SmoothL1=1.238
[Epoch 125][Batch 2999], Speed: 85.940 samples/sec, CrossEntropy=2.616, SmoothL1=1.239
[Epoch 125][Batch 3099], Speed: 79.816 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 125][Batch 3199], Speed: 77.108 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 125][Batch 3299], Speed: 75.241 samples/sec, CrossEntropy=2.618, SmoothL1=1.241
[Epoch 125][Batch 3399], Speed: 82.974 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 125][Batch 3499], Speed: 85.047 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 125][Batch 3599], Speed: 84.871 samples/sec, CrossEntropy=2.620, SmoothL1=1.243
[Epoch 125] Training cost: 1534.110, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 126][Batch 99], Speed: 64.967 samples/sec, CrossEntropy=2.614, SmoothL1=1.250
[Epoch 126][Batch 199], Speed: 77.472 samples/sec, CrossEntropy=2.624, SmoothL1=1.255
[Epoch 126][Batch 299], Speed: 79.380 samples/sec, CrossEntropy=2.610, SmoothL1=1.246
[Epoch 126][Batch 399], Speed: 83.196 samples/sec, CrossEntropy=2.613, SmoothL1=1.250
[Epoch 126][Batch 499], Speed: 75.913 samples/sec, CrossEntropy=2.608, SmoothL1=1.231
[Epoch 126][Batch 599], Speed: 78.103 samples/sec, CrossEntropy=2.607, SmoothL1=1.230
[Epoch 126][Batch 699], Speed: 74.092 samples/sec, CrossEntropy=2.611, SmoothL1=1.237
[Epoch 126][Batch 799], Speed: 71.862 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 126][Batch 899], Speed: 81.553 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 126][Batch 999], Speed: 74.418 samples/sec, CrossEntropy=2.614, SmoothL1=1.242
[Epoch 126][Batch 1099], Speed: 78.037 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 126][Batch 1199], Speed: 82.785 samples/sec, CrossEntropy=2.616, SmoothL1=1.248
[Epoch 126][Batch 1299], Speed: 80.468 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 126][Batch 1399], Speed: 78.494 samples/sec, CrossEntropy=2.616, SmoothL1=1.246
[Epoch 126][Batch 1499], Speed: 73.600 samples/sec, CrossEntropy=2.614, SmoothL1=1.244
[Epoch 126][Batch 1599], Speed: 74.825 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 126][Batch 1699], Speed: 78.794 samples/sec, CrossEntropy=2.614, SmoothL1=1.242
[Epoch 126][Batch 1799], Speed: 84.042 samples/sec, CrossEntropy=2.613, SmoothL1=1.242
[Epoch 126][Batch 1899], Speed: 75.870 samples/sec, CrossEntropy=2.615, SmoothL1=1.244
[Epoch 126][Batch 1999], Speed: 78.652 samples/sec, CrossEntropy=2.616, SmoothL1=1.245
[Epoch 126][Batch 2099], Speed: 78.438 samples/sec, CrossEntropy=2.616, SmoothL1=1.245
[Epoch 126][Batch 2199], Speed: 77.677 samples/sec, CrossEntropy=2.616, SmoothL1=1.245
[Epoch 126][Batch 2299], Speed: 74.717 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 126][Batch 2399], Speed: 75.681 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 126][Batch 2499], Speed: 77.238 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 126][Batch 2599], Speed: 75.944 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 126][Batch 2699], Speed: 76.009 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 126][Batch 2799], Speed: 72.875 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 126][Batch 2899], Speed: 79.713 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 126][Batch 2999], Speed: 76.455 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 126][Batch 3099], Speed: 82.507 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 126][Batch 3199], Speed: 61.722 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 126][Batch 3299], Speed: 75.801 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 126][Batch 3399], Speed: 85.047 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 126][Batch 3499], Speed: 84.582 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 126][Batch 3599], Speed: 84.310 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 126] Training cost: 1540.304, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 127][Batch 99], Speed: 48.834 samples/sec, CrossEntropy=2.621, SmoothL1=1.254
[Epoch 127][Batch 199], Speed: 76.788 samples/sec, CrossEntropy=2.622, SmoothL1=1.272
[Epoch 127][Batch 299], Speed: 75.051 samples/sec, CrossEntropy=2.624, SmoothL1=1.270
[Epoch 127][Batch 399], Speed: 79.944 samples/sec, CrossEntropy=2.619, SmoothL1=1.253
[Epoch 127][Batch 499], Speed: 76.492 samples/sec, CrossEntropy=2.619, SmoothL1=1.256
[Epoch 127][Batch 599], Speed: 79.650 samples/sec, CrossEntropy=2.620, SmoothL1=1.262
[Epoch 127][Batch 699], Speed: 66.359 samples/sec, CrossEntropy=2.622, SmoothL1=1.263
[Epoch 127][Batch 799], Speed: 79.627 samples/sec, CrossEntropy=2.623, SmoothL1=1.262
[Epoch 127][Batch 899], Speed: 80.174 samples/sec, CrossEntropy=2.624, SmoothL1=1.262
[Epoch 127][Batch 999], Speed: 75.756 samples/sec, CrossEntropy=2.624, SmoothL1=1.260
[Epoch 127][Batch 1099], Speed: 84.579 samples/sec, CrossEntropy=2.624, SmoothL1=1.261
[Epoch 127][Batch 1199], Speed: 79.192 samples/sec, CrossEntropy=2.624, SmoothL1=1.261
[Epoch 127][Batch 1299], Speed: 80.597 samples/sec, CrossEntropy=2.626, SmoothL1=1.261
[Epoch 127][Batch 1399], Speed: 63.860 samples/sec, CrossEntropy=2.624, SmoothL1=1.259
[Epoch 127][Batch 1499], Speed: 79.172 samples/sec, CrossEntropy=2.621, SmoothL1=1.257
[Epoch 127][Batch 1599], Speed: 78.581 samples/sec, CrossEntropy=2.622, SmoothL1=1.255
[Epoch 127][Batch 1699], Speed: 77.111 samples/sec, CrossEntropy=2.622, SmoothL1=1.256
[Epoch 127][Batch 1799], Speed: 78.795 samples/sec, CrossEntropy=2.620, SmoothL1=1.253
[Epoch 127][Batch 1899], Speed: 79.966 samples/sec, CrossEntropy=2.619, SmoothL1=1.252
[Epoch 127][Batch 1999], Speed: 76.068 samples/sec, CrossEntropy=2.620, SmoothL1=1.250
[Epoch 127][Batch 2099], Speed: 76.635 samples/sec, CrossEntropy=2.619, SmoothL1=1.248
[Epoch 127][Batch 2199], Speed: 80.012 samples/sec, CrossEntropy=2.619, SmoothL1=1.248
[Epoch 127][Batch 2299], Speed: 83.512 samples/sec, CrossEntropy=2.619, SmoothL1=1.247
[Epoch 127][Batch 2399], Speed: 85.079 samples/sec, CrossEntropy=2.621, SmoothL1=1.249
[Epoch 127][Batch 2499], Speed: 76.753 samples/sec, CrossEntropy=2.621, SmoothL1=1.249
[Epoch 127][Batch 2599], Speed: 78.118 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 127][Batch 2699], Speed: 81.580 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 127][Batch 2799], Speed: 80.086 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 127][Batch 2899], Speed: 78.168 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 127][Batch 2999], Speed: 84.828 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 127][Batch 3099], Speed: 79.749 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 127][Batch 3199], Speed: 74.890 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 127][Batch 3299], Speed: 84.353 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 127][Batch 3399], Speed: 81.389 samples/sec, CrossEntropy=2.622, SmoothL1=1.248
[Epoch 127][Batch 3499], Speed: 85.728 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 127][Batch 3599], Speed: 84.048 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 127] Training cost: 1536.318, CrossEntropy=2.622, SmoothL1=1.246
[Epoch 128][Batch 99], Speed: 46.362 samples/sec, CrossEntropy=2.568, SmoothL1=1.210
[Epoch 128][Batch 199], Speed: 78.896 samples/sec, CrossEntropy=2.564, SmoothL1=1.208
[Epoch 128][Batch 299], Speed: 84.639 samples/sec, CrossEntropy=2.592, SmoothL1=1.235
[Epoch 128][Batch 399], Speed: 64.476 samples/sec, CrossEntropy=2.600, SmoothL1=1.244
[Epoch 128][Batch 499], Speed: 83.853 samples/sec, CrossEntropy=2.598, SmoothL1=1.241
[Epoch 128][Batch 599], Speed: 81.335 samples/sec, CrossEntropy=2.596, SmoothL1=1.238
[Epoch 128][Batch 699], Speed: 79.823 samples/sec, CrossEntropy=2.594, SmoothL1=1.239
[Epoch 128][Batch 799], Speed: 83.723 samples/sec, CrossEntropy=2.595, SmoothL1=1.236
[Epoch 128][Batch 899], Speed: 82.019 samples/sec, CrossEntropy=2.598, SmoothL1=1.237
[Epoch 128][Batch 999], Speed: 77.472 samples/sec, CrossEntropy=2.604, SmoothL1=1.241
[Epoch 128][Batch 1099], Speed: 70.491 samples/sec, CrossEntropy=2.611, SmoothL1=1.244
[Epoch 128][Batch 1199], Speed: 76.761 samples/sec, CrossEntropy=2.609, SmoothL1=1.242
[Epoch 128][Batch 1299], Speed: 76.873 samples/sec, CrossEntropy=2.610, SmoothL1=1.242
[Epoch 128][Batch 1399], Speed: 78.383 samples/sec, CrossEntropy=2.610, SmoothL1=1.241
[Epoch 128][Batch 1499], Speed: 79.366 samples/sec, CrossEntropy=2.611, SmoothL1=1.242
[Epoch 128][Batch 1599], Speed: 78.331 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 128][Batch 1699], Speed: 80.066 samples/sec, CrossEntropy=2.615, SmoothL1=1.244
[Epoch 128][Batch 1799], Speed: 82.486 samples/sec, CrossEntropy=2.615, SmoothL1=1.246
[Epoch 128][Batch 1899], Speed: 78.902 samples/sec, CrossEntropy=2.614, SmoothL1=1.244
[Epoch 128][Batch 1999], Speed: 78.450 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 128][Batch 2099], Speed: 83.543 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 128][Batch 2199], Speed: 80.214 samples/sec, CrossEntropy=2.612, SmoothL1=1.242
[Epoch 128][Batch 2299], Speed: 78.558 samples/sec, CrossEntropy=2.612, SmoothL1=1.241
[Epoch 128][Batch 2399], Speed: 84.894 samples/sec, CrossEntropy=2.612, SmoothL1=1.241
[Epoch 128][Batch 2499], Speed: 78.536 samples/sec, CrossEntropy=2.611, SmoothL1=1.241
[Epoch 128][Batch 2599], Speed: 80.663 samples/sec, CrossEntropy=2.613, SmoothL1=1.242
[Epoch 128][Batch 2699], Speed: 75.216 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 128][Batch 2799], Speed: 82.891 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 128][Batch 2899], Speed: 77.414 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 128][Batch 2999], Speed: 71.740 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 128][Batch 3099], Speed: 78.580 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 128][Batch 3199], Speed: 75.952 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 128][Batch 3299], Speed: 79.149 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 128][Batch 3399], Speed: 82.497 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 128][Batch 3499], Speed: 85.864 samples/sec, CrossEntropy=2.618, SmoothL1=1.244
[Epoch 128][Batch 3599], Speed: 85.620 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 128] Training cost: 1533.054, CrossEntropy=2.619, SmoothL1=1.246
[Epoch 129][Batch 99], Speed: 58.507 samples/sec, CrossEntropy=2.606, SmoothL1=1.220
[Epoch 129][Batch 199], Speed: 85.070 samples/sec, CrossEntropy=2.613, SmoothL1=1.247
[Epoch 129][Batch 299], Speed: 76.220 samples/sec, CrossEntropy=2.608, SmoothL1=1.243
[Epoch 129][Batch 399], Speed: 75.036 samples/sec, CrossEntropy=2.606, SmoothL1=1.236
[Epoch 129][Batch 499], Speed: 73.174 samples/sec, CrossEntropy=2.606, SmoothL1=1.239
[Epoch 129][Batch 599], Speed: 53.779 samples/sec, CrossEntropy=2.615, SmoothL1=1.244
[Epoch 129][Batch 699], Speed: 80.102 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 129][Batch 799], Speed: 72.491 samples/sec, CrossEntropy=2.620, SmoothL1=1.251
[Epoch 129][Batch 899], Speed: 75.728 samples/sec, CrossEntropy=2.617, SmoothL1=1.247
[Epoch 129][Batch 999], Speed: 82.080 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 129][Batch 1099], Speed: 75.765 samples/sec, CrossEntropy=2.620, SmoothL1=1.248
[Epoch 129][Batch 1199], Speed: 84.779 samples/sec, CrossEntropy=2.621, SmoothL1=1.245
[Epoch 129][Batch 1299], Speed: 82.848 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 129][Batch 1399], Speed: 77.431 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 129][Batch 1499], Speed: 70.025 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 129][Batch 1599], Speed: 79.203 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 129][Batch 1699], Speed: 77.440 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 129][Batch 1799], Speed: 77.410 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 129][Batch 1899], Speed: 80.552 samples/sec, CrossEntropy=2.619, SmoothL1=1.247
[Epoch 129][Batch 1999], Speed: 77.770 samples/sec, CrossEntropy=2.620, SmoothL1=1.248
[Epoch 129][Batch 2099], Speed: 77.337 samples/sec, CrossEntropy=2.622, SmoothL1=1.250
[Epoch 129][Batch 2199], Speed: 84.856 samples/sec, CrossEntropy=2.624, SmoothL1=1.252
[Epoch 129][Batch 2299], Speed: 81.405 samples/sec, CrossEntropy=2.625, SmoothL1=1.252
[Epoch 129][Batch 2399], Speed: 76.513 samples/sec, CrossEntropy=2.626, SmoothL1=1.252
[Epoch 129][Batch 2499], Speed: 74.587 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 129][Batch 2599], Speed: 83.962 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 129][Batch 2699], Speed: 78.757 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 129][Batch 2799], Speed: 84.643 samples/sec, CrossEntropy=2.628, SmoothL1=1.255
[Epoch 129][Batch 2899], Speed: 80.470 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 129][Batch 2999], Speed: 79.110 samples/sec, CrossEntropy=2.627, SmoothL1=1.253
[Epoch 129][Batch 3099], Speed: 75.990 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 129][Batch 3199], Speed: 71.076 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 129][Batch 3299], Speed: 79.774 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 129][Batch 3399], Speed: 79.951 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 129][Batch 3499], Speed: 83.111 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 129][Batch 3599], Speed: 85.796 samples/sec, CrossEntropy=2.628, SmoothL1=1.253
[Epoch 129] Training cost: 1535.851, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 129] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.253
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.440
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.265
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.085
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.300
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.395
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.234
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.347
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.106
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.551
person=38.9
bicycle=19.9
car=28.0
motorcycle=29.5
airplane=45.9
bus=48.4
train=48.3
truck=24.4
boat=13.5
traffic light=11.6
fire hydrant=43.8
stop sign=44.0
parking meter=34.4
bench=13.8
bird=17.7
cat=48.7
dog=44.1
horse=38.6
sheep=32.3
cow=36.3
elephant=50.4
bear=52.1
zebra=51.1
giraffe=50.2
backpack=5.2
umbrella=24.8
handbag=4.1
tie=15.2
suitcase=18.1
frisbee=29.6
skis=12.4
snowboard=14.4
sports ball=25.9
kite=20.2
baseball bat=12.2
baseball glove=15.1
skateboard=30.3
surfboard=19.5
tennis racket=26.5
bottle=18.8
wine glass=17.8
cup=25.1
fork=12.4
knife=5.7
spoon=4.1
bowl=25.7
banana=12.1
apple=8.9
sandwich=25.2
orange=17.8
broccoli=16.1
carrot=10.4
hot dog=22.5
pizza=36.0
donut=25.0
cake=20.5
chair=14.5
couch=31.4
potted plant=13.8
bed=32.5
dining table=20.4
toilet=46.1
tv=43.3
laptop=45.0
mouse=36.8
remote=9.1
keyboard=34.0
cell phone=19.7
microwave=38.8
oven=24.6
toaster=9.5
sink=22.1
refrigerator=34.1
book=5.5
clock=31.4
vase=17.6
scissors=16.0
teddy bear=28.2
hair drier=0.0
toothbrush=4.8
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.3
[Epoch 130][Batch 99], Speed: 51.653 samples/sec, CrossEntropy=2.613, SmoothL1=1.275
[Epoch 130][Batch 199], Speed: 75.778 samples/sec, CrossEntropy=2.599, SmoothL1=1.258
[Epoch 130][Batch 299], Speed: 83.943 samples/sec, CrossEntropy=2.632, SmoothL1=1.282
[Epoch 130][Batch 399], Speed: 75.294 samples/sec, CrossEntropy=2.631, SmoothL1=1.271
[Epoch 130][Batch 499], Speed: 76.657 samples/sec, CrossEntropy=2.632, SmoothL1=1.270
[Epoch 130][Batch 599], Speed: 77.018 samples/sec, CrossEntropy=2.626, SmoothL1=1.262
[Epoch 130][Batch 699], Speed: 72.333 samples/sec, CrossEntropy=2.626, SmoothL1=1.263
[Epoch 130][Batch 799], Speed: 78.908 samples/sec, CrossEntropy=2.625, SmoothL1=1.262
[Epoch 130][Batch 899], Speed: 74.824 samples/sec, CrossEntropy=2.627, SmoothL1=1.264
[Epoch 130][Batch 999], Speed: 72.955 samples/sec, CrossEntropy=2.627, SmoothL1=1.265
[Epoch 130][Batch 1099], Speed: 79.685 samples/sec, CrossEntropy=2.629, SmoothL1=1.263
[Epoch 130][Batch 1199], Speed: 79.955 samples/sec, CrossEntropy=2.628, SmoothL1=1.260
[Epoch 130][Batch 1299], Speed: 79.853 samples/sec, CrossEntropy=2.629, SmoothL1=1.262
[Epoch 130][Batch 1399], Speed: 83.225 samples/sec, CrossEntropy=2.630, SmoothL1=1.263
[Epoch 130][Batch 1499], Speed: 77.045 samples/sec, CrossEntropy=2.629, SmoothL1=1.259
[Epoch 130][Batch 1599], Speed: 76.315 samples/sec, CrossEntropy=2.627, SmoothL1=1.259
[Epoch 130][Batch 1699], Speed: 77.013 samples/sec, CrossEntropy=2.626, SmoothL1=1.259
[Epoch 130][Batch 1799], Speed: 84.471 samples/sec, CrossEntropy=2.625, SmoothL1=1.259
[Epoch 130][Batch 1899], Speed: 76.859 samples/sec, CrossEntropy=2.626, SmoothL1=1.260
[Epoch 130][Batch 1999], Speed: 68.672 samples/sec, CrossEntropy=2.627, SmoothL1=1.260
[Epoch 130][Batch 2099], Speed: 81.301 samples/sec, CrossEntropy=2.626, SmoothL1=1.257
[Epoch 130][Batch 2199], Speed: 77.406 samples/sec, CrossEntropy=2.625, SmoothL1=1.256
[Epoch 130][Batch 2299], Speed: 76.013 samples/sec, CrossEntropy=2.626, SmoothL1=1.257
[Epoch 130][Batch 2399], Speed: 84.005 samples/sec, CrossEntropy=2.627, SmoothL1=1.259
[Epoch 130][Batch 2499], Speed: 75.191 samples/sec, CrossEntropy=2.629, SmoothL1=1.259
[Epoch 130][Batch 2599], Speed: 75.684 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 130][Batch 2699], Speed: 78.184 samples/sec, CrossEntropy=2.630, SmoothL1=1.258
[Epoch 130][Batch 2799], Speed: 77.841 samples/sec, CrossEntropy=2.629, SmoothL1=1.256
[Epoch 130][Batch 2899], Speed: 80.385 samples/sec, CrossEntropy=2.628, SmoothL1=1.256
[Epoch 130][Batch 2999], Speed: 75.136 samples/sec, CrossEntropy=2.629, SmoothL1=1.255
[Epoch 130][Batch 3099], Speed: 77.169 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 130][Batch 3199], Speed: 72.699 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 130][Batch 3299], Speed: 84.879 samples/sec, CrossEntropy=2.629, SmoothL1=1.254
[Epoch 130][Batch 3399], Speed: 82.204 samples/sec, CrossEntropy=2.629, SmoothL1=1.253
[Epoch 130][Batch 3499], Speed: 85.513 samples/sec, CrossEntropy=2.628, SmoothL1=1.252
[Epoch 130][Batch 3599], Speed: 84.821 samples/sec, CrossEntropy=2.628, SmoothL1=1.252
[Epoch 130] Training cost: 1536.820, CrossEntropy=2.628, SmoothL1=1.251
[Epoch 131][Batch 99], Speed: 54.753 samples/sec, CrossEntropy=2.589, SmoothL1=1.234
[Epoch 131][Batch 199], Speed: 77.509 samples/sec, CrossEntropy=2.583, SmoothL1=1.216
[Epoch 131][Batch 299], Speed: 63.820 samples/sec, CrossEntropy=2.595, SmoothL1=1.223
[Epoch 131][Batch 399], Speed: 78.097 samples/sec, CrossEntropy=2.601, SmoothL1=1.236
[Epoch 131][Batch 499], Speed: 82.853 samples/sec, CrossEntropy=2.609, SmoothL1=1.235
[Epoch 131][Batch 599], Speed: 78.654 samples/sec, CrossEntropy=2.606, SmoothL1=1.232
[Epoch 131][Batch 699], Speed: 84.418 samples/sec, CrossEntropy=2.604, SmoothL1=1.229
[Epoch 131][Batch 799], Speed: 81.178 samples/sec, CrossEntropy=2.602, SmoothL1=1.230
[Epoch 131][Batch 899], Speed: 75.917 samples/sec, CrossEntropy=2.603, SmoothL1=1.228
[Epoch 131][Batch 999], Speed: 77.257 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 131][Batch 1099], Speed: 81.455 samples/sec, CrossEntropy=2.608, SmoothL1=1.233
[Epoch 131][Batch 1199], Speed: 74.378 samples/sec, CrossEntropy=2.610, SmoothL1=1.236
[Epoch 131][Batch 1299], Speed: 75.688 samples/sec, CrossEntropy=2.609, SmoothL1=1.236
[Epoch 131][Batch 1399], Speed: 71.342 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 131][Batch 1499], Speed: 77.103 samples/sec, CrossEntropy=2.609, SmoothL1=1.239
[Epoch 131][Batch 1599], Speed: 78.148 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 131][Batch 1699], Speed: 77.251 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 131][Batch 1799], Speed: 81.366 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 131][Batch 1899], Speed: 76.835 samples/sec, CrossEntropy=2.612, SmoothL1=1.241
[Epoch 131][Batch 1999], Speed: 77.243 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 131][Batch 2099], Speed: 78.365 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 131][Batch 2199], Speed: 77.780 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 131][Batch 2299], Speed: 84.653 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 131][Batch 2399], Speed: 81.361 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 131][Batch 2499], Speed: 78.650 samples/sec, CrossEntropy=2.616, SmoothL1=1.241
[Epoch 131][Batch 2599], Speed: 80.863 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 131][Batch 2699], Speed: 73.621 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 131][Batch 2799], Speed: 80.148 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 131][Batch 2899], Speed: 79.595 samples/sec, CrossEntropy=2.618, SmoothL1=1.241
[Epoch 131][Batch 2999], Speed: 84.799 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 131][Batch 3099], Speed: 79.714 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 131][Batch 3199], Speed: 79.496 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 131][Batch 3299], Speed: 85.253 samples/sec, CrossEntropy=2.621, SmoothL1=1.245
[Epoch 131][Batch 3399], Speed: 83.738 samples/sec, CrossEntropy=2.623, SmoothL1=1.246
[Epoch 131][Batch 3499], Speed: 84.992 samples/sec, CrossEntropy=2.623, SmoothL1=1.246
[Epoch 131][Batch 3599], Speed: 83.384 samples/sec, CrossEntropy=2.624, SmoothL1=1.247
[Epoch 131] Training cost: 1536.624, CrossEntropy=2.625, SmoothL1=1.247
[Epoch 132][Batch 99], Speed: 46.646 samples/sec, CrossEntropy=2.634, SmoothL1=1.242
[Epoch 132][Batch 199], Speed: 84.634 samples/sec, CrossEntropy=2.628, SmoothL1=1.239
[Epoch 132][Batch 299], Speed: 73.875 samples/sec, CrossEntropy=2.629, SmoothL1=1.244
[Epoch 132][Batch 399], Speed: 62.450 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 132][Batch 499], Speed: 80.304 samples/sec, CrossEntropy=2.619, SmoothL1=1.250
[Epoch 132][Batch 599], Speed: 77.818 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 132][Batch 699], Speed: 84.827 samples/sec, CrossEntropy=2.610, SmoothL1=1.245
[Epoch 132][Batch 799], Speed: 74.822 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 132][Batch 899], Speed: 75.917 samples/sec, CrossEntropy=2.610, SmoothL1=1.246
[Epoch 132][Batch 999], Speed: 77.404 samples/sec, CrossEntropy=2.611, SmoothL1=1.247
[Epoch 132][Batch 1099], Speed: 78.223 samples/sec, CrossEntropy=2.615, SmoothL1=1.251
[Epoch 132][Batch 1199], Speed: 79.149 samples/sec, CrossEntropy=2.616, SmoothL1=1.250
[Epoch 132][Batch 1299], Speed: 77.445 samples/sec, CrossEntropy=2.616, SmoothL1=1.250
[Epoch 132][Batch 1399], Speed: 84.208 samples/sec, CrossEntropy=2.618, SmoothL1=1.251
[Epoch 132][Batch 1499], Speed: 78.338 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 132][Batch 1599], Speed: 62.187 samples/sec, CrossEntropy=2.616, SmoothL1=1.246
[Epoch 132][Batch 1699], Speed: 78.531 samples/sec, CrossEntropy=2.618, SmoothL1=1.245
[Epoch 132][Batch 1799], Speed: 80.304 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 132][Batch 1899], Speed: 78.816 samples/sec, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 132][Batch 1999], Speed: 78.273 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 132][Batch 2099], Speed: 84.325 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 132][Batch 2199], Speed: 74.481 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 132][Batch 2299], Speed: 78.315 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 132][Batch 2399], Speed: 84.168 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 132][Batch 2499], Speed: 79.617 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 132][Batch 2599], Speed: 77.904 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 132][Batch 2699], Speed: 83.298 samples/sec, CrossEntropy=2.619, SmoothL1=1.246
[Epoch 132][Batch 2799], Speed: 77.107 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 132][Batch 2899], Speed: 79.424 samples/sec, CrossEntropy=2.621, SmoothL1=1.248
[Epoch 132][Batch 2999], Speed: 83.598 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 132][Batch 3099], Speed: 82.812 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 132][Batch 3199], Speed: 77.061 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 132][Batch 3299], Speed: 80.060 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 132][Batch 3399], Speed: 80.149 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 132][Batch 3499], Speed: 84.071 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 132][Batch 3599], Speed: 85.143 samples/sec, CrossEntropy=2.622, SmoothL1=1.247
[Epoch 132] Training cost: 1537.506, CrossEntropy=2.622, SmoothL1=1.248
[Epoch 133][Batch 99], Speed: 55.168 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 133][Batch 199], Speed: 79.365 samples/sec, CrossEntropy=2.581, SmoothL1=1.213
[Epoch 133][Batch 299], Speed: 83.240 samples/sec, CrossEntropy=2.586, SmoothL1=1.214
[Epoch 133][Batch 399], Speed: 75.978 samples/sec, CrossEntropy=2.580, SmoothL1=1.207
[Epoch 133][Batch 499], Speed: 79.019 samples/sec, CrossEntropy=2.584, SmoothL1=1.212
[Epoch 133][Batch 599], Speed: 74.886 samples/sec, CrossEntropy=2.595, SmoothL1=1.224
[Epoch 133][Batch 699], Speed: 68.515 samples/sec, CrossEntropy=2.596, SmoothL1=1.215
[Epoch 133][Batch 799], Speed: 84.275 samples/sec, CrossEntropy=2.599, SmoothL1=1.220
[Epoch 133][Batch 899], Speed: 77.030 samples/sec, CrossEntropy=2.599, SmoothL1=1.222
[Epoch 133][Batch 999], Speed: 72.071 samples/sec, CrossEntropy=2.602, SmoothL1=1.226
[Epoch 133][Batch 1099], Speed: 84.337 samples/sec, CrossEntropy=2.605, SmoothL1=1.226
[Epoch 133][Batch 1199], Speed: 78.771 samples/sec, CrossEntropy=2.610, SmoothL1=1.232
[Epoch 133][Batch 1299], Speed: 70.358 samples/sec, CrossEntropy=2.614, SmoothL1=1.235
[Epoch 133][Batch 1399], Speed: 72.199 samples/sec, CrossEntropy=2.617, SmoothL1=1.239
[Epoch 133][Batch 1499], Speed: 81.201 samples/sec, CrossEntropy=2.618, SmoothL1=1.240
[Epoch 133][Batch 1599], Speed: 78.337 samples/sec, CrossEntropy=2.617, SmoothL1=1.238
[Epoch 133][Batch 1699], Speed: 73.695 samples/sec, CrossEntropy=2.617, SmoothL1=1.240
[Epoch 133][Batch 1799], Speed: 77.127 samples/sec, CrossEntropy=2.620, SmoothL1=1.241
[Epoch 133][Batch 1899], Speed: 76.809 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 133][Batch 1999], Speed: 79.546 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2099], Speed: 82.781 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2199], Speed: 77.095 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2299], Speed: 79.080 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2399], Speed: 82.113 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 133][Batch 2499], Speed: 80.072 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2599], Speed: 85.342 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2699], Speed: 73.469 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 133][Batch 2799], Speed: 77.990 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 133][Batch 2899], Speed: 76.878 samples/sec, CrossEntropy=2.620, SmoothL1=1.242
[Epoch 133][Batch 2999], Speed: 69.011 samples/sec, CrossEntropy=2.620, SmoothL1=1.242
[Epoch 133][Batch 3099], Speed: 76.266 samples/sec, CrossEntropy=2.620, SmoothL1=1.243
[Epoch 133][Batch 3199], Speed: 78.729 samples/sec, CrossEntropy=2.621, SmoothL1=1.244
[Epoch 133][Batch 3299], Speed: 68.512 samples/sec, CrossEntropy=2.621, SmoothL1=1.244
[Epoch 133][Batch 3399], Speed: 79.303 samples/sec, CrossEntropy=2.621, SmoothL1=1.244
[Epoch 133][Batch 3499], Speed: 84.929 samples/sec, CrossEntropy=2.621, SmoothL1=1.244
[Epoch 133][Batch 3599], Speed: 85.196 samples/sec, CrossEntropy=2.623, SmoothL1=1.246
[Epoch 133] Training cost: 1533.464, CrossEntropy=2.623, SmoothL1=1.246
[Epoch 134][Batch 99], Speed: 59.534 samples/sec, CrossEntropy=2.640, SmoothL1=1.274
[Epoch 134][Batch 199], Speed: 82.931 samples/sec, CrossEntropy=2.606, SmoothL1=1.232
[Epoch 134][Batch 299], Speed: 80.683 samples/sec, CrossEntropy=2.598, SmoothL1=1.225
[Epoch 134][Batch 399], Speed: 80.738 samples/sec, CrossEntropy=2.599, SmoothL1=1.220
[Epoch 134][Batch 499], Speed: 83.616 samples/sec, CrossEntropy=2.611, SmoothL1=1.235
[Epoch 134][Batch 599], Speed: 78.846 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 134][Batch 699], Speed: 79.481 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 134][Batch 799], Speed: 84.332 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 134][Batch 899], Speed: 77.260 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 134][Batch 999], Speed: 79.742 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 134][Batch 1099], Speed: 84.673 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 134][Batch 1199], Speed: 82.194 samples/sec, CrossEntropy=2.616, SmoothL1=1.239
[Epoch 134][Batch 1299], Speed: 75.788 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 134][Batch 1399], Speed: 78.610 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 134][Batch 1499], Speed: 84.091 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 134][Batch 1599], Speed: 74.966 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 134][Batch 1699], Speed: 77.453 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 134][Batch 1799], Speed: 67.223 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 134][Batch 1899], Speed: 78.549 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 134][Batch 1999], Speed: 78.212 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 134][Batch 2099], Speed: 65.848 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 134][Batch 2199], Speed: 83.448 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 134][Batch 2299], Speed: 73.746 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 134][Batch 2399], Speed: 76.806 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 134][Batch 2499], Speed: 76.403 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 134][Batch 2599], Speed: 78.765 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 134][Batch 2699], Speed: 77.505 samples/sec, CrossEntropy=2.613, SmoothL1=1.238
[Epoch 134][Batch 2799], Speed: 80.546 samples/sec, CrossEntropy=2.614, SmoothL1=1.239
[Epoch 134][Batch 2899], Speed: 80.048 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 134][Batch 2999], Speed: 85.058 samples/sec, CrossEntropy=2.616, SmoothL1=1.240
[Epoch 134][Batch 3099], Speed: 74.988 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 134][Batch 3199], Speed: 78.553 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 134][Batch 3299], Speed: 78.855 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 134][Batch 3399], Speed: 81.719 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 134][Batch 3499], Speed: 85.643 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 134][Batch 3599], Speed: 85.624 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 134] Training cost: 1533.342, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 135][Batch 99], Speed: 49.644 samples/sec, CrossEntropy=2.618, SmoothL1=1.228
[Epoch 135][Batch 199], Speed: 80.162 samples/sec, CrossEntropy=2.597, SmoothL1=1.221
[Epoch 135][Batch 299], Speed: 76.309 samples/sec, CrossEntropy=2.601, SmoothL1=1.229
[Epoch 135][Batch 399], Speed: 79.460 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 135][Batch 499], Speed: 81.530 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 135][Batch 599], Speed: 79.428 samples/sec, CrossEntropy=2.604, SmoothL1=1.233
[Epoch 135][Batch 699], Speed: 79.121 samples/sec, CrossEntropy=2.601, SmoothL1=1.227
[Epoch 135][Batch 799], Speed: 73.998 samples/sec, CrossEntropy=2.603, SmoothL1=1.232
[Epoch 135][Batch 899], Speed: 79.292 samples/sec, CrossEntropy=2.606, SmoothL1=1.235
[Epoch 135][Batch 999], Speed: 76.663 samples/sec, CrossEntropy=2.609, SmoothL1=1.239
[Epoch 135][Batch 1099], Speed: 83.865 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 135][Batch 1199], Speed: 78.835 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 135][Batch 1299], Speed: 77.528 samples/sec, CrossEntropy=2.607, SmoothL1=1.241
[Epoch 135][Batch 1399], Speed: 71.091 samples/sec, CrossEntropy=2.609, SmoothL1=1.242
[Epoch 135][Batch 1499], Speed: 81.164 samples/sec, CrossEntropy=2.608, SmoothL1=1.241
[Epoch 135][Batch 1599], Speed: 71.179 samples/sec, CrossEntropy=2.608, SmoothL1=1.242
[Epoch 135][Batch 1699], Speed: 79.195 samples/sec, CrossEntropy=2.609, SmoothL1=1.243
[Epoch 135][Batch 1799], Speed: 83.543 samples/sec, CrossEntropy=2.609, SmoothL1=1.243
[Epoch 135][Batch 1899], Speed: 75.690 samples/sec, CrossEntropy=2.609, SmoothL1=1.243
[Epoch 135][Batch 1999], Speed: 79.640 samples/sec, CrossEntropy=2.610, SmoothL1=1.242
[Epoch 135][Batch 2099], Speed: 82.939 samples/sec, CrossEntropy=2.611, SmoothL1=1.243
[Epoch 135][Batch 2199], Speed: 77.243 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 135][Batch 2299], Speed: 80.467 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 135][Batch 2399], Speed: 82.927 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 135][Batch 2499], Speed: 79.906 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 135][Batch 2599], Speed: 75.783 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 135][Batch 2699], Speed: 74.966 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 135][Batch 2799], Speed: 81.107 samples/sec, CrossEntropy=2.616, SmoothL1=1.245
[Epoch 135][Batch 2899], Speed: 79.607 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 135][Batch 2999], Speed: 84.378 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 135][Batch 3099], Speed: 84.235 samples/sec, CrossEntropy=2.618, SmoothL1=1.245
[Epoch 135][Batch 3199], Speed: 79.937 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 135][Batch 3299], Speed: 75.844 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 135][Batch 3399], Speed: 58.255 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 135][Batch 3499], Speed: 85.119 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 135][Batch 3599], Speed: 85.674 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 135] Training cost: 1533.458, CrossEntropy=2.621, SmoothL1=1.245
[Epoch 136][Batch 99], Speed: 44.879 samples/sec, CrossEntropy=2.614, SmoothL1=1.253
[Epoch 136][Batch 199], Speed: 79.844 samples/sec, CrossEntropy=2.628, SmoothL1=1.271
[Epoch 136][Batch 299], Speed: 71.137 samples/sec, CrossEntropy=2.637, SmoothL1=1.269
[Epoch 136][Batch 399], Speed: 56.592 samples/sec, CrossEntropy=2.614, SmoothL1=1.249
[Epoch 136][Batch 499], Speed: 78.881 samples/sec, CrossEntropy=2.611, SmoothL1=1.248
[Epoch 136][Batch 599], Speed: 82.079 samples/sec, CrossEntropy=2.605, SmoothL1=1.239
[Epoch 136][Batch 699], Speed: 85.382 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 136][Batch 799], Speed: 79.710 samples/sec, CrossEntropy=2.610, SmoothL1=1.241
[Epoch 136][Batch 899], Speed: 81.186 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 136][Batch 999], Speed: 79.167 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 136][Batch 1099], Speed: 84.083 samples/sec, CrossEntropy=2.615, SmoothL1=1.244
[Epoch 136][Batch 1199], Speed: 75.121 samples/sec, CrossEntropy=2.615, SmoothL1=1.247
[Epoch 136][Batch 1299], Speed: 76.974 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 136][Batch 1399], Speed: 66.445 samples/sec, CrossEntropy=2.611, SmoothL1=1.242
[Epoch 136][Batch 1499], Speed: 77.964 samples/sec, CrossEntropy=2.612, SmoothL1=1.241
[Epoch 136][Batch 1599], Speed: 77.156 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 136][Batch 1699], Speed: 84.749 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 136][Batch 1799], Speed: 81.036 samples/sec, CrossEntropy=2.617, SmoothL1=1.241
[Epoch 136][Batch 1899], Speed: 75.558 samples/sec, CrossEntropy=2.618, SmoothL1=1.240
[Epoch 136][Batch 1999], Speed: 79.844 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 136][Batch 2099], Speed: 81.706 samples/sec, CrossEntropy=2.619, SmoothL1=1.242
[Epoch 136][Batch 2199], Speed: 77.611 samples/sec, CrossEntropy=2.618, SmoothL1=1.241
[Epoch 136][Batch 2299], Speed: 75.610 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 136][Batch 2399], Speed: 84.822 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 136][Batch 2499], Speed: 77.285 samples/sec, CrossEntropy=2.619, SmoothL1=1.243
[Epoch 136][Batch 2599], Speed: 77.919 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 136][Batch 2699], Speed: 83.319 samples/sec, CrossEntropy=2.619, SmoothL1=1.241
[Epoch 136][Batch 2799], Speed: 76.982 samples/sec, CrossEntropy=2.621, SmoothL1=1.241
[Epoch 136][Batch 2899], Speed: 77.994 samples/sec, CrossEntropy=2.621, SmoothL1=1.242
[Epoch 136][Batch 2999], Speed: 71.410 samples/sec, CrossEntropy=2.621, SmoothL1=1.243
[Epoch 136][Batch 3099], Speed: 76.560 samples/sec, CrossEntropy=2.620, SmoothL1=1.242
[Epoch 136][Batch 3199], Speed: 74.201 samples/sec, CrossEntropy=2.621, SmoothL1=1.242
[Epoch 136][Batch 3299], Speed: 85.094 samples/sec, CrossEntropy=2.621, SmoothL1=1.241
[Epoch 136][Batch 3399], Speed: 78.846 samples/sec, CrossEntropy=2.622, SmoothL1=1.243
[Epoch 136][Batch 3499], Speed: 84.938 samples/sec, CrossEntropy=2.622, SmoothL1=1.244
[Epoch 136][Batch 3599], Speed: 85.059 samples/sec, CrossEntropy=2.623, SmoothL1=1.245
[Epoch 136] Training cost: 1537.645, CrossEntropy=2.623, SmoothL1=1.245
[Epoch 137][Batch 99], Speed: 57.530 samples/sec, CrossEntropy=2.616, SmoothL1=1.260
[Epoch 137][Batch 199], Speed: 71.596 samples/sec, CrossEntropy=2.585, SmoothL1=1.232
[Epoch 137][Batch 299], Speed: 79.346 samples/sec, CrossEntropy=2.608, SmoothL1=1.243
[Epoch 137][Batch 399], Speed: 75.951 samples/sec, CrossEntropy=2.613, SmoothL1=1.242
[Epoch 137][Batch 499], Speed: 76.637 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 137][Batch 599], Speed: 82.707 samples/sec, CrossEntropy=2.614, SmoothL1=1.246
[Epoch 137][Batch 699], Speed: 77.096 samples/sec, CrossEntropy=2.609, SmoothL1=1.246
[Epoch 137][Batch 799], Speed: 76.870 samples/sec, CrossEntropy=2.612, SmoothL1=1.247
[Epoch 137][Batch 899], Speed: 80.661 samples/sec, CrossEntropy=2.615, SmoothL1=1.252
[Epoch 137][Batch 999], Speed: 85.346 samples/sec, CrossEntropy=2.611, SmoothL1=1.249
[Epoch 137][Batch 1099], Speed: 76.316 samples/sec, CrossEntropy=2.612, SmoothL1=1.251
[Epoch 137][Batch 1199], Speed: 80.878 samples/sec, CrossEntropy=2.615, SmoothL1=1.253
[Epoch 137][Batch 1299], Speed: 84.004 samples/sec, CrossEntropy=2.617, SmoothL1=1.254
[Epoch 137][Batch 1399], Speed: 78.210 samples/sec, CrossEntropy=2.619, SmoothL1=1.254
[Epoch 137][Batch 1499], Speed: 77.653 samples/sec, CrossEntropy=2.620, SmoothL1=1.254
[Epoch 137][Batch 1599], Speed: 85.489 samples/sec, CrossEntropy=2.619, SmoothL1=1.255
[Epoch 137][Batch 1699], Speed: 78.553 samples/sec, CrossEntropy=2.620, SmoothL1=1.255
[Epoch 137][Batch 1799], Speed: 74.402 samples/sec, CrossEntropy=2.620, SmoothL1=1.254
[Epoch 137][Batch 1899], Speed: 70.086 samples/sec, CrossEntropy=2.618, SmoothL1=1.253
[Epoch 137][Batch 1999], Speed: 78.434 samples/sec, CrossEntropy=2.617, SmoothL1=1.251
[Epoch 137][Batch 2099], Speed: 78.360 samples/sec, CrossEntropy=2.617, SmoothL1=1.253
[Epoch 137][Batch 2199], Speed: 77.254 samples/sec, CrossEntropy=2.617, SmoothL1=1.252
[Epoch 137][Batch 2299], Speed: 83.977 samples/sec, CrossEntropy=2.618, SmoothL1=1.250
[Epoch 137][Batch 2399], Speed: 80.704 samples/sec, CrossEntropy=2.618, SmoothL1=1.249
[Epoch 137][Batch 2499], Speed: 85.128 samples/sec, CrossEntropy=2.617, SmoothL1=1.249
[Epoch 137][Batch 2599], Speed: 84.510 samples/sec, CrossEntropy=2.617, SmoothL1=1.249
[Epoch 137][Batch 2699], Speed: 77.245 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 137][Batch 2799], Speed: 76.105 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 137][Batch 2899], Speed: 71.234 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 137][Batch 2999], Speed: 79.195 samples/sec, CrossEntropy=2.617, SmoothL1=1.248
[Epoch 137][Batch 3099], Speed: 74.574 samples/sec, CrossEntropy=2.618, SmoothL1=1.247
[Epoch 137][Batch 3199], Speed: 84.779 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 137][Batch 3299], Speed: 78.907 samples/sec, CrossEntropy=2.618, SmoothL1=1.246
[Epoch 137][Batch 3399], Speed: 78.929 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 137][Batch 3499], Speed: 86.035 samples/sec, CrossEntropy=2.620, SmoothL1=1.247
[Epoch 137][Batch 3599], Speed: 86.104 samples/sec, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 137] Training cost: 1528.002, CrossEntropy=2.621, SmoothL1=1.247
[Epoch 138][Batch 99], Speed: 50.264 samples/sec, CrossEntropy=2.579, SmoothL1=1.214
[Epoch 138][Batch 199], Speed: 74.894 samples/sec, CrossEntropy=2.606, SmoothL1=1.253
[Epoch 138][Batch 299], Speed: 83.424 samples/sec, CrossEntropy=2.612, SmoothL1=1.251
[Epoch 138][Batch 399], Speed: 74.702 samples/sec, CrossEntropy=2.598, SmoothL1=1.243
[Epoch 138][Batch 499], Speed: 81.321 samples/sec, CrossEntropy=2.598, SmoothL1=1.237
[Epoch 138][Batch 599], Speed: 75.639 samples/sec, CrossEntropy=2.598, SmoothL1=1.235
[Epoch 138][Batch 699], Speed: 60.478 samples/sec, CrossEntropy=2.601, SmoothL1=1.243
[Epoch 138][Batch 799], Speed: 75.952 samples/sec, CrossEntropy=2.601, SmoothL1=1.239
[Epoch 138][Batch 899], Speed: 79.846 samples/sec, CrossEntropy=2.605, SmoothL1=1.240
[Epoch 138][Batch 999], Speed: 80.081 samples/sec, CrossEntropy=2.604, SmoothL1=1.240
[Epoch 138][Batch 1099], Speed: 85.082 samples/sec, CrossEntropy=2.603, SmoothL1=1.241
[Epoch 138][Batch 1199], Speed: 78.210 samples/sec, CrossEntropy=2.604, SmoothL1=1.242
[Epoch 138][Batch 1299], Speed: 72.561 samples/sec, CrossEntropy=2.607, SmoothL1=1.243
[Epoch 138][Batch 1399], Speed: 85.091 samples/sec, CrossEntropy=2.606, SmoothL1=1.243
[Epoch 138][Batch 1499], Speed: 79.311 samples/sec, CrossEntropy=2.605, SmoothL1=1.240
[Epoch 138][Batch 1599], Speed: 78.542 samples/sec, CrossEntropy=2.604, SmoothL1=1.239
[Epoch 138][Batch 1699], Speed: 80.027 samples/sec, CrossEntropy=2.605, SmoothL1=1.239
[Epoch 138][Batch 1799], Speed: 82.433 samples/sec, CrossEntropy=2.607, SmoothL1=1.240
[Epoch 138][Batch 1899], Speed: 78.676 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 138][Batch 1999], Speed: 81.154 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 138][Batch 2099], Speed: 82.195 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 138][Batch 2199], Speed: 76.184 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 138][Batch 2299], Speed: 78.784 samples/sec, CrossEntropy=2.606, SmoothL1=1.239
[Epoch 138][Batch 2399], Speed: 80.185 samples/sec, CrossEntropy=2.608, SmoothL1=1.241
[Epoch 138][Batch 2499], Speed: 81.879 samples/sec, CrossEntropy=2.610, SmoothL1=1.241
[Epoch 138][Batch 2599], Speed: 78.824 samples/sec, CrossEntropy=2.611, SmoothL1=1.242
[Epoch 138][Batch 2699], Speed: 81.869 samples/sec, CrossEntropy=2.610, SmoothL1=1.240
[Epoch 138][Batch 2799], Speed: 75.558 samples/sec, CrossEntropy=2.610, SmoothL1=1.242
[Epoch 138][Batch 2899], Speed: 78.882 samples/sec, CrossEntropy=2.611, SmoothL1=1.243
[Epoch 138][Batch 2999], Speed: 77.020 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 138][Batch 3099], Speed: 83.422 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 138][Batch 3199], Speed: 80.177 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 138][Batch 3299], Speed: 85.095 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 138][Batch 3399], Speed: 78.906 samples/sec, CrossEntropy=2.613, SmoothL1=1.242
[Epoch 138][Batch 3499], Speed: 86.320 samples/sec, CrossEntropy=2.614, SmoothL1=1.242
[Epoch 138][Batch 3599], Speed: 84.387 samples/sec, CrossEntropy=2.614, SmoothL1=1.242
[Epoch 138] Training cost: 1533.770, CrossEntropy=2.614, SmoothL1=1.242
[Epoch 139][Batch 99], Speed: 48.070 samples/sec, CrossEntropy=2.561, SmoothL1=1.224
[Epoch 139][Batch 199], Speed: 83.116 samples/sec, CrossEntropy=2.584, SmoothL1=1.235
[Epoch 139][Batch 299], Speed: 76.159 samples/sec, CrossEntropy=2.589, SmoothL1=1.237
[Epoch 139][Batch 399], Speed: 73.660 samples/sec, CrossEntropy=2.595, SmoothL1=1.232
[Epoch 139][Batch 499], Speed: 85.210 samples/sec, CrossEntropy=2.607, SmoothL1=1.240
[Epoch 139][Batch 599], Speed: 61.405 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 139][Batch 699], Speed: 77.673 samples/sec, CrossEntropy=2.604, SmoothL1=1.239
[Epoch 139][Batch 799], Speed: 76.615 samples/sec, CrossEntropy=2.607, SmoothL1=1.241
[Epoch 139][Batch 899], Speed: 84.865 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 139][Batch 999], Speed: 79.547 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 139][Batch 1099], Speed: 78.821 samples/sec, CrossEntropy=2.605, SmoothL1=1.234
[Epoch 139][Batch 1199], Speed: 73.488 samples/sec, CrossEntropy=2.606, SmoothL1=1.234
[Epoch 139][Batch 1299], Speed: 83.273 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 139][Batch 1399], Speed: 77.379 samples/sec, CrossEntropy=2.608, SmoothL1=1.233
[Epoch 139][Batch 1499], Speed: 71.688 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 139][Batch 1599], Speed: 83.519 samples/sec, CrossEntropy=2.605, SmoothL1=1.234
[Epoch 139][Batch 1699], Speed: 78.271 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 139][Batch 1799], Speed: 79.093 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 139][Batch 1899], Speed: 83.767 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 139][Batch 1999], Speed: 78.217 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 139][Batch 2099], Speed: 81.788 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 139][Batch 2199], Speed: 83.563 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 139][Batch 2299], Speed: 81.274 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 139][Batch 2399], Speed: 77.978 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 139][Batch 2499], Speed: 83.070 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 139][Batch 2599], Speed: 83.090 samples/sec, CrossEntropy=2.613, SmoothL1=1.237
[Epoch 139][Batch 2699], Speed: 78.045 samples/sec, CrossEntropy=2.614, SmoothL1=1.238
[Epoch 139][Batch 2799], Speed: 77.514 samples/sec, CrossEntropy=2.614, SmoothL1=1.239
[Epoch 139][Batch 2899], Speed: 78.553 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 139][Batch 2999], Speed: 77.099 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 139][Batch 3099], Speed: 76.545 samples/sec, CrossEntropy=2.618, SmoothL1=1.244
[Epoch 139][Batch 3199], Speed: 83.126 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 139][Batch 3299], Speed: 79.283 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 139][Batch 3399], Speed: 80.245 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 139][Batch 3499], Speed: 84.896 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 139][Batch 3599], Speed: 86.281 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 139] Training cost: 1529.404, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 139] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.254
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.444
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.264
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.084
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.306
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.393
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.232
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.345
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.360
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.108
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.546
person=38.8
bicycle=19.1
car=28.0
motorcycle=26.8
airplane=46.9
bus=48.6
train=46.8
truck=25.9
boat=12.6
traffic light=12.6
fire hydrant=46.6
stop sign=40.8
parking meter=33.1
bench=14.3
bird=18.0
cat=49.1
dog=44.3
horse=38.3
sheep=34.1
cow=35.1
elephant=48.7
bear=50.2
zebra=52.1
giraffe=51.1
backpack=5.5
umbrella=24.2
handbag=4.5
tie=16.0
suitcase=20.5
frisbee=31.4
skis=13.2
snowboard=13.5
sports ball=24.4
kite=20.1
baseball bat=10.6
baseball glove=16.7
skateboard=32.9
surfboard=21.6
tennis racket=26.1
bottle=18.3
wine glass=16.2
cup=24.6
fork=11.2
knife=5.4
spoon=5.1
bowl=26.4
banana=13.1
apple=12.3
sandwich=20.0
orange=19.2
broccoli=14.0
carrot=10.8
hot dog=19.9
pizza=35.9
donut=26.0
cake=19.0
chair=15.4
couch=29.3
potted plant=14.5
bed=31.0
dining table=20.5
toilet=46.2
tv=45.3
laptop=45.5
mouse=36.2
remote=9.2
keyboard=33.9
cell phone=19.7
microwave=41.8
oven=24.2
toaster=10.2
sink=21.7
refrigerator=36.2
book=5.9
clock=34.1
vase=18.6
scissors=14.0
teddy bear=32.7
hair drier=0.0
toothbrush=5.3
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.4
[Epoch 140][Batch 99], Speed: 60.623 samples/sec, CrossEntropy=2.629, SmoothL1=1.243
[Epoch 140][Batch 199], Speed: 80.133 samples/sec, CrossEntropy=2.603, SmoothL1=1.229
[Epoch 140][Batch 299], Speed: 78.252 samples/sec, CrossEntropy=2.608, SmoothL1=1.232
[Epoch 140][Batch 399], Speed: 76.745 samples/sec, CrossEntropy=2.608, SmoothL1=1.234
[Epoch 140][Batch 499], Speed: 84.792 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 140][Batch 599], Speed: 77.903 samples/sec, CrossEntropy=2.605, SmoothL1=1.240
[Epoch 140][Batch 699], Speed: 77.779 samples/sec, CrossEntropy=2.606, SmoothL1=1.238
[Epoch 140][Batch 799], Speed: 80.283 samples/sec, CrossEntropy=2.603, SmoothL1=1.239
[Epoch 140][Batch 899], Speed: 80.752 samples/sec, CrossEntropy=2.605, SmoothL1=1.239
[Epoch 140][Batch 999], Speed: 82.000 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 140][Batch 1099], Speed: 79.175 samples/sec, CrossEntropy=2.602, SmoothL1=1.233
[Epoch 140][Batch 1199], Speed: 76.695 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 140][Batch 1299], Speed: 79.579 samples/sec, CrossEntropy=2.602, SmoothL1=1.232
[Epoch 140][Batch 1399], Speed: 80.873 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 140][Batch 1499], Speed: 78.682 samples/sec, CrossEntropy=2.603, SmoothL1=1.232
[Epoch 140][Batch 1599], Speed: 80.342 samples/sec, CrossEntropy=2.605, SmoothL1=1.234
[Epoch 140][Batch 1699], Speed: 76.666 samples/sec, CrossEntropy=2.605, SmoothL1=1.235
[Epoch 140][Batch 1799], Speed: 78.710 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 140][Batch 1899], Speed: 77.679 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 140][Batch 1999], Speed: 77.490 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 140][Batch 2099], Speed: 78.541 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 140][Batch 2199], Speed: 84.107 samples/sec, CrossEntropy=2.606, SmoothL1=1.238
[Epoch 140][Batch 2299], Speed: 77.626 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 140][Batch 2399], Speed: 78.527 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 140][Batch 2499], Speed: 77.704 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 140][Batch 2599], Speed: 81.289 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 140][Batch 2699], Speed: 78.833 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 140][Batch 2799], Speed: 77.982 samples/sec, CrossEntropy=2.607, SmoothL1=1.239
[Epoch 140][Batch 2899], Speed: 82.014 samples/sec, CrossEntropy=2.607, SmoothL1=1.239
[Epoch 140][Batch 2999], Speed: 84.826 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 140][Batch 3099], Speed: 71.190 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 140][Batch 3199], Speed: 80.869 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 140][Batch 3299], Speed: 77.341 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 140][Batch 3399], Speed: 80.214 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 140][Batch 3499], Speed: 85.014 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 140][Batch 3599], Speed: 84.819 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 140] Training cost: 1535.250, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 141][Batch 99], Speed: 65.452 samples/sec, CrossEntropy=2.544, SmoothL1=1.181
[Epoch 141][Batch 199], Speed: 81.736 samples/sec, CrossEntropy=2.589, SmoothL1=1.203
[Epoch 141][Batch 299], Speed: 77.353 samples/sec, CrossEntropy=2.581, SmoothL1=1.204
[Epoch 141][Batch 399], Speed: 80.904 samples/sec, CrossEntropy=2.584, SmoothL1=1.211
[Epoch 141][Batch 499], Speed: 81.041 samples/sec, CrossEntropy=2.591, SmoothL1=1.218
[Epoch 141][Batch 599], Speed: 80.674 samples/sec, CrossEntropy=2.590, SmoothL1=1.218
[Epoch 141][Batch 699], Speed: 83.282 samples/sec, CrossEntropy=2.591, SmoothL1=1.222
[Epoch 141][Batch 799], Speed: 83.939 samples/sec, CrossEntropy=2.594, SmoothL1=1.226
[Epoch 141][Batch 899], Speed: 78.200 samples/sec, CrossEntropy=2.601, SmoothL1=1.233
[Epoch 141][Batch 999], Speed: 78.090 samples/sec, CrossEntropy=2.606, SmoothL1=1.236
[Epoch 141][Batch 1099], Speed: 72.490 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 141][Batch 1199], Speed: 80.164 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 141][Batch 1299], Speed: 78.069 samples/sec, CrossEntropy=2.608, SmoothL1=1.233
[Epoch 141][Batch 1399], Speed: 77.421 samples/sec, CrossEntropy=2.607, SmoothL1=1.233
[Epoch 141][Batch 1499], Speed: 82.096 samples/sec, CrossEntropy=2.604, SmoothL1=1.232
[Epoch 141][Batch 1599], Speed: 76.939 samples/sec, CrossEntropy=2.605, SmoothL1=1.235
[Epoch 141][Batch 1699], Speed: 77.137 samples/sec, CrossEntropy=2.607, SmoothL1=1.234
[Epoch 141][Batch 1799], Speed: 78.662 samples/sec, CrossEntropy=2.604, SmoothL1=1.233
[Epoch 141][Batch 1899], Speed: 73.829 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 141][Batch 1999], Speed: 64.258 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 141][Batch 2099], Speed: 83.221 samples/sec, CrossEntropy=2.606, SmoothL1=1.232
[Epoch 141][Batch 2199], Speed: 74.385 samples/sec, CrossEntropy=2.605, SmoothL1=1.231
[Epoch 141][Batch 2299], Speed: 77.659 samples/sec, CrossEntropy=2.606, SmoothL1=1.234
[Epoch 141][Batch 2399], Speed: 66.111 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 141][Batch 2499], Speed: 81.106 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 2599], Speed: 79.741 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 2699], Speed: 74.416 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 141][Batch 2799], Speed: 78.082 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 141][Batch 2899], Speed: 76.040 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 141][Batch 2999], Speed: 78.235 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 3099], Speed: 82.181 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 3199], Speed: 80.167 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 3299], Speed: 78.882 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 3399], Speed: 84.741 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 141][Batch 3499], Speed: 85.526 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 141][Batch 3599], Speed: 85.245 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 141] Training cost: 1535.715, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 142][Batch 99], Speed: 56.029 samples/sec, CrossEntropy=2.569, SmoothL1=1.188
[Epoch 142][Batch 199], Speed: 76.490 samples/sec, CrossEntropy=2.584, SmoothL1=1.204
[Epoch 142][Batch 299], Speed: 78.738 samples/sec, CrossEntropy=2.602, SmoothL1=1.218
[Epoch 142][Batch 399], Speed: 82.428 samples/sec, CrossEntropy=2.600, SmoothL1=1.217
[Epoch 142][Batch 499], Speed: 83.868 samples/sec, CrossEntropy=2.602, SmoothL1=1.224
[Epoch 142][Batch 599], Speed: 76.279 samples/sec, CrossEntropy=2.610, SmoothL1=1.231
[Epoch 142][Batch 699], Speed: 78.382 samples/sec, CrossEntropy=2.612, SmoothL1=1.231
[Epoch 142][Batch 799], Speed: 83.432 samples/sec, CrossEntropy=2.610, SmoothL1=1.230
[Epoch 142][Batch 899], Speed: 74.856 samples/sec, CrossEntropy=2.608, SmoothL1=1.231
[Epoch 142][Batch 999], Speed: 75.499 samples/sec, CrossEntropy=2.609, SmoothL1=1.233
[Epoch 142][Batch 1099], Speed: 74.991 samples/sec, CrossEntropy=2.611, SmoothL1=1.237
[Epoch 142][Batch 1199], Speed: 82.113 samples/sec, CrossEntropy=2.609, SmoothL1=1.236
[Epoch 142][Batch 1299], Speed: 77.646 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 142][Batch 1399], Speed: 78.726 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 142][Batch 1499], Speed: 79.435 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 142][Batch 1599], Speed: 79.917 samples/sec, CrossEntropy=2.613, SmoothL1=1.238
[Epoch 142][Batch 1699], Speed: 84.868 samples/sec, CrossEntropy=2.613, SmoothL1=1.238
[Epoch 142][Batch 1799], Speed: 80.258 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 142][Batch 1899], Speed: 78.032 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 142][Batch 1999], Speed: 78.992 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 142][Batch 2099], Speed: 71.925 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 142][Batch 2199], Speed: 76.259 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 142][Batch 2299], Speed: 75.923 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 142][Batch 2399], Speed: 79.497 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 142][Batch 2499], Speed: 78.511 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 142][Batch 2599], Speed: 78.937 samples/sec, CrossEntropy=2.619, SmoothL1=1.244
[Epoch 142][Batch 2699], Speed: 77.173 samples/sec, CrossEntropy=2.620, SmoothL1=1.244
[Epoch 142][Batch 2799], Speed: 79.204 samples/sec, CrossEntropy=2.619, SmoothL1=1.245
[Epoch 142][Batch 2899], Speed: 78.102 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 142][Batch 2999], Speed: 81.222 samples/sec, CrossEntropy=2.621, SmoothL1=1.246
[Epoch 142][Batch 3099], Speed: 80.674 samples/sec, CrossEntropy=2.620, SmoothL1=1.246
[Epoch 142][Batch 3199], Speed: 78.661 samples/sec, CrossEntropy=2.620, SmoothL1=1.245
[Epoch 142][Batch 3299], Speed: 78.216 samples/sec, CrossEntropy=2.622, SmoothL1=1.245
[Epoch 142][Batch 3399], Speed: 68.275 samples/sec, CrossEntropy=2.623, SmoothL1=1.246
[Epoch 142][Batch 3499], Speed: 85.915 samples/sec, CrossEntropy=2.624, SmoothL1=1.247
[Epoch 142][Batch 3599], Speed: 85.468 samples/sec, CrossEntropy=2.625, SmoothL1=1.248
[Epoch 142] Training cost: 1535.606, CrossEntropy=2.625, SmoothL1=1.248
[Epoch 143][Batch 99], Speed: 49.657 samples/sec, CrossEntropy=2.680, SmoothL1=1.263
[Epoch 143][Batch 199], Speed: 77.899 samples/sec, CrossEntropy=2.632, SmoothL1=1.238
[Epoch 143][Batch 299], Speed: 78.615 samples/sec, CrossEntropy=2.621, SmoothL1=1.231
[Epoch 143][Batch 399], Speed: 75.347 samples/sec, CrossEntropy=2.616, SmoothL1=1.232
[Epoch 143][Batch 499], Speed: 75.508 samples/sec, CrossEntropy=2.616, SmoothL1=1.236
[Epoch 143][Batch 599], Speed: 75.606 samples/sec, CrossEntropy=2.610, SmoothL1=1.240
[Epoch 143][Batch 699], Speed: 80.035 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 143][Batch 799], Speed: 74.390 samples/sec, CrossEntropy=2.611, SmoothL1=1.242
[Epoch 143][Batch 899], Speed: 74.602 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 143][Batch 999], Speed: 74.159 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 143][Batch 1099], Speed: 84.060 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 143][Batch 1199], Speed: 80.172 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 143][Batch 1299], Speed: 79.508 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 143][Batch 1399], Speed: 83.436 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 143][Batch 1499], Speed: 73.850 samples/sec, CrossEntropy=2.609, SmoothL1=1.236
[Epoch 143][Batch 1599], Speed: 71.461 samples/sec, CrossEntropy=2.611, SmoothL1=1.236
[Epoch 143][Batch 1699], Speed: 79.612 samples/sec, CrossEntropy=2.610, SmoothL1=1.236
[Epoch 143][Batch 1799], Speed: 80.980 samples/sec, CrossEntropy=2.610, SmoothL1=1.234
[Epoch 143][Batch 1899], Speed: 76.090 samples/sec, CrossEntropy=2.608, SmoothL1=1.231
[Epoch 143][Batch 1999], Speed: 85.017 samples/sec, CrossEntropy=2.608, SmoothL1=1.230
[Epoch 143][Batch 2099], Speed: 77.801 samples/sec, CrossEntropy=2.609, SmoothL1=1.230
[Epoch 143][Batch 2199], Speed: 78.413 samples/sec, CrossEntropy=2.610, SmoothL1=1.231
[Epoch 143][Batch 2299], Speed: 72.272 samples/sec, CrossEntropy=2.612, SmoothL1=1.232
[Epoch 143][Batch 2399], Speed: 82.044 samples/sec, CrossEntropy=2.613, SmoothL1=1.232
[Epoch 143][Batch 2499], Speed: 77.660 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 2599], Speed: 75.314 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 2699], Speed: 74.313 samples/sec, CrossEntropy=2.614, SmoothL1=1.234
[Epoch 143][Batch 2799], Speed: 76.603 samples/sec, CrossEntropy=2.614, SmoothL1=1.234
[Epoch 143][Batch 2899], Speed: 79.007 samples/sec, CrossEntropy=2.614, SmoothL1=1.234
[Epoch 143][Batch 2999], Speed: 76.536 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3099], Speed: 77.255 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3199], Speed: 78.740 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3299], Speed: 80.154 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3399], Speed: 77.732 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3499], Speed: 84.130 samples/sec, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 143][Batch 3599], Speed: 84.022 samples/sec, CrossEntropy=2.613, SmoothL1=1.234
[Epoch 143] Training cost: 1532.753, CrossEntropy=2.613, SmoothL1=1.233
[Epoch 144][Batch 99], Speed: 54.054 samples/sec, CrossEntropy=2.596, SmoothL1=1.209
[Epoch 144][Batch 199], Speed: 80.403 samples/sec, CrossEntropy=2.586, SmoothL1=1.207
[Epoch 144][Batch 299], Speed: 76.083 samples/sec, CrossEntropy=2.572, SmoothL1=1.199
[Epoch 144][Batch 399], Speed: 77.767 samples/sec, CrossEntropy=2.589, SmoothL1=1.213
[Epoch 144][Batch 499], Speed: 77.474 samples/sec, CrossEntropy=2.589, SmoothL1=1.205
[Epoch 144][Batch 599], Speed: 77.910 samples/sec, CrossEntropy=2.591, SmoothL1=1.210
[Epoch 144][Batch 699], Speed: 79.085 samples/sec, CrossEntropy=2.596, SmoothL1=1.217
[Epoch 144][Batch 799], Speed: 85.181 samples/sec, CrossEntropy=2.592, SmoothL1=1.214
[Epoch 144][Batch 899], Speed: 80.090 samples/sec, CrossEntropy=2.591, SmoothL1=1.215
[Epoch 144][Batch 999], Speed: 77.232 samples/sec, CrossEntropy=2.598, SmoothL1=1.225
[Epoch 144][Batch 1099], Speed: 76.721 samples/sec, CrossEntropy=2.601, SmoothL1=1.228
[Epoch 144][Batch 1199], Speed: 78.829 samples/sec, CrossEntropy=2.604, SmoothL1=1.228
[Epoch 144][Batch 1299], Speed: 79.967 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 1399], Speed: 82.611 samples/sec, CrossEntropy=2.607, SmoothL1=1.232
[Epoch 144][Batch 1499], Speed: 79.706 samples/sec, CrossEntropy=2.607, SmoothL1=1.232
[Epoch 144][Batch 1599], Speed: 76.509 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 1699], Speed: 77.344 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 1799], Speed: 78.125 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 1899], Speed: 78.727 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 1999], Speed: 76.796 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 2099], Speed: 83.150 samples/sec, CrossEntropy=2.607, SmoothL1=1.231
[Epoch 144][Batch 2199], Speed: 77.292 samples/sec, CrossEntropy=2.607, SmoothL1=1.232
[Epoch 144][Batch 2299], Speed: 74.571 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 2399], Speed: 75.511 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 2499], Speed: 76.616 samples/sec, CrossEntropy=2.605, SmoothL1=1.231
[Epoch 144][Batch 2599], Speed: 78.762 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 2699], Speed: 79.379 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 2799], Speed: 78.510 samples/sec, CrossEntropy=2.606, SmoothL1=1.231
[Epoch 144][Batch 2899], Speed: 79.816 samples/sec, CrossEntropy=2.607, SmoothL1=1.231
[Epoch 144][Batch 2999], Speed: 76.790 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 144][Batch 3099], Speed: 78.056 samples/sec, CrossEntropy=2.607, SmoothL1=1.233
[Epoch 144][Batch 3199], Speed: 80.535 samples/sec, CrossEntropy=2.607, SmoothL1=1.233
[Epoch 144][Batch 3299], Speed: 77.930 samples/sec, CrossEntropy=2.608, SmoothL1=1.233
[Epoch 144][Batch 3399], Speed: 83.637 samples/sec, CrossEntropy=2.610, SmoothL1=1.234
[Epoch 144][Batch 3499], Speed: 85.181 samples/sec, CrossEntropy=2.610, SmoothL1=1.235
[Epoch 144][Batch 3599], Speed: 85.590 samples/sec, CrossEntropy=2.611, SmoothL1=1.236
[Epoch 144] Training cost: 1532.250, CrossEntropy=2.612, SmoothL1=1.237
[Epoch 145][Batch 99], Speed: 65.590 samples/sec, CrossEntropy=2.587, SmoothL1=1.226
[Epoch 145][Batch 199], Speed: 77.890 samples/sec, CrossEntropy=2.591, SmoothL1=1.231
[Epoch 145][Batch 299], Speed: 84.034 samples/sec, CrossEntropy=2.577, SmoothL1=1.226
[Epoch 145][Batch 399], Speed: 80.105 samples/sec, CrossEntropy=2.596, SmoothL1=1.238
[Epoch 145][Batch 499], Speed: 78.158 samples/sec, CrossEntropy=2.599, SmoothL1=1.236
[Epoch 145][Batch 599], Speed: 77.129 samples/sec, CrossEntropy=2.597, SmoothL1=1.232
[Epoch 145][Batch 699], Speed: 74.218 samples/sec, CrossEntropy=2.595, SmoothL1=1.233
[Epoch 145][Batch 799], Speed: 83.758 samples/sec, CrossEntropy=2.594, SmoothL1=1.232
[Epoch 145][Batch 899], Speed: 76.245 samples/sec, CrossEntropy=2.594, SmoothL1=1.229
[Epoch 145][Batch 999], Speed: 77.658 samples/sec, CrossEntropy=2.597, SmoothL1=1.231
[Epoch 145][Batch 1099], Speed: 84.094 samples/sec, CrossEntropy=2.604, SmoothL1=1.237
[Epoch 145][Batch 1199], Speed: 77.943 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 145][Batch 1299], Speed: 80.347 samples/sec, CrossEntropy=2.607, SmoothL1=1.238
[Epoch 145][Batch 1399], Speed: 75.778 samples/sec, CrossEntropy=2.608, SmoothL1=1.237
[Epoch 145][Batch 1499], Speed: 78.509 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 145][Batch 1599], Speed: 79.871 samples/sec, CrossEntropy=2.606, SmoothL1=1.238
[Epoch 145][Batch 1699], Speed: 83.612 samples/sec, CrossEntropy=2.606, SmoothL1=1.239
[Epoch 145][Batch 1799], Speed: 83.236 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 145][Batch 1899], Speed: 75.558 samples/sec, CrossEntropy=2.606, SmoothL1=1.239
[Epoch 145][Batch 1999], Speed: 84.704 samples/sec, CrossEntropy=2.607, SmoothL1=1.239
[Epoch 145][Batch 2099], Speed: 81.832 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 145][Batch 2199], Speed: 76.257 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 145][Batch 2299], Speed: 81.153 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 145][Batch 2399], Speed: 79.578 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 145][Batch 2499], Speed: 76.930 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 145][Batch 2599], Speed: 79.394 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 145][Batch 2699], Speed: 73.125 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 145][Batch 2799], Speed: 75.325 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 145][Batch 2899], Speed: 78.588 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 145][Batch 2999], Speed: 58.632 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 145][Batch 3099], Speed: 81.892 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 145][Batch 3199], Speed: 75.892 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 145][Batch 3299], Speed: 74.571 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 145][Batch 3399], Speed: 80.563 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 145][Batch 3499], Speed: 84.628 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 145][Batch 3599], Speed: 84.624 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 145] Training cost: 1534.856, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 146][Batch 99], Speed: 53.509 samples/sec, CrossEntropy=2.573, SmoothL1=1.218
[Epoch 146][Batch 199], Speed: 84.184 samples/sec, CrossEntropy=2.587, SmoothL1=1.235
[Epoch 146][Batch 299], Speed: 76.623 samples/sec, CrossEntropy=2.587, SmoothL1=1.231
[Epoch 146][Batch 399], Speed: 76.241 samples/sec, CrossEntropy=2.585, SmoothL1=1.237
[Epoch 146][Batch 499], Speed: 79.381 samples/sec, CrossEntropy=2.582, SmoothL1=1.230
[Epoch 146][Batch 599], Speed: 74.801 samples/sec, CrossEntropy=2.592, SmoothL1=1.238
[Epoch 146][Batch 699], Speed: 56.189 samples/sec, CrossEntropy=2.595, SmoothL1=1.236
[Epoch 146][Batch 799], Speed: 75.906 samples/sec, CrossEntropy=2.598, SmoothL1=1.237
[Epoch 146][Batch 899], Speed: 80.130 samples/sec, CrossEntropy=2.597, SmoothL1=1.235
[Epoch 146][Batch 999], Speed: 79.383 samples/sec, CrossEntropy=2.597, SmoothL1=1.235
[Epoch 146][Batch 1099], Speed: 74.957 samples/sec, CrossEntropy=2.600, SmoothL1=1.235
[Epoch 146][Batch 1199], Speed: 78.489 samples/sec, CrossEntropy=2.601, SmoothL1=1.234
[Epoch 146][Batch 1299], Speed: 77.591 samples/sec, CrossEntropy=2.600, SmoothL1=1.233
[Epoch 146][Batch 1399], Speed: 80.216 samples/sec, CrossEntropy=2.600, SmoothL1=1.233
[Epoch 146][Batch 1499], Speed: 75.581 samples/sec, CrossEntropy=2.602, SmoothL1=1.233
[Epoch 146][Batch 1599], Speed: 77.239 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 146][Batch 1699], Speed: 83.521 samples/sec, CrossEntropy=2.600, SmoothL1=1.232
[Epoch 146][Batch 1799], Speed: 76.550 samples/sec, CrossEntropy=2.601, SmoothL1=1.234
[Epoch 146][Batch 1899], Speed: 77.330 samples/sec, CrossEntropy=2.603, SmoothL1=1.234
[Epoch 146][Batch 1999], Speed: 84.602 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 146][Batch 2099], Speed: 78.015 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 146][Batch 2199], Speed: 81.019 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 146][Batch 2299], Speed: 74.858 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 146][Batch 2399], Speed: 78.995 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 146][Batch 2499], Speed: 76.285 samples/sec, CrossEntropy=2.607, SmoothL1=1.234
[Epoch 146][Batch 2599], Speed: 75.045 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 146][Batch 2699], Speed: 77.712 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 146][Batch 2799], Speed: 75.575 samples/sec, CrossEntropy=2.608, SmoothL1=1.237
[Epoch 146][Batch 2899], Speed: 78.232 samples/sec, CrossEntropy=2.608, SmoothL1=1.237
[Epoch 146][Batch 2999], Speed: 79.508 samples/sec, CrossEntropy=2.608, SmoothL1=1.238
[Epoch 146][Batch 3099], Speed: 78.949 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 146][Batch 3199], Speed: 76.004 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 146][Batch 3299], Speed: 83.820 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 146][Batch 3399], Speed: 78.080 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 146][Batch 3499], Speed: 85.234 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 146][Batch 3599], Speed: 82.270 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 146] Training cost: 1535.245, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 147][Batch 99], Speed: 50.333 samples/sec, CrossEntropy=2.622, SmoothL1=1.212
[Epoch 147][Batch 199], Speed: 77.978 samples/sec, CrossEntropy=2.609, SmoothL1=1.212
[Epoch 147][Batch 299], Speed: 59.327 samples/sec, CrossEntropy=2.609, SmoothL1=1.215
[Epoch 147][Batch 399], Speed: 62.130 samples/sec, CrossEntropy=2.605, SmoothL1=1.217
[Epoch 147][Batch 499], Speed: 78.447 samples/sec, CrossEntropy=2.616, SmoothL1=1.225
[Epoch 147][Batch 599], Speed: 85.756 samples/sec, CrossEntropy=2.618, SmoothL1=1.227
[Epoch 147][Batch 699], Speed: 76.738 samples/sec, CrossEntropy=2.615, SmoothL1=1.232
[Epoch 147][Batch 799], Speed: 83.017 samples/sec, CrossEntropy=2.613, SmoothL1=1.234
[Epoch 147][Batch 899], Speed: 79.034 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 147][Batch 999], Speed: 77.783 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 147][Batch 1099], Speed: 83.575 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 147][Batch 1199], Speed: 75.102 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 147][Batch 1299], Speed: 80.049 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 147][Batch 1399], Speed: 78.592 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 147][Batch 1499], Speed: 79.131 samples/sec, CrossEntropy=2.609, SmoothL1=1.240
[Epoch 147][Batch 1599], Speed: 79.738 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 147][Batch 1699], Speed: 76.312 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 147][Batch 1799], Speed: 80.126 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 147][Batch 1899], Speed: 78.133 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 147][Batch 1999], Speed: 74.897 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 147][Batch 2099], Speed: 78.795 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 147][Batch 2199], Speed: 76.277 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 147][Batch 2299], Speed: 84.641 samples/sec, CrossEntropy=2.606, SmoothL1=1.235
[Epoch 147][Batch 2399], Speed: 77.560 samples/sec, CrossEntropy=2.605, SmoothL1=1.234
[Epoch 147][Batch 2499], Speed: 80.123 samples/sec, CrossEntropy=2.603, SmoothL1=1.232
[Epoch 147][Batch 2599], Speed: 77.418 samples/sec, CrossEntropy=2.602, SmoothL1=1.232
[Epoch 147][Batch 2699], Speed: 81.921 samples/sec, CrossEntropy=2.602, SmoothL1=1.231
[Epoch 147][Batch 2799], Speed: 81.658 samples/sec, CrossEntropy=2.602, SmoothL1=1.232
[Epoch 147][Batch 2899], Speed: 85.023 samples/sec, CrossEntropy=2.602, SmoothL1=1.232
[Epoch 147][Batch 2999], Speed: 83.053 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 147][Batch 3099], Speed: 79.558 samples/sec, CrossEntropy=2.606, SmoothL1=1.234
[Epoch 147][Batch 3199], Speed: 77.646 samples/sec, CrossEntropy=2.607, SmoothL1=1.236
[Epoch 147][Batch 3299], Speed: 82.499 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 147][Batch 3399], Speed: 81.445 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 147][Batch 3499], Speed: 85.377 samples/sec, CrossEntropy=2.607, SmoothL1=1.234
[Epoch 147][Batch 3599], Speed: 84.777 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 147] Training cost: 1535.721, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 148][Batch 99], Speed: 45.834 samples/sec, CrossEntropy=2.608, SmoothL1=1.239
[Epoch 148][Batch 199], Speed: 79.262 samples/sec, CrossEntropy=2.624, SmoothL1=1.257
[Epoch 148][Batch 299], Speed: 63.644 samples/sec, CrossEntropy=2.630, SmoothL1=1.264
[Epoch 148][Batch 399], Speed: 60.712 samples/sec, CrossEntropy=2.626, SmoothL1=1.257
[Epoch 148][Batch 499], Speed: 83.469 samples/sec, CrossEntropy=2.624, SmoothL1=1.251
[Epoch 148][Batch 599], Speed: 78.472 samples/sec, CrossEntropy=2.617, SmoothL1=1.238
[Epoch 148][Batch 699], Speed: 78.004 samples/sec, CrossEntropy=2.618, SmoothL1=1.242
[Epoch 148][Batch 799], Speed: 84.560 samples/sec, CrossEntropy=2.615, SmoothL1=1.239
[Epoch 148][Batch 899], Speed: 80.607 samples/sec, CrossEntropy=2.611, SmoothL1=1.234
[Epoch 148][Batch 999], Speed: 75.790 samples/sec, CrossEntropy=2.614, SmoothL1=1.234
[Epoch 148][Batch 1099], Speed: 83.632 samples/sec, CrossEntropy=2.611, SmoothL1=1.232
[Epoch 148][Batch 1199], Speed: 74.772 samples/sec, CrossEntropy=2.609, SmoothL1=1.230
[Epoch 148][Batch 1299], Speed: 76.891 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 148][Batch 1399], Speed: 67.030 samples/sec, CrossEntropy=2.607, SmoothL1=1.233
[Epoch 148][Batch 1499], Speed: 78.644 samples/sec, CrossEntropy=2.607, SmoothL1=1.233
[Epoch 148][Batch 1599], Speed: 79.598 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 148][Batch 1699], Speed: 84.744 samples/sec, CrossEntropy=2.607, SmoothL1=1.232
[Epoch 148][Batch 1799], Speed: 79.589 samples/sec, CrossEntropy=2.609, SmoothL1=1.234
[Epoch 148][Batch 1899], Speed: 77.866 samples/sec, CrossEntropy=2.609, SmoothL1=1.235
[Epoch 148][Batch 1999], Speed: 72.915 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 148][Batch 2099], Speed: 78.716 samples/sec, CrossEntropy=2.609, SmoothL1=1.236
[Epoch 148][Batch 2199], Speed: 78.495 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 148][Batch 2299], Speed: 81.695 samples/sec, CrossEntropy=2.608, SmoothL1=1.236
[Epoch 148][Batch 2399], Speed: 84.569 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 148][Batch 2499], Speed: 80.213 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 148][Batch 2599], Speed: 75.893 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 148][Batch 2699], Speed: 72.103 samples/sec, CrossEntropy=2.607, SmoothL1=1.235
[Epoch 148][Batch 2799], Speed: 78.829 samples/sec, CrossEntropy=2.608, SmoothL1=1.235
[Epoch 148][Batch 2899], Speed: 76.457 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 148][Batch 2999], Speed: 75.595 samples/sec, CrossEntropy=2.610, SmoothL1=1.237
[Epoch 148][Batch 3099], Speed: 77.124 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 148][Batch 3199], Speed: 80.247 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 148][Batch 3299], Speed: 84.389 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 148][Batch 3399], Speed: 80.322 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 148][Batch 3499], Speed: 85.048 samples/sec, CrossEntropy=2.614, SmoothL1=1.239
[Epoch 148][Batch 3599], Speed: 84.975 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 148] Training cost: 1535.764, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 149][Batch 99], Speed: 53.996 samples/sec, CrossEntropy=2.537, SmoothL1=1.191
[Epoch 149][Batch 199], Speed: 78.686 samples/sec, CrossEntropy=2.568, SmoothL1=1.199
[Epoch 149][Batch 299], Speed: 85.096 samples/sec, CrossEntropy=2.589, SmoothL1=1.224
[Epoch 149][Batch 399], Speed: 61.005 samples/sec, CrossEntropy=2.574, SmoothL1=1.214
[Epoch 149][Batch 499], Speed: 80.833 samples/sec, CrossEntropy=2.588, SmoothL1=1.227
[Epoch 149][Batch 599], Speed: 77.564 samples/sec, CrossEntropy=2.589, SmoothL1=1.224
[Epoch 149][Batch 699], Speed: 80.468 samples/sec, CrossEntropy=2.590, SmoothL1=1.225
[Epoch 149][Batch 799], Speed: 84.440 samples/sec, CrossEntropy=2.593, SmoothL1=1.227
[Epoch 149][Batch 899], Speed: 79.883 samples/sec, CrossEntropy=2.593, SmoothL1=1.227
[Epoch 149][Batch 999], Speed: 77.149 samples/sec, CrossEntropy=2.593, SmoothL1=1.229
[Epoch 149][Batch 1099], Speed: 83.207 samples/sec, CrossEntropy=2.595, SmoothL1=1.226
[Epoch 149][Batch 1199], Speed: 78.254 samples/sec, CrossEntropy=2.594, SmoothL1=1.227
[Epoch 149][Batch 1299], Speed: 75.542 samples/sec, CrossEntropy=2.596, SmoothL1=1.229
[Epoch 149][Batch 1399], Speed: 83.761 samples/sec, CrossEntropy=2.594, SmoothL1=1.228
[Epoch 149][Batch 1499], Speed: 78.035 samples/sec, CrossEntropy=2.593, SmoothL1=1.227
[Epoch 149][Batch 1599], Speed: 80.537 samples/sec, CrossEntropy=2.598, SmoothL1=1.230
[Epoch 149][Batch 1699], Speed: 77.963 samples/sec, CrossEntropy=2.599, SmoothL1=1.231
[Epoch 149][Batch 1799], Speed: 79.084 samples/sec, CrossEntropy=2.600, SmoothL1=1.230
[Epoch 149][Batch 1899], Speed: 78.328 samples/sec, CrossEntropy=2.600, SmoothL1=1.231
[Epoch 149][Batch 1999], Speed: 85.723 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 149][Batch 2099], Speed: 76.667 samples/sec, CrossEntropy=2.603, SmoothL1=1.234
[Epoch 149][Batch 2199], Speed: 79.766 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 149][Batch 2299], Speed: 77.036 samples/sec, CrossEntropy=2.605, SmoothL1=1.235
[Epoch 149][Batch 2399], Speed: 83.922 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 149][Batch 2499], Speed: 78.789 samples/sec, CrossEntropy=2.604, SmoothL1=1.237
[Epoch 149][Batch 2599], Speed: 78.195 samples/sec, CrossEntropy=2.605, SmoothL1=1.237
[Epoch 149][Batch 2699], Speed: 77.062 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 149][Batch 2799], Speed: 79.436 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 149][Batch 2899], Speed: 78.026 samples/sec, CrossEntropy=2.605, SmoothL1=1.236
[Epoch 149][Batch 2999], Speed: 65.314 samples/sec, CrossEntropy=2.606, SmoothL1=1.236
[Epoch 149][Batch 3099], Speed: 74.967 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 149][Batch 3199], Speed: 79.143 samples/sec, CrossEntropy=2.608, SmoothL1=1.237
[Epoch 149][Batch 3299], Speed: 81.209 samples/sec, CrossEntropy=2.610, SmoothL1=1.239
[Epoch 149][Batch 3399], Speed: 84.072 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 149][Batch 3499], Speed: 85.407 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 149][Batch 3599], Speed: 85.684 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 149] Training cost: 1533.758, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 149] 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 ] = 0.444
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.266
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.090
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.308
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.399
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.235
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.350
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.367
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.426
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.553
person=39.1
bicycle=17.9
car=28.1
motorcycle=27.7
airplane=47.0
bus=49.0
train=51.7
truck=24.2
boat=12.2
traffic light=12.5
fire hydrant=48.1
stop sign=41.2
parking meter=31.3
bench=14.2
bird=18.8
cat=48.1
dog=43.3
horse=37.9
sheep=33.8
cow=35.0
elephant=49.7
bear=51.0
zebra=52.5
giraffe=51.7
backpack=5.3
umbrella=23.2
handbag=4.5
tie=15.7
suitcase=17.1
frisbee=29.7
skis=11.8
snowboard=14.9
sports ball=25.7
kite=22.1
baseball bat=12.2
baseball glove=16.9
skateboard=30.9
surfboard=22.1
tennis racket=27.9
bottle=18.7
wine glass=17.7
cup=24.9
fork=12.1
knife=5.6
spoon=4.6
bowl=27.0
banana=14.1
apple=11.9
sandwich=23.2
orange=19.0
broccoli=13.0
carrot=10.2
hot dog=19.3
pizza=37.1
donut=27.9
cake=21.9
chair=14.9
couch=31.0
potted plant=14.7
bed=30.5
dining table=21.2
toilet=44.7
tv=44.2
laptop=43.7
mouse=35.4
remote=9.9
keyboard=33.3
cell phone=18.8
microwave=38.9
oven=25.4
toaster=13.3
sink=20.3
refrigerator=34.1
book=6.0
clock=33.5
vase=18.0
scissors=16.4
teddy bear=32.9
hair drier=0.0
toothbrush=5.2
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.5
[Epoch 150][Batch 99], Speed: 50.118 samples/sec, CrossEntropy=2.621, SmoothL1=1.221
[Epoch 150][Batch 199], Speed: 77.578 samples/sec, CrossEntropy=2.608, SmoothL1=1.243
[Epoch 150][Batch 299], Speed: 72.531 samples/sec, CrossEntropy=2.611, SmoothL1=1.230
[Epoch 150][Batch 399], Speed: 77.291 samples/sec, CrossEntropy=2.618, SmoothL1=1.219
[Epoch 150][Batch 499], Speed: 78.902 samples/sec, CrossEntropy=2.621, SmoothL1=1.230
[Epoch 150][Batch 599], Speed: 81.064 samples/sec, CrossEntropy=2.617, SmoothL1=1.226
[Epoch 150][Batch 699], Speed: 75.494 samples/sec, CrossEntropy=2.616, SmoothL1=1.228
[Epoch 150][Batch 799], Speed: 84.740 samples/sec, CrossEntropy=2.622, SmoothL1=1.235
[Epoch 150][Batch 899], Speed: 78.070 samples/sec, CrossEntropy=2.622, SmoothL1=1.237
[Epoch 150][Batch 999], Speed: 80.243 samples/sec, CrossEntropy=2.619, SmoothL1=1.238
[Epoch 150][Batch 1099], Speed: 76.514 samples/sec, CrossEntropy=2.614, SmoothL1=1.237
[Epoch 150][Batch 1199], Speed: 77.649 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 150][Batch 1299], Speed: 77.048 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 150][Batch 1399], Speed: 77.880 samples/sec, CrossEntropy=2.612, SmoothL1=1.237
[Epoch 150][Batch 1499], Speed: 78.660 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 150][Batch 1599], Speed: 77.053 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 150][Batch 1699], Speed: 83.750 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 150][Batch 1799], Speed: 75.965 samples/sec, CrossEntropy=2.608, SmoothL1=1.237
[Epoch 150][Batch 1899], Speed: 73.897 samples/sec, CrossEntropy=2.610, SmoothL1=1.238
[Epoch 150][Batch 1999], Speed: 77.975 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 150][Batch 2099], Speed: 78.597 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 150][Batch 2199], Speed: 80.969 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 150][Batch 2299], Speed: 77.990 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 150][Batch 2399], Speed: 84.533 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 150][Batch 2499], Speed: 76.302 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 150][Batch 2599], Speed: 76.578 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 150][Batch 2699], Speed: 69.967 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 150][Batch 2799], Speed: 77.465 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 150][Batch 2899], Speed: 74.908 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 150][Batch 2999], Speed: 62.682 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 150][Batch 3099], Speed: 84.259 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 150][Batch 3199], Speed: 79.165 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 150][Batch 3299], Speed: 79.713 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 150][Batch 3399], Speed: 82.805 samples/sec, CrossEntropy=2.615, SmoothL1=1.240
[Epoch 150][Batch 3499], Speed: 83.788 samples/sec, CrossEntropy=2.616, SmoothL1=1.241
[Epoch 150][Batch 3599], Speed: 83.094 samples/sec, CrossEntropy=2.616, SmoothL1=1.241
[Epoch 150] Training cost: 1535.974, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 151][Batch 99], Speed: 62.267 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 151][Batch 199], Speed: 75.518 samples/sec, CrossEntropy=2.605, SmoothL1=1.243
[Epoch 151][Batch 299], Speed: 78.587 samples/sec, CrossEntropy=2.601, SmoothL1=1.236
[Epoch 151][Batch 399], Speed: 76.295 samples/sec, CrossEntropy=2.599, SmoothL1=1.241
[Epoch 151][Batch 499], Speed: 78.908 samples/sec, CrossEntropy=2.596, SmoothL1=1.241
[Epoch 151][Batch 599], Speed: 77.472 samples/sec, CrossEntropy=2.587, SmoothL1=1.234
[Epoch 151][Batch 699], Speed: 80.439 samples/sec, CrossEntropy=2.592, SmoothL1=1.234
[Epoch 151][Batch 799], Speed: 76.057 samples/sec, CrossEntropy=2.595, SmoothL1=1.231
[Epoch 151][Batch 899], Speed: 77.569 samples/sec, CrossEntropy=2.598, SmoothL1=1.233
[Epoch 151][Batch 999], Speed: 78.529 samples/sec, CrossEntropy=2.602, SmoothL1=1.233
[Epoch 151][Batch 1099], Speed: 77.947 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 151][Batch 1199], Speed: 77.952 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 151][Batch 1299], Speed: 78.721 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 151][Batch 1399], Speed: 75.848 samples/sec, CrossEntropy=2.603, SmoothL1=1.234
[Epoch 151][Batch 1499], Speed: 78.877 samples/sec, CrossEntropy=2.601, SmoothL1=1.231
[Epoch 151][Batch 1599], Speed: 62.207 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 151][Batch 1699], Speed: 81.625 samples/sec, CrossEntropy=2.601, SmoothL1=1.232
[Epoch 151][Batch 1799], Speed: 80.066 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 151][Batch 1899], Speed: 76.070 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 151][Batch 1999], Speed: 83.572 samples/sec, CrossEntropy=2.607, SmoothL1=1.237
[Epoch 151][Batch 2099], Speed: 78.871 samples/sec, CrossEntropy=2.609, SmoothL1=1.240
[Epoch 151][Batch 2199], Speed: 75.309 samples/sec, CrossEntropy=2.609, SmoothL1=1.241
[Epoch 151][Batch 2299], Speed: 63.969 samples/sec, CrossEntropy=2.611, SmoothL1=1.243
[Epoch 151][Batch 2399], Speed: 76.748 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 151][Batch 2499], Speed: 80.077 samples/sec, CrossEntropy=2.612, SmoothL1=1.243
[Epoch 151][Batch 2599], Speed: 78.662 samples/sec, CrossEntropy=2.611, SmoothL1=1.241
[Epoch 151][Batch 2699], Speed: 74.773 samples/sec, CrossEntropy=2.611, SmoothL1=1.240
[Epoch 151][Batch 2799], Speed: 78.684 samples/sec, CrossEntropy=2.612, SmoothL1=1.239
[Epoch 151][Batch 2899], Speed: 85.589 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 151][Batch 2999], Speed: 83.327 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 151][Batch 3099], Speed: 75.320 samples/sec, CrossEntropy=2.617, SmoothL1=1.242
[Epoch 151][Batch 3199], Speed: 84.910 samples/sec, CrossEntropy=2.618, SmoothL1=1.243
[Epoch 151][Batch 3299], Speed: 77.889 samples/sec, CrossEntropy=2.618, SmoothL1=1.245
[Epoch 151][Batch 3399], Speed: 75.362 samples/sec, CrossEntropy=2.618, SmoothL1=1.245
[Epoch 151][Batch 3499], Speed: 84.949 samples/sec, CrossEntropy=2.617, SmoothL1=1.245
[Epoch 151][Batch 3599], Speed: 80.351 samples/sec, CrossEntropy=2.618, SmoothL1=1.247
[Epoch 151] Training cost: 1536.649, CrossEntropy=2.618, SmoothL1=1.247
[Epoch 152][Batch 99], Speed: 50.482 samples/sec, CrossEntropy=2.660, SmoothL1=1.278
[Epoch 152][Batch 199], Speed: 78.448 samples/sec, CrossEntropy=2.624, SmoothL1=1.254
[Epoch 152][Batch 299], Speed: 81.550 samples/sec, CrossEntropy=2.603, SmoothL1=1.235
[Epoch 152][Batch 399], Speed: 75.290 samples/sec, CrossEntropy=2.615, SmoothL1=1.251
[Epoch 152][Batch 499], Speed: 79.517 samples/sec, CrossEntropy=2.611, SmoothL1=1.248
[Epoch 152][Batch 599], Speed: 83.802 samples/sec, CrossEntropy=2.609, SmoothL1=1.251
[Epoch 152][Batch 699], Speed: 84.661 samples/sec, CrossEntropy=2.602, SmoothL1=1.244
[Epoch 152][Batch 799], Speed: 79.189 samples/sec, CrossEntropy=2.605, SmoothL1=1.244
[Epoch 152][Batch 899], Speed: 77.044 samples/sec, CrossEntropy=2.600, SmoothL1=1.241
[Epoch 152][Batch 999], Speed: 78.307 samples/sec, CrossEntropy=2.601, SmoothL1=1.246
[Epoch 152][Batch 1099], Speed: 77.909 samples/sec, CrossEntropy=2.602, SmoothL1=1.248
[Epoch 152][Batch 1199], Speed: 75.958 samples/sec, CrossEntropy=2.601, SmoothL1=1.248
[Epoch 152][Batch 1299], Speed: 76.346 samples/sec, CrossEntropy=2.602, SmoothL1=1.247
[Epoch 152][Batch 1399], Speed: 83.574 samples/sec, CrossEntropy=2.603, SmoothL1=1.248
[Epoch 152][Batch 1499], Speed: 77.109 samples/sec, CrossEntropy=2.603, SmoothL1=1.247
[Epoch 152][Batch 1599], Speed: 81.193 samples/sec, CrossEntropy=2.604, SmoothL1=1.247
[Epoch 152][Batch 1699], Speed: 81.739 samples/sec, CrossEntropy=2.603, SmoothL1=1.246
[Epoch 152][Batch 1799], Speed: 77.481 samples/sec, CrossEntropy=2.602, SmoothL1=1.246
[Epoch 152][Batch 1899], Speed: 78.368 samples/sec, CrossEntropy=2.604, SmoothL1=1.246
[Epoch 152][Batch 1999], Speed: 83.114 samples/sec, CrossEntropy=2.605, SmoothL1=1.245
[Epoch 152][Batch 2099], Speed: 77.828 samples/sec, CrossEntropy=2.607, SmoothL1=1.245
[Epoch 152][Batch 2199], Speed: 76.680 samples/sec, CrossEntropy=2.609, SmoothL1=1.245
[Epoch 152][Batch 2299], Speed: 73.486 samples/sec, CrossEntropy=2.610, SmoothL1=1.245
[Epoch 152][Batch 2399], Speed: 80.429 samples/sec, CrossEntropy=2.612, SmoothL1=1.246
[Epoch 152][Batch 2499], Speed: 79.668 samples/sec, CrossEntropy=2.611, SmoothL1=1.245
[Epoch 152][Batch 2599], Speed: 85.262 samples/sec, CrossEntropy=2.613, SmoothL1=1.246
[Epoch 152][Batch 2699], Speed: 81.022 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 152][Batch 2799], Speed: 78.265 samples/sec, CrossEntropy=2.614, SmoothL1=1.246
[Epoch 152][Batch 2899], Speed: 78.533 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 152][Batch 2999], Speed: 66.608 samples/sec, CrossEntropy=2.614, SmoothL1=1.245
[Epoch 152][Batch 3099], Speed: 76.400 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 152][Batch 3199], Speed: 75.633 samples/sec, CrossEntropy=2.613, SmoothL1=1.244
[Epoch 152][Batch 3299], Speed: 72.719 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 152][Batch 3399], Speed: 76.243 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 152][Batch 3499], Speed: 83.810 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 152][Batch 3599], Speed: 85.620 samples/sec, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 152] Training cost: 1542.064, CrossEntropy=2.612, SmoothL1=1.244
[Epoch 153][Batch 99], Speed: 46.683 samples/sec, CrossEntropy=2.590, SmoothL1=1.245
[Epoch 153][Batch 199], Speed: 77.586 samples/sec, CrossEntropy=2.592, SmoothL1=1.254
[Epoch 153][Batch 299], Speed: 75.810 samples/sec, CrossEntropy=2.594, SmoothL1=1.253
[Epoch 153][Batch 399], Speed: 80.560 samples/sec, CrossEntropy=2.587, SmoothL1=1.242
[Epoch 153][Batch 499], Speed: 78.665 samples/sec, CrossEntropy=2.592, SmoothL1=1.248
[Epoch 153][Batch 599], Speed: 77.861 samples/sec, CrossEntropy=2.596, SmoothL1=1.248
[Epoch 153][Batch 699], Speed: 85.176 samples/sec, CrossEntropy=2.590, SmoothL1=1.242
[Epoch 153][Batch 799], Speed: 80.920 samples/sec, CrossEntropy=2.594, SmoothL1=1.244
[Epoch 153][Batch 899], Speed: 78.774 samples/sec, CrossEntropy=2.598, SmoothL1=1.245
[Epoch 153][Batch 999], Speed: 76.488 samples/sec, CrossEntropy=2.603, SmoothL1=1.248
[Epoch 153][Batch 1099], Speed: 83.061 samples/sec, CrossEntropy=2.606, SmoothL1=1.244
[Epoch 153][Batch 1199], Speed: 76.812 samples/sec, CrossEntropy=2.608, SmoothL1=1.246
[Epoch 153][Batch 1299], Speed: 73.634 samples/sec, CrossEntropy=2.605, SmoothL1=1.243
[Epoch 153][Batch 1399], Speed: 77.829 samples/sec, CrossEntropy=2.605, SmoothL1=1.240
[Epoch 153][Batch 1499], Speed: 77.390 samples/sec, CrossEntropy=2.604, SmoothL1=1.239
[Epoch 153][Batch 1599], Speed: 77.785 samples/sec, CrossEntropy=2.605, SmoothL1=1.239
[Epoch 153][Batch 1699], Speed: 72.603 samples/sec, CrossEntropy=2.607, SmoothL1=1.239
[Epoch 153][Batch 1799], Speed: 78.860 samples/sec, CrossEntropy=2.609, SmoothL1=1.238
[Epoch 153][Batch 1899], Speed: 78.258 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 153][Batch 1999], Speed: 67.937 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 153][Batch 2099], Speed: 78.316 samples/sec, CrossEntropy=2.609, SmoothL1=1.237
[Epoch 153][Batch 2199], Speed: 76.536 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 153][Batch 2299], Speed: 71.343 samples/sec, CrossEntropy=2.611, SmoothL1=1.237
[Epoch 153][Batch 2399], Speed: 80.592 samples/sec, CrossEntropy=2.611, SmoothL1=1.238
[Epoch 153][Batch 2499], Speed: 79.569 samples/sec, CrossEntropy=2.612, SmoothL1=1.238
[Epoch 153][Batch 2599], Speed: 77.581 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 153][Batch 2699], Speed: 79.191 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 153][Batch 2799], Speed: 77.160 samples/sec, CrossEntropy=2.613, SmoothL1=1.239
[Epoch 153][Batch 2899], Speed: 78.949 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 153][Batch 2999], Speed: 76.658 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 153][Batch 3099], Speed: 75.668 samples/sec, CrossEntropy=2.615, SmoothL1=1.243
[Epoch 153][Batch 3199], Speed: 76.627 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 153][Batch 3299], Speed: 76.737 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 153][Batch 3399], Speed: 79.109 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 153][Batch 3499], Speed: 84.575 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 153][Batch 3599], Speed: 84.515 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 153] Training cost: 1538.892, CrossEntropy=2.617, SmoothL1=1.243
[Epoch 154][Batch 99], Speed: 50.413 samples/sec, CrossEntropy=2.588, SmoothL1=1.245
[Epoch 154][Batch 199], Speed: 80.266 samples/sec, CrossEntropy=2.583, SmoothL1=1.233
[Epoch 154][Batch 299], Speed: 78.639 samples/sec, CrossEntropy=2.583, SmoothL1=1.228
[Epoch 154][Batch 399], Speed: 84.409 samples/sec, CrossEntropy=2.585, SmoothL1=1.223
[Epoch 154][Batch 499], Speed: 77.780 samples/sec, CrossEntropy=2.589, SmoothL1=1.220
[Epoch 154][Batch 599], Speed: 79.495 samples/sec, CrossEntropy=2.587, SmoothL1=1.227
[Epoch 154][Batch 699], Speed: 76.532 samples/sec, CrossEntropy=2.589, SmoothL1=1.227
[Epoch 154][Batch 799], Speed: 76.769 samples/sec, CrossEntropy=2.592, SmoothL1=1.230
[Epoch 154][Batch 899], Speed: 80.453 samples/sec, CrossEntropy=2.597, SmoothL1=1.231
[Epoch 154][Batch 999], Speed: 78.167 samples/sec, CrossEntropy=2.604, SmoothL1=1.236
[Epoch 154][Batch 1099], Speed: 78.910 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 154][Batch 1199], Speed: 59.652 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 154][Batch 1299], Speed: 78.928 samples/sec, CrossEntropy=2.604, SmoothL1=1.235
[Epoch 154][Batch 1399], Speed: 80.396 samples/sec, CrossEntropy=2.605, SmoothL1=1.240
[Epoch 154][Batch 1499], Speed: 85.215 samples/sec, CrossEntropy=2.604, SmoothL1=1.241
[Epoch 154][Batch 1599], Speed: 80.553 samples/sec, CrossEntropy=2.606, SmoothL1=1.240
[Epoch 154][Batch 1699], Speed: 78.279 samples/sec, CrossEntropy=2.606, SmoothL1=1.238
[Epoch 154][Batch 1799], Speed: 77.493 samples/sec, CrossEntropy=2.604, SmoothL1=1.234
[Epoch 154][Batch 1899], Speed: 79.200 samples/sec, CrossEntropy=2.603, SmoothL1=1.232
[Epoch 154][Batch 1999], Speed: 77.214 samples/sec, CrossEntropy=2.604, SmoothL1=1.231
[Epoch 154][Batch 2099], Speed: 78.197 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 154][Batch 2199], Speed: 84.075 samples/sec, CrossEntropy=2.603, SmoothL1=1.232
[Epoch 154][Batch 2299], Speed: 63.654 samples/sec, CrossEntropy=2.602, SmoothL1=1.231
[Epoch 154][Batch 2399], Speed: 78.641 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 154][Batch 2499], Speed: 72.254 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 154][Batch 2599], Speed: 79.881 samples/sec, CrossEntropy=2.604, SmoothL1=1.232
[Epoch 154][Batch 2699], Speed: 79.227 samples/sec, CrossEntropy=2.602, SmoothL1=1.231
[Epoch 154][Batch 2799], Speed: 58.131 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 154][Batch 2899], Speed: 76.643 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 154][Batch 2999], Speed: 77.501 samples/sec, CrossEntropy=2.604, SmoothL1=1.231
[Epoch 154][Batch 3099], Speed: 84.063 samples/sec, CrossEntropy=2.604, SmoothL1=1.232
[Epoch 154][Batch 3199], Speed: 78.603 samples/sec, CrossEntropy=2.605, SmoothL1=1.232
[Epoch 154][Batch 3299], Speed: 73.305 samples/sec, CrossEntropy=2.605, SmoothL1=1.232
[Epoch 154][Batch 3399], Speed: 77.512 samples/sec, CrossEntropy=2.605, SmoothL1=1.232
[Epoch 154][Batch 3499], Speed: 85.375 samples/sec, CrossEntropy=2.606, SmoothL1=1.233
[Epoch 154][Batch 3599], Speed: 84.914 samples/sec, CrossEntropy=2.607, SmoothL1=1.234
[Epoch 154] Training cost: 1535.663, CrossEntropy=2.608, SmoothL1=1.234
[Epoch 155][Batch 99], Speed: 63.731 samples/sec, CrossEntropy=2.613, SmoothL1=1.271
[Epoch 155][Batch 199], Speed: 82.581 samples/sec, CrossEntropy=2.599, SmoothL1=1.253
[Epoch 155][Batch 299], Speed: 84.248 samples/sec, CrossEntropy=2.599, SmoothL1=1.245
[Epoch 155][Batch 399], Speed: 78.838 samples/sec, CrossEntropy=2.602, SmoothL1=1.250
[Epoch 155][Batch 499], Speed: 83.854 samples/sec, CrossEntropy=2.611, SmoothL1=1.252
[Epoch 155][Batch 599], Speed: 77.670 samples/sec, CrossEntropy=2.612, SmoothL1=1.248
[Epoch 155][Batch 699], Speed: 77.636 samples/sec, CrossEntropy=2.611, SmoothL1=1.248
[Epoch 155][Batch 799], Speed: 70.204 samples/sec, CrossEntropy=2.606, SmoothL1=1.244
[Epoch 155][Batch 899], Speed: 79.276 samples/sec, CrossEntropy=2.607, SmoothL1=1.245
[Epoch 155][Batch 999], Speed: 79.253 samples/sec, CrossEntropy=2.608, SmoothL1=1.244
[Epoch 155][Batch 1099], Speed: 82.252 samples/sec, CrossEntropy=2.608, SmoothL1=1.245
[Epoch 155][Batch 1199], Speed: 77.085 samples/sec, CrossEntropy=2.610, SmoothL1=1.243
[Epoch 155][Batch 1299], Speed: 73.685 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 155][Batch 1399], Speed: 80.444 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 155][Batch 1499], Speed: 79.504 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 155][Batch 1599], Speed: 77.803 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 155][Batch 1699], Speed: 76.897 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 155][Batch 1799], Speed: 79.054 samples/sec, CrossEntropy=2.614, SmoothL1=1.243
[Epoch 155][Batch 1899], Speed: 78.114 samples/sec, CrossEntropy=2.613, SmoothL1=1.242
[Epoch 155][Batch 1999], Speed: 71.386 samples/sec, CrossEntropy=2.613, SmoothL1=1.241
[Epoch 155][Batch 2099], Speed: 83.742 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 155][Batch 2199], Speed: 80.325 samples/sec, CrossEntropy=2.616, SmoothL1=1.244
[Epoch 155][Batch 2299], Speed: 78.138 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 155][Batch 2399], Speed: 75.125 samples/sec, CrossEntropy=2.617, SmoothL1=1.244
[Epoch 155][Batch 2499], Speed: 78.723 samples/sec, CrossEntropy=2.616, SmoothL1=1.243
[Epoch 155][Batch 2599], Speed: 74.873 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 155][Batch 2699], Speed: 71.075 samples/sec, CrossEntropy=2.616, SmoothL1=1.242
[Epoch 155][Batch 2799], Speed: 75.962 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 155][Batch 2899], Speed: 76.195 samples/sec, CrossEntropy=2.614, SmoothL1=1.240
[Epoch 155][Batch 2999], Speed: 80.623 samples/sec, CrossEntropy=2.612, SmoothL1=1.240
[Epoch 155][Batch 3099], Speed: 78.625 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 155][Batch 3199], Speed: 78.164 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 155][Batch 3299], Speed: 73.584 samples/sec, CrossEntropy=2.613, SmoothL1=1.240
[Epoch 155][Batch 3399], Speed: 80.123 samples/sec, CrossEntropy=2.614, SmoothL1=1.241
[Epoch 155][Batch 3499], Speed: 85.290 samples/sec, CrossEntropy=2.615, SmoothL1=1.242
[Epoch 155][Batch 3599], Speed: 85.345 samples/sec, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 155] Training cost: 1537.682, CrossEntropy=2.615, SmoothL1=1.241
[Epoch 156][Batch 99], Speed: 56.012 samples/sec, CrossEntropy=2.601, SmoothL1=1.281
[Epoch 156][Batch 199], Speed: 62.020 samples/sec, CrossEntropy=2.568, SmoothL1=1.240
[Epoch 156][Batch 299], Speed: 73.238 samples/sec, CrossEntropy=2.578, SmoothL1=1.227
[Epoch 156][Batch 399], Speed: 79.654 samples/sec, CrossEntropy=2.580, SmoothL1=1.227
[Epoch 156][Batch 499], Speed: 75.171 samples/sec, CrossEntropy=2.586, SmoothL1=1.232
[Epoch 156][Batch 599], Speed: 56.957 samples/sec, CrossEntropy=2.590, SmoothL1=1.234
[Epoch 156][Batch 699], Speed: 79.254 samples/sec, CrossEntropy=2.591, SmoothL1=1.234
[Epoch 156][Batch 799], Speed: 78.186 samples/sec, CrossEntropy=2.593, SmoothL1=1.231
[Epoch 156][Batch 899], Speed: 80.148 samples/sec, CrossEntropy=2.596, SmoothL1=1.230
[Epoch 156][Batch 999], Speed: 76.282 samples/sec, CrossEntropy=2.596, SmoothL1=1.227
[Epoch 156][Batch 1099], Speed: 76.396 samples/sec, CrossEntropy=2.595, SmoothL1=1.226
[Epoch 156][Batch 1199], Speed: 83.306 samples/sec, CrossEntropy=2.594, SmoothL1=1.225
[Epoch 156][Batch 1299], Speed: 82.803 samples/sec, CrossEntropy=2.592, SmoothL1=1.225
[Epoch 156][Batch 1399], Speed: 76.881 samples/sec, CrossEntropy=2.592, SmoothL1=1.226
[Epoch 156][Batch 1499], Speed: 84.376 samples/sec, CrossEntropy=2.592, SmoothL1=1.226
[Epoch 156][Batch 1599], Speed: 76.571 samples/sec, CrossEntropy=2.590, SmoothL1=1.226
[Epoch 156][Batch 1699], Speed: 75.981 samples/sec, CrossEntropy=2.590, SmoothL1=1.226
[Epoch 156][Batch 1799], Speed: 79.511 samples/sec, CrossEntropy=2.590, SmoothL1=1.225
[Epoch 156][Batch 1899], Speed: 82.677 samples/sec, CrossEntropy=2.590, SmoothL1=1.226
[Epoch 156][Batch 1999], Speed: 80.281 samples/sec, CrossEntropy=2.593, SmoothL1=1.228
[Epoch 156][Batch 2099], Speed: 74.360 samples/sec, CrossEntropy=2.594, SmoothL1=1.227
[Epoch 156][Batch 2199], Speed: 72.104 samples/sec, CrossEntropy=2.594, SmoothL1=1.228
[Epoch 156][Batch 2299], Speed: 80.792 samples/sec, CrossEntropy=2.594, SmoothL1=1.229
[Epoch 156][Batch 2399], Speed: 76.619 samples/sec, CrossEntropy=2.593, SmoothL1=1.228
[Epoch 156][Batch 2499], Speed: 77.320 samples/sec, CrossEntropy=2.593, SmoothL1=1.227
[Epoch 156][Batch 2599], Speed: 77.415 samples/sec, CrossEntropy=2.595, SmoothL1=1.228
[Epoch 156][Batch 2699], Speed: 85.045 samples/sec, CrossEntropy=2.596, SmoothL1=1.229
[Epoch 156][Batch 2799], Speed: 80.169 samples/sec, CrossEntropy=2.597, SmoothL1=1.230
[Epoch 156][Batch 2899], Speed: 84.700 samples/sec, CrossEntropy=2.598, SmoothL1=1.230
[Epoch 156][Batch 2999], Speed: 75.228 samples/sec, CrossEntropy=2.599, SmoothL1=1.231
[Epoch 156][Batch 3099], Speed: 77.484 samples/sec, CrossEntropy=2.599, SmoothL1=1.231
[Epoch 156][Batch 3199], Speed: 73.241 samples/sec, CrossEntropy=2.599, SmoothL1=1.231
[Epoch 156][Batch 3299], Speed: 78.279 samples/sec, CrossEntropy=2.599, SmoothL1=1.230
[Epoch 156][Batch 3399], Speed: 75.646 samples/sec, CrossEntropy=2.600, SmoothL1=1.232
[Epoch 156][Batch 3499], Speed: 85.487 samples/sec, CrossEntropy=2.602, SmoothL1=1.234
[Epoch 156][Batch 3599], Speed: 84.768 samples/sec, CrossEntropy=2.603, SmoothL1=1.235
[Epoch 156] Training cost: 1541.709, CrossEntropy=2.603, SmoothL1=1.235
[Epoch 157][Batch 99], Speed: 47.888 samples/sec, CrossEntropy=2.615, SmoothL1=1.233
[Epoch 157][Batch 199], Speed: 74.287 samples/sec, CrossEntropy=2.603, SmoothL1=1.227
[Epoch 157][Batch 299], Speed: 76.606 samples/sec, CrossEntropy=2.590, SmoothL1=1.215
[Epoch 157][Batch 399], Speed: 77.909 samples/sec, CrossEntropy=2.602, SmoothL1=1.233
[Epoch 157][Batch 499], Speed: 78.522 samples/sec, CrossEntropy=2.599, SmoothL1=1.229
[Epoch 157][Batch 599], Speed: 78.663 samples/sec, CrossEntropy=2.600, SmoothL1=1.225
[Epoch 157][Batch 699], Speed: 83.887 samples/sec, CrossEntropy=2.598, SmoothL1=1.219
[Epoch 157][Batch 799], Speed: 77.012 samples/sec, CrossEntropy=2.595, SmoothL1=1.217
[Epoch 157][Batch 899], Speed: 76.559 samples/sec, CrossEntropy=2.595, SmoothL1=1.216
[Epoch 157][Batch 999], Speed: 78.973 samples/sec, CrossEntropy=2.594, SmoothL1=1.214
[Epoch 157][Batch 1099], Speed: 77.732 samples/sec, CrossEntropy=2.595, SmoothL1=1.218
[Epoch 157][Batch 1199], Speed: 77.507 samples/sec, CrossEntropy=2.595, SmoothL1=1.220
[Epoch 157][Batch 1299], Speed: 75.578 samples/sec, CrossEntropy=2.592, SmoothL1=1.219
[Epoch 157][Batch 1399], Speed: 80.577 samples/sec, CrossEntropy=2.590, SmoothL1=1.219
[Epoch 157][Batch 1499], Speed: 77.525 samples/sec, CrossEntropy=2.592, SmoothL1=1.223
[Epoch 157][Batch 1599], Speed: 75.917 samples/sec, CrossEntropy=2.595, SmoothL1=1.224
[Epoch 157][Batch 1699], Speed: 84.372 samples/sec, CrossEntropy=2.595, SmoothL1=1.226
[Epoch 157][Batch 1799], Speed: 75.466 samples/sec, CrossEntropy=2.599, SmoothL1=1.228
[Epoch 157][Batch 1899], Speed: 82.038 samples/sec, CrossEntropy=2.599, SmoothL1=1.227
[Epoch 157][Batch 1999], Speed: 83.246 samples/sec, CrossEntropy=2.600, SmoothL1=1.228
[Epoch 157][Batch 2099], Speed: 77.509 samples/sec, CrossEntropy=2.600, SmoothL1=1.227
[Epoch 157][Batch 2199], Speed: 79.677 samples/sec, CrossEntropy=2.602, SmoothL1=1.228
[Epoch 157][Batch 2299], Speed: 75.320 samples/sec, CrossEntropy=2.602, SmoothL1=1.227
[Epoch 157][Batch 2399], Speed: 77.722 samples/sec, CrossEntropy=2.602, SmoothL1=1.228
[Epoch 157][Batch 2499], Speed: 83.708 samples/sec, CrossEntropy=2.603, SmoothL1=1.228
[Epoch 157][Batch 2599], Speed: 83.784 samples/sec, CrossEntropy=2.604, SmoothL1=1.228
[Epoch 157][Batch 2699], Speed: 74.182 samples/sec, CrossEntropy=2.604, SmoothL1=1.227
[Epoch 157][Batch 2799], Speed: 80.802 samples/sec, CrossEntropy=2.605, SmoothL1=1.227
[Epoch 157][Batch 2899], Speed: 78.665 samples/sec, CrossEntropy=2.607, SmoothL1=1.228
[Epoch 157][Batch 2999], Speed: 80.866 samples/sec, CrossEntropy=2.608, SmoothL1=1.230
[Epoch 157][Batch 3099], Speed: 76.497 samples/sec, CrossEntropy=2.609, SmoothL1=1.231
[Epoch 157][Batch 3199], Speed: 75.747 samples/sec, CrossEntropy=2.609, SmoothL1=1.231
[Epoch 157][Batch 3299], Speed: 77.863 samples/sec, CrossEntropy=2.610, SmoothL1=1.233
[Epoch 157][Batch 3399], Speed: 79.309 samples/sec, CrossEntropy=2.609, SmoothL1=1.234
[Epoch 157][Batch 3499], Speed: 84.679 samples/sec, CrossEntropy=2.609, SmoothL1=1.234
[Epoch 157][Batch 3599], Speed: 84.494 samples/sec, CrossEntropy=2.609, SmoothL1=1.234
[Epoch 157] Training cost: 1536.181, CrossEntropy=2.610, SmoothL1=1.236
[Epoch 158][Batch 99], Speed: 47.545 samples/sec, CrossEntropy=2.608, SmoothL1=1.234
[Epoch 158][Batch 199], Speed: 77.416 samples/sec, CrossEntropy=2.615, SmoothL1=1.248
[Epoch 158][Batch 299], Speed: 71.995 samples/sec, CrossEntropy=2.600, SmoothL1=1.232
[Epoch 158][Batch 399], Speed: 75.903 samples/sec, CrossEntropy=2.598, SmoothL1=1.236
[Epoch 158][Batch 499], Speed: 78.411 samples/sec, CrossEntropy=2.596, SmoothL1=1.232
[Epoch 158][Batch 599], Speed: 79.114 samples/sec, CrossEntropy=2.598, SmoothL1=1.231
[Epoch 158][Batch 699], Speed: 75.308 samples/sec, CrossEntropy=2.603, SmoothL1=1.236
[Epoch 158][Batch 799], Speed: 82.960 samples/sec, CrossEntropy=2.611, SmoothL1=1.239
[Epoch 158][Batch 899], Speed: 79.691 samples/sec, CrossEntropy=2.606, SmoothL1=1.237
[Epoch 158][Batch 999], Speed: 63.381 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 158][Batch 1099], Speed: 83.048 samples/sec, CrossEntropy=2.601, SmoothL1=1.227
[Epoch 158][Batch 1199], Speed: 78.964 samples/sec, CrossEntropy=2.601, SmoothL1=1.228
[Epoch 158][Batch 1299], Speed: 78.841 samples/sec, CrossEntropy=2.601, SmoothL1=1.227
[Epoch 158][Batch 1399], Speed: 83.699 samples/sec, CrossEntropy=2.600, SmoothL1=1.226
[Epoch 158][Batch 1499], Speed: 76.587 samples/sec, CrossEntropy=2.600, SmoothL1=1.224
[Epoch 158][Batch 1599], Speed: 79.914 samples/sec, CrossEntropy=2.600, SmoothL1=1.224
[Epoch 158][Batch 1699], Speed: 78.679 samples/sec, CrossEntropy=2.602, SmoothL1=1.227
[Epoch 158][Batch 1799], Speed: 80.282 samples/sec, CrossEntropy=2.601, SmoothL1=1.227
[Epoch 158][Batch 1899], Speed: 72.165 samples/sec, CrossEntropy=2.600, SmoothL1=1.227
[Epoch 158][Batch 1999], Speed: 84.771 samples/sec, CrossEntropy=2.600, SmoothL1=1.228
[Epoch 158][Batch 2099], Speed: 82.103 samples/sec, CrossEntropy=2.600, SmoothL1=1.229
[Epoch 158][Batch 2199], Speed: 77.392 samples/sec, CrossEntropy=2.600, SmoothL1=1.230
[Epoch 158][Batch 2299], Speed: 76.978 samples/sec, CrossEntropy=2.600, SmoothL1=1.230
[Epoch 158][Batch 2399], Speed: 83.982 samples/sec, CrossEntropy=2.602, SmoothL1=1.230
[Epoch 158][Batch 2499], Speed: 74.975 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 158][Batch 2599], Speed: 78.259 samples/sec, CrossEntropy=2.602, SmoothL1=1.229
[Epoch 158][Batch 2699], Speed: 61.335 samples/sec, CrossEntropy=2.602, SmoothL1=1.229
[Epoch 158][Batch 2799], Speed: 77.109 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 158][Batch 2899], Speed: 78.601 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 158][Batch 2999], Speed: 75.435 samples/sec, CrossEntropy=2.603, SmoothL1=1.231
[Epoch 158][Batch 3099], Speed: 79.048 samples/sec, CrossEntropy=2.603, SmoothL1=1.230
[Epoch 158][Batch 3199], Speed: 80.985 samples/sec, CrossEntropy=2.605, SmoothL1=1.230
[Epoch 158][Batch 3299], Speed: 77.170 samples/sec, CrossEntropy=2.605, SmoothL1=1.230
[Epoch 158][Batch 3399], Speed: 81.665 samples/sec, CrossEntropy=2.606, SmoothL1=1.230
[Epoch 158][Batch 3499], Speed: 84.663 samples/sec, CrossEntropy=2.607, SmoothL1=1.232
[Epoch 158][Batch 3599], Speed: 85.859 samples/sec, CrossEntropy=2.608, SmoothL1=1.233
[Epoch 158] Training cost: 1537.407, CrossEntropy=2.606, SmoothL1=1.232
[Epoch 159][Batch 99], Speed: 70.645 samples/sec, CrossEntropy=2.599, SmoothL1=1.244
[Epoch 159][Batch 199], Speed: 75.274 samples/sec, CrossEntropy=2.606, SmoothL1=1.245
[Epoch 159][Batch 299], Speed: 76.671 samples/sec, CrossEntropy=2.595, SmoothL1=1.242
[Epoch 159][Batch 399], Speed: 85.201 samples/sec, CrossEntropy=2.592, SmoothL1=1.235
[Epoch 159][Batch 499], Speed: 82.830 samples/sec, CrossEntropy=2.588, SmoothL1=1.230
[Epoch 159][Batch 599], Speed: 75.574 samples/sec, CrossEntropy=2.588, SmoothL1=1.232
[Epoch 159][Batch 699], Speed: 79.352 samples/sec, CrossEntropy=2.588, SmoothL1=1.234
[Epoch 159][Batch 799], Speed: 81.074 samples/sec, CrossEntropy=2.581, SmoothL1=1.227
[Epoch 159][Batch 899], Speed: 76.669 samples/sec, CrossEntropy=2.577, SmoothL1=1.226
[Epoch 159][Batch 999], Speed: 85.018 samples/sec, CrossEntropy=2.579, SmoothL1=1.229
[Epoch 159][Batch 1099], Speed: 82.842 samples/sec, CrossEntropy=2.582, SmoothL1=1.229
[Epoch 159][Batch 1199], Speed: 75.714 samples/sec, CrossEntropy=2.587, SmoothL1=1.232
[Epoch 159][Batch 1299], Speed: 77.036 samples/sec, CrossEntropy=2.588, SmoothL1=1.229
[Epoch 159][Batch 1399], Speed: 79.652 samples/sec, CrossEntropy=2.587, SmoothL1=1.228
[Epoch 159][Batch 1499], Speed: 78.722 samples/sec, CrossEntropy=2.584, SmoothL1=1.226
[Epoch 159][Batch 1599], Speed: 78.817 samples/sec, CrossEntropy=2.585, SmoothL1=1.228
[Epoch 159][Batch 1699], Speed: 79.210 samples/sec, CrossEntropy=2.584, SmoothL1=1.226
[Epoch 159][Batch 1799], Speed: 74.128 samples/sec, CrossEntropy=2.584, SmoothL1=1.226
[Epoch 159][Batch 1899], Speed: 79.301 samples/sec, CrossEntropy=2.587, SmoothL1=1.228
[Epoch 159][Batch 1999], Speed: 68.929 samples/sec, CrossEntropy=2.588, SmoothL1=1.229
[Epoch 159][Batch 2099], Speed: 84.702 samples/sec, CrossEntropy=2.590, SmoothL1=1.230
[Epoch 159][Batch 2199], Speed: 78.792 samples/sec, CrossEntropy=2.592, SmoothL1=1.230
[Epoch 159][Batch 2299], Speed: 84.375 samples/sec, CrossEntropy=2.594, SmoothL1=1.229
[Epoch 159][Batch 2399], Speed: 84.769 samples/sec, CrossEntropy=2.594, SmoothL1=1.229
[Epoch 159][Batch 2499], Speed: 82.055 samples/sec, CrossEntropy=2.594, SmoothL1=1.228
[Epoch 159][Batch 2599], Speed: 73.628 samples/sec, CrossEntropy=2.595, SmoothL1=1.228
[Epoch 159][Batch 2699], Speed: 84.132 samples/sec, CrossEntropy=2.596, SmoothL1=1.228
[Epoch 159][Batch 2799], Speed: 79.217 samples/sec, CrossEntropy=2.595, SmoothL1=1.227
[Epoch 159][Batch 2899], Speed: 77.662 samples/sec, CrossEntropy=2.596, SmoothL1=1.228
[Epoch 159][Batch 2999], Speed: 77.696 samples/sec, CrossEntropy=2.598, SmoothL1=1.229
[Epoch 159][Batch 3099], Speed: 81.830 samples/sec, CrossEntropy=2.597, SmoothL1=1.229
[Epoch 159][Batch 3199], Speed: 79.915 samples/sec, CrossEntropy=2.599, SmoothL1=1.230
[Epoch 159][Batch 3299], Speed: 76.903 samples/sec, CrossEntropy=2.599, SmoothL1=1.230
[Epoch 159][Batch 3399], Speed: 82.986 samples/sec, CrossEntropy=2.600, SmoothL1=1.231
[Epoch 159][Batch 3499], Speed: 86.082 samples/sec, CrossEntropy=2.600, SmoothL1=1.231
[Epoch 159][Batch 3599], Speed: 83.886 samples/sec, CrossEntropy=2.599, SmoothL1=1.231
[Epoch 159] Training cost: 1536.948, CrossEntropy=2.600, SmoothL1=1.231
[Epoch 159] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.258
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.445
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.271
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.087
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.298
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.402
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.234
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.349
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.364
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.111
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.419
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.543
person=38.5
bicycle=19.1
car=27.2
motorcycle=29.9
airplane=46.7
bus=51.1
train=48.3
truck=23.8
boat=13.6
traffic light=13.1
fire hydrant=43.9
stop sign=45.9
parking meter=33.2
bench=13.9
bird=18.4
cat=47.7
dog=41.5
horse=40.2
sheep=33.8
cow=34.9
elephant=49.7
bear=55.5
zebra=54.4
giraffe=52.6
backpack=6.4
umbrella=25.1
handbag=5.1
tie=15.1
suitcase=17.7
frisbee=30.1
skis=12.4
snowboard=18.5
sports ball=25.1
kite=22.0
baseball bat=12.9
baseball glove=16.0
skateboard=30.5
surfboard=19.8
tennis racket=26.7
bottle=18.2
wine glass=19.4
cup=24.4
fork=11.8
knife=5.0
spoon=5.0
bowl=26.9
banana=13.0
apple=12.6
sandwich=25.7
orange=16.9
broccoli=15.7
carrot=10.4
hot dog=18.5
pizza=38.3
donut=27.9
cake=21.1
chair=15.9
couch=32.0
potted plant=14.6
bed=32.6
dining table=21.7
toilet=44.9
tv=44.5
laptop=45.8
mouse=36.4
remote=9.5
keyboard=33.3
cell phone=19.0
microwave=39.9
oven=26.8
toaster=6.8
sink=22.9
refrigerator=37.2
book=6.2
clock=34.5
vase=17.2
scissors=14.6
teddy bear=31.6
hair drier=0.0
toothbrush=2.1
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=25.8
[Epoch 160] Set learning rate to 0.0001
[Epoch 160][Batch 99], Speed: 59.598 samples/sec, CrossEntropy=2.560, SmoothL1=1.193
[Epoch 160][Batch 199], Speed: 85.489 samples/sec, CrossEntropy=2.536, SmoothL1=1.195
[Epoch 160][Batch 299], Speed: 75.341 samples/sec, CrossEntropy=2.517, SmoothL1=1.192
[Epoch 160][Batch 399], Speed: 74.808 samples/sec, CrossEntropy=2.505, SmoothL1=1.182
[Epoch 160][Batch 499], Speed: 59.196 samples/sec, CrossEntropy=2.495, SmoothL1=1.179
[Epoch 160][Batch 599], Speed: 78.214 samples/sec, CrossEntropy=2.489, SmoothL1=1.181
[Epoch 160][Batch 699], Speed: 83.505 samples/sec, CrossEntropy=2.489, SmoothL1=1.183
[Epoch 160][Batch 799], Speed: 80.249 samples/sec, CrossEntropy=2.485, SmoothL1=1.184
[Epoch 160][Batch 899], Speed: 78.045 samples/sec, CrossEntropy=2.481, SmoothL1=1.185
[Epoch 160][Batch 999], Speed: 71.298 samples/sec, CrossEntropy=2.477, SmoothL1=1.180
[Epoch 160][Batch 1099], Speed: 76.470 samples/sec, CrossEntropy=2.476, SmoothL1=1.177
[Epoch 160][Batch 1199], Speed: 75.215 samples/sec, CrossEntropy=2.476, SmoothL1=1.179
[Epoch 160][Batch 1299], Speed: 84.191 samples/sec, CrossEntropy=2.471, SmoothL1=1.174
[Epoch 160][Batch 1399], Speed: 76.164 samples/sec, CrossEntropy=2.469, SmoothL1=1.173
[Epoch 160][Batch 1499], Speed: 76.382 samples/sec, CrossEntropy=2.468, SmoothL1=1.172
[Epoch 160][Batch 1599], Speed: 81.045 samples/sec, CrossEntropy=2.466, SmoothL1=1.169
[Epoch 160][Batch 1699], Speed: 74.954 samples/sec, CrossEntropy=2.462, SmoothL1=1.167
[Epoch 160][Batch 1799], Speed: 80.261 samples/sec, CrossEntropy=2.459, SmoothL1=1.166
[Epoch 160][Batch 1899], Speed: 75.293 samples/sec, CrossEntropy=2.458, SmoothL1=1.165
[Epoch 160][Batch 1999], Speed: 83.175 samples/sec, CrossEntropy=2.456, SmoothL1=1.164
[Epoch 160][Batch 2099], Speed: 78.360 samples/sec, CrossEntropy=2.455, SmoothL1=1.164
[Epoch 160][Batch 2199], Speed: 69.733 samples/sec, CrossEntropy=2.455, SmoothL1=1.164
[Epoch 160][Batch 2299], Speed: 65.160 samples/sec, CrossEntropy=2.454, SmoothL1=1.163
[Epoch 160][Batch 2399], Speed: 78.944 samples/sec, CrossEntropy=2.452, SmoothL1=1.162
[Epoch 160][Batch 2499], Speed: 75.784 samples/sec, CrossEntropy=2.452, SmoothL1=1.162
[Epoch 160][Batch 2599], Speed: 64.669 samples/sec, CrossEntropy=2.451, SmoothL1=1.161
[Epoch 160][Batch 2699], Speed: 75.804 samples/sec, CrossEntropy=2.450, SmoothL1=1.161
[Epoch 160][Batch 2799], Speed: 79.273 samples/sec, CrossEntropy=2.449, SmoothL1=1.160
[Epoch 160][Batch 2899], Speed: 79.047 samples/sec, CrossEntropy=2.449, SmoothL1=1.160
[Epoch 160][Batch 2999], Speed: 82.279 samples/sec, CrossEntropy=2.449, SmoothL1=1.161
[Epoch 160][Batch 3099], Speed: 78.284 samples/sec, CrossEntropy=2.449, SmoothL1=1.162
[Epoch 160][Batch 3199], Speed: 75.221 samples/sec, CrossEntropy=2.449, SmoothL1=1.161
[Epoch 160][Batch 3299], Speed: 83.977 samples/sec, CrossEntropy=2.447, SmoothL1=1.160
[Epoch 160][Batch 3399], Speed: 76.359 samples/sec, CrossEntropy=2.447, SmoothL1=1.160
[Epoch 160][Batch 3499], Speed: 84.804 samples/sec, CrossEntropy=2.447, SmoothL1=1.159
[Epoch 160][Batch 3599], Speed: 82.253 samples/sec, CrossEntropy=2.448, SmoothL1=1.160
[Epoch 160] Training cost: 1537.392, CrossEntropy=2.448, SmoothL1=1.159
[Epoch 161][Batch 99], Speed: 51.996 samples/sec, CrossEntropy=2.439, SmoothL1=1.178
[Epoch 161][Batch 199], Speed: 73.563 samples/sec, CrossEntropy=2.458, SmoothL1=1.178
[Epoch 161][Batch 299], Speed: 75.577 samples/sec, CrossEntropy=2.444, SmoothL1=1.157
[Epoch 161][Batch 399], Speed: 79.472 samples/sec, CrossEntropy=2.439, SmoothL1=1.159
[Epoch 161][Batch 499], Speed: 79.892 samples/sec, CrossEntropy=2.429, SmoothL1=1.157
[Epoch 161][Batch 599], Speed: 78.054 samples/sec, CrossEntropy=2.431, SmoothL1=1.157
[Epoch 161][Batch 699], Speed: 83.413 samples/sec, CrossEntropy=2.428, SmoothL1=1.159
[Epoch 161][Batch 799], Speed: 76.181 samples/sec, CrossEntropy=2.429, SmoothL1=1.158
[Epoch 161][Batch 899], Speed: 77.556 samples/sec, CrossEntropy=2.431, SmoothL1=1.157
[Epoch 161][Batch 999], Speed: 83.756 samples/sec, CrossEntropy=2.427, SmoothL1=1.154
[Epoch 161][Batch 1099], Speed: 80.187 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161][Batch 1199], Speed: 76.865 samples/sec, CrossEntropy=2.423, SmoothL1=1.152
[Epoch 161][Batch 1299], Speed: 75.632 samples/sec, CrossEntropy=2.420, SmoothL1=1.150
[Epoch 161][Batch 1399], Speed: 83.713 samples/sec, CrossEntropy=2.420, SmoothL1=1.148
[Epoch 161][Batch 1499], Speed: 76.024 samples/sec, CrossEntropy=2.420, SmoothL1=1.145
[Epoch 161][Batch 1599], Speed: 60.799 samples/sec, CrossEntropy=2.419, SmoothL1=1.143
[Epoch 161][Batch 1699], Speed: 85.286 samples/sec, CrossEntropy=2.419, SmoothL1=1.144
[Epoch 161][Batch 1799], Speed: 74.953 samples/sec, CrossEntropy=2.421, SmoothL1=1.147
[Epoch 161][Batch 1899], Speed: 79.541 samples/sec, CrossEntropy=2.422, SmoothL1=1.148
[Epoch 161][Batch 1999], Speed: 81.888 samples/sec, CrossEntropy=2.424, SmoothL1=1.148
[Epoch 161][Batch 2099], Speed: 78.788 samples/sec, CrossEntropy=2.423, SmoothL1=1.147
[Epoch 161][Batch 2199], Speed: 72.670 samples/sec, CrossEntropy=2.425, SmoothL1=1.149
[Epoch 161][Batch 2299], Speed: 77.341 samples/sec, CrossEntropy=2.425, SmoothL1=1.149
[Epoch 161][Batch 2399], Speed: 77.441 samples/sec, CrossEntropy=2.426, SmoothL1=1.149
[Epoch 161][Batch 2499], Speed: 80.422 samples/sec, CrossEntropy=2.426, SmoothL1=1.150
[Epoch 161][Batch 2599], Speed: 78.971 samples/sec, CrossEntropy=2.426, SmoothL1=1.151
[Epoch 161][Batch 2699], Speed: 77.031 samples/sec, CrossEntropy=2.425, SmoothL1=1.151
[Epoch 161][Batch 2799], Speed: 78.005 samples/sec, CrossEntropy=2.427, SmoothL1=1.153
[Epoch 161][Batch 2899], Speed: 67.107 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161][Batch 2999], Speed: 84.305 samples/sec, CrossEntropy=2.427, SmoothL1=1.153
[Epoch 161][Batch 3099], Speed: 76.579 samples/sec, CrossEntropy=2.427, SmoothL1=1.153
[Epoch 161][Batch 3199], Speed: 79.008 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161][Batch 3299], Speed: 75.430 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161][Batch 3399], Speed: 77.843 samples/sec, CrossEntropy=2.426, SmoothL1=1.152
[Epoch 161][Batch 3499], Speed: 84.578 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161][Batch 3599], Speed: 85.485 samples/sec, CrossEntropy=2.426, SmoothL1=1.153
[Epoch 161] Training cost: 1541.632, CrossEntropy=2.426, SmoothL1=1.152
[Epoch 162][Batch 99], Speed: 51.934 samples/sec, CrossEntropy=2.432, SmoothL1=1.160
[Epoch 162][Batch 199], Speed: 83.916 samples/sec, CrossEntropy=2.424, SmoothL1=1.154
[Epoch 162][Batch 299], Speed: 78.599 samples/sec, CrossEntropy=2.430, SmoothL1=1.157
[Epoch 162][Batch 399], Speed: 78.707 samples/sec, CrossEntropy=2.419, SmoothL1=1.146
[Epoch 162][Batch 499], Speed: 78.449 samples/sec, CrossEntropy=2.416, SmoothL1=1.146
[Epoch 162][Batch 599], Speed: 76.771 samples/sec, CrossEntropy=2.418, SmoothL1=1.149
[Epoch 162][Batch 699], Speed: 76.330 samples/sec, CrossEntropy=2.418, SmoothL1=1.152
[Epoch 162][Batch 799], Speed: 76.872 samples/sec, CrossEntropy=2.419, SmoothL1=1.154
[Epoch 162][Batch 899], Speed: 72.882 samples/sec, CrossEntropy=2.423, SmoothL1=1.158
[Epoch 162][Batch 999], Speed: 79.901 samples/sec, CrossEntropy=2.427, SmoothL1=1.159
[Epoch 162][Batch 1099], Speed: 79.113 samples/sec, CrossEntropy=2.426, SmoothL1=1.160
[Epoch 162][Batch 1199], Speed: 85.196 samples/sec, CrossEntropy=2.426, SmoothL1=1.161
[Epoch 162][Batch 1299], Speed: 78.552 samples/sec, CrossEntropy=2.427, SmoothL1=1.159
[Epoch 162][Batch 1399], Speed: 76.787 samples/sec, CrossEntropy=2.427, SmoothL1=1.159
[Epoch 162][Batch 1499], Speed: 74.761 samples/sec, CrossEntropy=2.428, SmoothL1=1.158
[Epoch 162][Batch 1599], Speed: 79.345 samples/sec, CrossEntropy=2.427, SmoothL1=1.156
[Epoch 162][Batch 1699], Speed: 79.030 samples/sec, CrossEntropy=2.425, SmoothL1=1.154
[Epoch 162][Batch 1799], Speed: 76.223 samples/sec, CrossEntropy=2.425, SmoothL1=1.153
[Epoch 162][Batch 1899], Speed: 82.481 samples/sec, CrossEntropy=2.426, SmoothL1=1.154
[Epoch 162][Batch 1999], Speed: 76.033 samples/sec, CrossEntropy=2.428, SmoothL1=1.156
[Epoch 162][Batch 2099], Speed: 76.222 samples/sec, CrossEntropy=2.427, SmoothL1=1.156
[Epoch 162][Batch 2199], Speed: 84.168 samples/sec, CrossEntropy=2.426, SmoothL1=1.155
[Epoch 162][Batch 2299], Speed: 77.797 samples/sec, CrossEntropy=2.426, SmoothL1=1.155
[Epoch 162][Batch 2399], Speed: 77.061 samples/sec, CrossEntropy=2.424, SmoothL1=1.153
[Epoch 162][Batch 2499], Speed: 82.404 samples/sec, CrossEntropy=2.423, SmoothL1=1.152
[Epoch 162][Batch 2599], Speed: 77.216 samples/sec, CrossEntropy=2.423, SmoothL1=1.153
[Epoch 162][Batch 2699], Speed: 78.421 samples/sec, CrossEntropy=2.423, SmoothL1=1.153
[Epoch 162][Batch 2799], Speed: 74.824 samples/sec, CrossEntropy=2.422, SmoothL1=1.152
[Epoch 162][Batch 2899], Speed: 76.262 samples/sec, CrossEntropy=2.423, SmoothL1=1.152
[Epoch 162][Batch 2999], Speed: 80.141 samples/sec, CrossEntropy=2.422, SmoothL1=1.151
[Epoch 162][Batch 3099], Speed: 75.609 samples/sec, CrossEntropy=2.422, SmoothL1=1.151
[Epoch 162][Batch 3199], Speed: 83.497 samples/sec, CrossEntropy=2.422, SmoothL1=1.151
[Epoch 162][Batch 3299], Speed: 76.811 samples/sec, CrossEntropy=2.421, SmoothL1=1.150
[Epoch 162][Batch 3399], Speed: 77.160 samples/sec, CrossEntropy=2.420, SmoothL1=1.148
[Epoch 162][Batch 3499], Speed: 84.758 samples/sec, CrossEntropy=2.421, SmoothL1=1.149
[Epoch 162][Batch 3599], Speed: 85.457 samples/sec, CrossEntropy=2.421, SmoothL1=1.150
[Epoch 162] Training cost: 1536.733, CrossEntropy=2.421, SmoothL1=1.150
[Epoch 163][Batch 99], Speed: 50.358 samples/sec, CrossEntropy=2.414, SmoothL1=1.132
[Epoch 163][Batch 199], Speed: 83.999 samples/sec, CrossEntropy=2.403, SmoothL1=1.132
[Epoch 163][Batch 299], Speed: 79.653 samples/sec, CrossEntropy=2.397, SmoothL1=1.124
[Epoch 163][Batch 399], Speed: 76.340 samples/sec, CrossEntropy=2.399, SmoothL1=1.125
[Epoch 163][Batch 499], Speed: 74.710 samples/sec, CrossEntropy=2.395, SmoothL1=1.122
[Epoch 163][Batch 599], Speed: 79.965 samples/sec, CrossEntropy=2.396, SmoothL1=1.121
[Epoch 163][Batch 699], Speed: 76.756 samples/sec, CrossEntropy=2.402, SmoothL1=1.125
[Epoch 163][Batch 799], Speed: 76.816 samples/sec, CrossEntropy=2.405, SmoothL1=1.134
[Epoch 163][Batch 899], Speed: 83.782 samples/sec, CrossEntropy=2.405, SmoothL1=1.134
[Epoch 163][Batch 999], Speed: 75.101 samples/sec, CrossEntropy=2.407, SmoothL1=1.136
[Epoch 163][Batch 1099], Speed: 77.864 samples/sec, CrossEntropy=2.405, SmoothL1=1.138
[Epoch 163][Batch 1199], Speed: 83.079 samples/sec, CrossEntropy=2.404, SmoothL1=1.138
[Epoch 163][Batch 1299], Speed: 80.441 samples/sec, CrossEntropy=2.406, SmoothL1=1.139
[Epoch 163][Batch 1399], Speed: 80.036 samples/sec, CrossEntropy=2.405, SmoothL1=1.136
[Epoch 163][Batch 1499], Speed: 78.212 samples/sec, CrossEntropy=2.404, SmoothL1=1.136
[Epoch 163][Batch 1599], Speed: 80.878 samples/sec, CrossEntropy=2.404, SmoothL1=1.136
[Epoch 163][Batch 1699], Speed: 76.207 samples/sec, CrossEntropy=2.405, SmoothL1=1.137
[Epoch 163][Batch 1799], Speed: 76.197 samples/sec, CrossEntropy=2.407, SmoothL1=1.137
[Epoch 163][Batch 1899], Speed: 75.522 samples/sec, CrossEntropy=2.406, SmoothL1=1.137
[Epoch 163][Batch 1999], Speed: 80.308 samples/sec, CrossEntropy=2.407, SmoothL1=1.138
[Epoch 163][Batch 2099], Speed: 69.812 samples/sec, CrossEntropy=2.409, SmoothL1=1.140
[Epoch 163][Batch 2199], Speed: 84.132 samples/sec, CrossEntropy=2.410, SmoothL1=1.142
[Epoch 163][Batch 2299], Speed: 75.007 samples/sec, CrossEntropy=2.408, SmoothL1=1.142
[Epoch 163][Batch 2399], Speed: 75.577 samples/sec, CrossEntropy=2.408, SmoothL1=1.142
[Epoch 163][Batch 2499], Speed: 82.363 samples/sec, CrossEntropy=2.409, SmoothL1=1.142
[Epoch 163][Batch 2599], Speed: 76.769 samples/sec, CrossEntropy=2.409, SmoothL1=1.142
[Epoch 163][Batch 2699], Speed: 78.294 samples/sec, CrossEntropy=2.409, SmoothL1=1.142
[Epoch 163][Batch 2799], Speed: 72.187 samples/sec, CrossEntropy=2.409, SmoothL1=1.143
[Epoch 163][Batch 2899], Speed: 81.537 samples/sec, CrossEntropy=2.409, SmoothL1=1.144
[Epoch 163][Batch 2999], Speed: 76.462 samples/sec, CrossEntropy=2.409, SmoothL1=1.145
[Epoch 163][Batch 3099], Speed: 76.550 samples/sec, CrossEntropy=2.408, SmoothL1=1.143
[Epoch 163][Batch 3199], Speed: 77.519 samples/sec, CrossEntropy=2.409, SmoothL1=1.144
[Epoch 163][Batch 3299], Speed: 79.828 samples/sec, CrossEntropy=2.409, SmoothL1=1.145
[Epoch 163][Batch 3399], Speed: 73.232 samples/sec, CrossEntropy=2.409, SmoothL1=1.144
[Epoch 163][Batch 3499], Speed: 85.298 samples/sec, CrossEntropy=2.409, SmoothL1=1.144
[Epoch 163][Batch 3599], Speed: 84.551 samples/sec, CrossEntropy=2.409, SmoothL1=1.143
[Epoch 163] Training cost: 1535.782, CrossEntropy=2.408, SmoothL1=1.142
[Epoch 164][Batch 99], Speed: 55.788 samples/sec, CrossEntropy=2.399, SmoothL1=1.147
[Epoch 164][Batch 199], Speed: 81.302 samples/sec, CrossEntropy=2.386, SmoothL1=1.129
[Epoch 164][Batch 299], Speed: 72.915 samples/sec, CrossEntropy=2.409, SmoothL1=1.132
[Epoch 164][Batch 399], Speed: 77.759 samples/sec, CrossEntropy=2.414, SmoothL1=1.138
[Epoch 164][Batch 499], Speed: 73.012 samples/sec, CrossEntropy=2.410, SmoothL1=1.140
[Epoch 164][Batch 599], Speed: 79.125 samples/sec, CrossEntropy=2.410, SmoothL1=1.142
[Epoch 164][Batch 699], Speed: 80.088 samples/sec, CrossEntropy=2.408, SmoothL1=1.144
[Epoch 164][Batch 799], Speed: 70.225 samples/sec, CrossEntropy=2.408, SmoothL1=1.146
[Epoch 164][Batch 899], Speed: 78.908 samples/sec, CrossEntropy=2.404, SmoothL1=1.144
[Epoch 164][Batch 999], Speed: 73.414 samples/sec, CrossEntropy=2.402, SmoothL1=1.143
[Epoch 164][Batch 1099], Speed: 78.452 samples/sec, CrossEntropy=2.401, SmoothL1=1.142
[Epoch 164][Batch 1199], Speed: 74.348 samples/sec, CrossEntropy=2.403, SmoothL1=1.141
[Epoch 164][Batch 1299], Speed: 78.499 samples/sec, CrossEntropy=2.400, SmoothL1=1.139
[Epoch 164][Batch 1399], Speed: 74.121 samples/sec, CrossEntropy=2.398, SmoothL1=1.136
[Epoch 164][Batch 1499], Speed: 82.488 samples/sec, CrossEntropy=2.400, SmoothL1=1.137
[Epoch 164][Batch 1599], Speed: 78.283 samples/sec, CrossEntropy=2.401, SmoothL1=1.137
[Epoch 164][Batch 1699], Speed: 78.518 samples/sec, CrossEntropy=2.401, SmoothL1=1.138
[Epoch 164][Batch 1799], Speed: 73.317 samples/sec, CrossEntropy=2.402, SmoothL1=1.138
[Epoch 164][Batch 1899], Speed: 78.132 samples/sec, CrossEntropy=2.402, SmoothL1=1.138
[Epoch 164][Batch 1999], Speed: 79.829 samples/sec, CrossEntropy=2.404, SmoothL1=1.140
[Epoch 164][Batch 2099], Speed: 64.864 samples/sec, CrossEntropy=2.404, SmoothL1=1.140
[Epoch 164][Batch 2199], Speed: 80.202 samples/sec, CrossEntropy=2.404, SmoothL1=1.140
[Epoch 164][Batch 2299], Speed: 75.226 samples/sec, CrossEntropy=2.404, SmoothL1=1.141
[Epoch 164][Batch 2399], Speed: 80.694 samples/sec, CrossEntropy=2.403, SmoothL1=1.141
[Epoch 164][Batch 2499], Speed: 78.547 samples/sec, CrossEntropy=2.402, SmoothL1=1.140
[Epoch 164][Batch 2599], Speed: 84.643 samples/sec, CrossEntropy=2.402, SmoothL1=1.141
[Epoch 164][Batch 2699], Speed: 78.484 samples/sec, CrossEntropy=2.403, SmoothL1=1.143
[Epoch 164][Batch 2799], Speed: 64.147 samples/sec, CrossEntropy=2.406, SmoothL1=1.145
[Epoch 164][Batch 2899], Speed: 77.749 samples/sec, CrossEntropy=2.406, SmoothL1=1.146
[Epoch 164][Batch 2999], Speed: 79.527 samples/sec, CrossEntropy=2.406, SmoothL1=1.146
[Epoch 164][Batch 3099], Speed: 84.000 samples/sec, CrossEntropy=2.405, SmoothL1=1.146
[Epoch 164][Batch 3199], Speed: 77.574 samples/sec, CrossEntropy=2.404, SmoothL1=1.144
[Epoch 164][Batch 3299], Speed: 80.224 samples/sec, CrossEntropy=2.404, SmoothL1=1.144
[Epoch 164][Batch 3399], Speed: 85.337 samples/sec, CrossEntropy=2.405, SmoothL1=1.144
[Epoch 164][Batch 3499], Speed: 84.785 samples/sec, CrossEntropy=2.405, SmoothL1=1.143
[Epoch 164][Batch 3599], Speed: 85.284 samples/sec, CrossEntropy=2.403, SmoothL1=1.142
[Epoch 164] Training cost: 1547.511, CrossEntropy=2.403, SmoothL1=1.142
[Epoch 165][Batch 99], Speed: 50.543 samples/sec, CrossEntropy=2.393, SmoothL1=1.123
[Epoch 165][Batch 199], Speed: 79.412 samples/sec, CrossEntropy=2.396, SmoothL1=1.133
[Epoch 165][Batch 299], Speed: 75.916 samples/sec, CrossEntropy=2.392, SmoothL1=1.128
[Epoch 165][Batch 399], Speed: 63.458 samples/sec, CrossEntropy=2.387, SmoothL1=1.119
[Epoch 165][Batch 499], Speed: 78.315 samples/sec, CrossEntropy=2.383, SmoothL1=1.121
[Epoch 165][Batch 599], Speed: 79.920 samples/sec, CrossEntropy=2.372, SmoothL1=1.113
[Epoch 165][Batch 699], Speed: 79.078 samples/sec, CrossEntropy=2.373, SmoothL1=1.119
[Epoch 165][Batch 799], Speed: 77.757 samples/sec, CrossEntropy=2.378, SmoothL1=1.123
[Epoch 165][Batch 899], Speed: 76.066 samples/sec, CrossEntropy=2.376, SmoothL1=1.122
[Epoch 165][Batch 999], Speed: 84.741 samples/sec, CrossEntropy=2.378, SmoothL1=1.123
[Epoch 165][Batch 1099], Speed: 84.540 samples/sec, CrossEntropy=2.378, SmoothL1=1.124
[Epoch 165][Batch 1199], Speed: 74.473 samples/sec, CrossEntropy=2.380, SmoothL1=1.124
[Epoch 165][Batch 1299], Speed: 80.776 samples/sec, CrossEntropy=2.380, SmoothL1=1.125
[Epoch 165][Batch 1399], Speed: 78.029 samples/sec, CrossEntropy=2.378, SmoothL1=1.125
[Epoch 165][Batch 1499], Speed: 79.072 samples/sec, CrossEntropy=2.380, SmoothL1=1.128
[Epoch 165][Batch 1599], Speed: 77.112 samples/sec, CrossEntropy=2.379, SmoothL1=1.128
[Epoch 165][Batch 1699], Speed: 74.709 samples/sec, CrossEntropy=2.379, SmoothL1=1.126
[Epoch 165][Batch 1799], Speed: 77.046 samples/sec, CrossEntropy=2.381, SmoothL1=1.129
[Epoch 165][Batch 1899], Speed: 78.329 samples/sec, CrossEntropy=2.383, SmoothL1=1.130
[Epoch 165][Batch 1999], Speed: 68.205 samples/sec, CrossEntropy=2.384, SmoothL1=1.131
[Epoch 165][Batch 2099], Speed: 81.744 samples/sec, CrossEntropy=2.385, SmoothL1=1.133
[Epoch 165][Batch 2199], Speed: 77.261 samples/sec, CrossEntropy=2.386, SmoothL1=1.133
[Epoch 165][Batch 2299], Speed: 79.649 samples/sec, CrossEntropy=2.388, SmoothL1=1.134
[Epoch 165][Batch 2399], Speed: 80.179 samples/sec, CrossEntropy=2.388, SmoothL1=1.134
[Epoch 165][Batch 2499], Speed: 75.236 samples/sec, CrossEntropy=2.388, SmoothL1=1.134
[Epoch 165][Batch 2599], Speed: 77.306 samples/sec, CrossEntropy=2.390, SmoothL1=1.136
[Epoch 165][Batch 2699], Speed: 74.370 samples/sec, CrossEntropy=2.390, SmoothL1=1.136
[Epoch 165][Batch 2799], Speed: 77.448 samples/sec, CrossEntropy=2.391, SmoothL1=1.136
[Epoch 165][Batch 2899], Speed: 77.755 samples/sec, CrossEntropy=2.392, SmoothL1=1.136
[Epoch 165][Batch 2999], Speed: 85.312 samples/sec, CrossEntropy=2.392, SmoothL1=1.137
[Epoch 165][Batch 3099], Speed: 79.492 samples/sec, CrossEntropy=2.393, SmoothL1=1.137
[Epoch 165][Batch 3199], Speed: 79.528 samples/sec, CrossEntropy=2.394, SmoothL1=1.137
[Epoch 165][Batch 3299], Speed: 79.633 samples/sec, CrossEntropy=2.394, SmoothL1=1.138
[Epoch 165][Batch 3399], Speed: 84.446 samples/sec, CrossEntropy=2.394, SmoothL1=1.138
[Epoch 165][Batch 3499], Speed: 85.378 samples/sec, CrossEntropy=2.396, SmoothL1=1.139
[Epoch 165][Batch 3599], Speed: 84.825 samples/sec, CrossEntropy=2.396, SmoothL1=1.140
[Epoch 165] Training cost: 1537.131, CrossEntropy=2.396, SmoothL1=1.140
[Epoch 166][Batch 99], Speed: 52.237 samples/sec, CrossEntropy=2.356, SmoothL1=1.089
[Epoch 166][Batch 199], Speed: 78.475 samples/sec, CrossEntropy=2.371, SmoothL1=1.117
[Epoch 166][Batch 299], Speed: 76.662 samples/sec, CrossEntropy=2.387, SmoothL1=1.134
[Epoch 166][Batch 399], Speed: 71.431 samples/sec, CrossEntropy=2.394, SmoothL1=1.138
[Epoch 166][Batch 499], Speed: 85.555 samples/sec, CrossEntropy=2.398, SmoothL1=1.139
[Epoch 166][Batch 599], Speed: 78.666 samples/sec, CrossEntropy=2.400, SmoothL1=1.142
[Epoch 166][Batch 699], Speed: 79.005 samples/sec, CrossEntropy=2.396, SmoothL1=1.137
[Epoch 166][Batch 799], Speed: 52.717 samples/sec, CrossEntropy=2.392, SmoothL1=1.135
[Epoch 166][Batch 899], Speed: 79.143 samples/sec, CrossEntropy=2.395, SmoothL1=1.138
[Epoch 166][Batch 999], Speed: 77.258 samples/sec, CrossEntropy=2.395, SmoothL1=1.137
[Epoch 166][Batch 1099], Speed: 64.254 samples/sec, CrossEntropy=2.398, SmoothL1=1.139
[Epoch 166][Batch 1199], Speed: 79.050 samples/sec, CrossEntropy=2.396, SmoothL1=1.137
[Epoch 166][Batch 1299], Speed: 79.108 samples/sec, CrossEntropy=2.396, SmoothL1=1.136
[Epoch 166][Batch 1399], Speed: 77.813 samples/sec, CrossEntropy=2.397, SmoothL1=1.138
[Epoch 166][Batch 1499], Speed: 81.006 samples/sec, CrossEntropy=2.400, SmoothL1=1.139
[Epoch 166][Batch 1599], Speed: 77.860 samples/sec, CrossEntropy=2.401, SmoothL1=1.140
[Epoch 166][Batch 1699], Speed: 76.636 samples/sec, CrossEntropy=2.402, SmoothL1=1.142
[Epoch 166][Batch 1799], Speed: 77.840 samples/sec, CrossEntropy=2.401, SmoothL1=1.142
[Epoch 166][Batch 1899], Speed: 80.169 samples/sec, CrossEntropy=2.402, SmoothL1=1.144
[Epoch 166][Batch 1999], Speed: 78.892 samples/sec, CrossEntropy=2.403, SmoothL1=1.146
[Epoch 166][Batch 2099], Speed: 62.505 samples/sec, CrossEntropy=2.404, SmoothL1=1.147
[Epoch 166][Batch 2199], Speed: 76.678 samples/sec, CrossEntropy=2.405, SmoothL1=1.147
[Epoch 166][Batch 2299], Speed: 77.848 samples/sec, CrossEntropy=2.401, SmoothL1=1.145
[Epoch 166][Batch 2399], Speed: 85.306 samples/sec, CrossEntropy=2.398, SmoothL1=1.143
[Epoch 166][Batch 2499], Speed: 76.412 samples/sec, CrossEntropy=2.397, SmoothL1=1.142
[Epoch 166][Batch 2599], Speed: 76.296 samples/sec, CrossEntropy=2.398, SmoothL1=1.142
[Epoch 166][Batch 2699], Speed: 84.774 samples/sec, CrossEntropy=2.398, SmoothL1=1.142
[Epoch 166][Batch 2799], Speed: 81.199 samples/sec, CrossEntropy=2.398, SmoothL1=1.141
[Epoch 166][Batch 2899], Speed: 74.396 samples/sec, CrossEntropy=2.398, SmoothL1=1.141
[Epoch 166][Batch 2999], Speed: 76.144 samples/sec, CrossEntropy=2.398, SmoothL1=1.141
[Epoch 166][Batch 3099], Speed: 81.979 samples/sec, CrossEntropy=2.398, SmoothL1=1.141
[Epoch 166][Batch 3199], Speed: 78.271 samples/sec, CrossEntropy=2.398, SmoothL1=1.141
[Epoch 166][Batch 3299], Speed: 77.456 samples/sec, CrossEntropy=2.397, SmoothL1=1.140
[Epoch 166][Batch 3399], Speed: 82.528 samples/sec, CrossEntropy=2.397, SmoothL1=1.139
[Epoch 166][Batch 3499], Speed: 83.626 samples/sec, CrossEntropy=2.396, SmoothL1=1.139
[Epoch 166][Batch 3599], Speed: 85.592 samples/sec, CrossEntropy=2.395, SmoothL1=1.138
[Epoch 166] Training cost: 1537.028, CrossEntropy=2.396, SmoothL1=1.138
[Epoch 167][Batch 99], Speed: 62.784 samples/sec, CrossEntropy=2.424, SmoothL1=1.143
[Epoch 167][Batch 199], Speed: 78.828 samples/sec, CrossEntropy=2.409, SmoothL1=1.133
[Epoch 167][Batch 299], Speed: 79.487 samples/sec, CrossEntropy=2.401, SmoothL1=1.130
[Epoch 167][Batch 399], Speed: 75.814 samples/sec, CrossEntropy=2.408, SmoothL1=1.146
[Epoch 167][Batch 499], Speed: 81.198 samples/sec, CrossEntropy=2.413, SmoothL1=1.156
[Epoch 167][Batch 599], Speed: 76.576 samples/sec, CrossEntropy=2.410, SmoothL1=1.156
[Epoch 167][Batch 699], Speed: 79.950 samples/sec, CrossEntropy=2.408, SmoothL1=1.153
[Epoch 167][Batch 799], Speed: 74.983 samples/sec, CrossEntropy=2.405, SmoothL1=1.148
[Epoch 167][Batch 899], Speed: 79.063 samples/sec, CrossEntropy=2.403, SmoothL1=1.144
[Epoch 167][Batch 999], Speed: 80.725 samples/sec, CrossEntropy=2.401, SmoothL1=1.142
[Epoch 167][Batch 1099], Speed: 73.897 samples/sec, CrossEntropy=2.402, SmoothL1=1.144
[Epoch 167][Batch 1199], Speed: 78.347 samples/sec, CrossEntropy=2.399, SmoothL1=1.143
[Epoch 167][Batch 1299], Speed: 79.183 samples/sec, CrossEntropy=2.395, SmoothL1=1.140
[Epoch 167][Batch 1399], Speed: 74.396 samples/sec, CrossEntropy=2.391, SmoothL1=1.136
[Epoch 167][Batch 1499], Speed: 81.155 samples/sec, CrossEntropy=2.389, SmoothL1=1.135
[Epoch 167][Batch 1599], Speed: 82.247 samples/sec, CrossEntropy=2.391, SmoothL1=1.137
[Epoch 167][Batch 1699], Speed: 75.949 samples/sec, CrossEntropy=2.389, SmoothL1=1.136
[Epoch 167][Batch 1799], Speed: 82.854 samples/sec, CrossEntropy=2.390, SmoothL1=1.136
[Epoch 167][Batch 1899], Speed: 78.835 samples/sec, CrossEntropy=2.389, SmoothL1=1.136
[Epoch 167][Batch 1999], Speed: 77.752 samples/sec, CrossEntropy=2.388, SmoothL1=1.136
[Epoch 167][Batch 2099], Speed: 56.525 samples/sec, CrossEntropy=2.387, SmoothL1=1.135
[Epoch 167][Batch 2199], Speed: 77.507 samples/sec, CrossEntropy=2.386, SmoothL1=1.133
[Epoch 167][Batch 2299], Speed: 78.071 samples/sec, CrossEntropy=2.385, SmoothL1=1.134
[Epoch 167][Batch 2399], Speed: 60.496 samples/sec, CrossEntropy=2.383, SmoothL1=1.131
[Epoch 167][Batch 2499], Speed: 82.441 samples/sec, CrossEntropy=2.383, SmoothL1=1.129
[Epoch 167][Batch 2599], Speed: 76.790 samples/sec, CrossEntropy=2.382, SmoothL1=1.129
[Epoch 167][Batch 2699], Speed: 77.143 samples/sec, CrossEntropy=2.383, SmoothL1=1.131
[Epoch 167][Batch 2799], Speed: 76.704 samples/sec, CrossEntropy=2.384, SmoothL1=1.132
[Epoch 167][Batch 2899], Speed: 79.320 samples/sec, CrossEntropy=2.385, SmoothL1=1.131
[Epoch 167][Batch 2999], Speed: 80.452 samples/sec, CrossEntropy=2.384, SmoothL1=1.131
[Epoch 167][Batch 3099], Speed: 83.241 samples/sec, CrossEntropy=2.385, SmoothL1=1.131
[Epoch 167][Batch 3199], Speed: 77.102 samples/sec, CrossEntropy=2.385, SmoothL1=1.131
[Epoch 167][Batch 3299], Speed: 81.265 samples/sec, CrossEntropy=2.386, SmoothL1=1.132
[Epoch 167][Batch 3399], Speed: 84.700 samples/sec, CrossEntropy=2.386, SmoothL1=1.132
[Epoch 167][Batch 3499], Speed: 85.320 samples/sec, CrossEntropy=2.387, SmoothL1=1.133
[Epoch 167][Batch 3599], Speed: 86.226 samples/sec, CrossEntropy=2.389, SmoothL1=1.133
[Epoch 167] Training cost: 1534.230, CrossEntropy=2.389, SmoothL1=1.133
[Epoch 168][Batch 99], Speed: 53.263 samples/sec, CrossEntropy=2.405, SmoothL1=1.094
[Epoch 168][Batch 199], Speed: 76.428 samples/sec, CrossEntropy=2.386, SmoothL1=1.105
[Epoch 168][Batch 299], Speed: 78.469 samples/sec, CrossEntropy=2.385, SmoothL1=1.118
[Epoch 168][Batch 399], Speed: 77.485 samples/sec, CrossEntropy=2.386, SmoothL1=1.126
[Epoch 168][Batch 499], Speed: 75.889 samples/sec, CrossEntropy=2.393, SmoothL1=1.134
[Epoch 168][Batch 599], Speed: 64.449 samples/sec, CrossEntropy=2.394, SmoothL1=1.137
[Epoch 168][Batch 699], Speed: 77.880 samples/sec, CrossEntropy=2.392, SmoothL1=1.138
[Epoch 168][Batch 799], Speed: 77.578 samples/sec, CrossEntropy=2.391, SmoothL1=1.137
[Epoch 168][Batch 899], Speed: 75.093 samples/sec, CrossEntropy=2.389, SmoothL1=1.136
[Epoch 168][Batch 999], Speed: 80.965 samples/sec, CrossEntropy=2.389, SmoothL1=1.137
[Epoch 168][Batch 1099], Speed: 74.268 samples/sec, CrossEntropy=2.389, SmoothL1=1.136
[Epoch 168][Batch 1199], Speed: 79.015 samples/sec, CrossEntropy=2.390, SmoothL1=1.136
[Epoch 168][Batch 1299], Speed: 76.763 samples/sec, CrossEntropy=2.388, SmoothL1=1.135
[Epoch 168][Batch 1399], Speed: 79.639 samples/sec, CrossEntropy=2.389, SmoothL1=1.136
[Epoch 168][Batch 1499], Speed: 76.746 samples/sec, CrossEntropy=2.385, SmoothL1=1.133
[Epoch 168][Batch 1599], Speed: 76.828 samples/sec, CrossEntropy=2.384, SmoothL1=1.133
[Epoch 168][Batch 1699], Speed: 79.566 samples/sec, CrossEntropy=2.383, SmoothL1=1.132
[Epoch 168][Batch 1799], Speed: 78.364 samples/sec, CrossEntropy=2.384, SmoothL1=1.132
[Epoch 168][Batch 1899], Speed: 83.239 samples/sec, CrossEntropy=2.385, SmoothL1=1.133
[Epoch 168][Batch 1999], Speed: 77.645 samples/sec, CrossEntropy=2.385, SmoothL1=1.133
[Epoch 168][Batch 2099], Speed: 74.219 samples/sec, CrossEntropy=2.384, SmoothL1=1.132
[Epoch 168][Batch 2199], Speed: 83.391 samples/sec, CrossEntropy=2.383, SmoothL1=1.131
[Epoch 168][Batch 2299], Speed: 82.231 samples/sec, CrossEntropy=2.383, SmoothL1=1.131
[Epoch 168][Batch 2399], Speed: 77.979 samples/sec, CrossEntropy=2.382, SmoothL1=1.131
[Epoch 168][Batch 2499], Speed: 85.059 samples/sec, CrossEntropy=2.382, SmoothL1=1.130
[Epoch 168][Batch 2599], Speed: 82.114 samples/sec, CrossEntropy=2.382, SmoothL1=1.129
[Epoch 168][Batch 2699], Speed: 77.808 samples/sec, CrossEntropy=2.381, SmoothL1=1.130
[Epoch 168][Batch 2799], Speed: 76.924 samples/sec, CrossEntropy=2.380, SmoothL1=1.128
[Epoch 168][Batch 2899], Speed: 84.029 samples/sec, CrossEntropy=2.381, SmoothL1=1.128
[Epoch 168][Batch 2999], Speed: 80.711 samples/sec, CrossEntropy=2.382, SmoothL1=1.128
[Epoch 168][Batch 3099], Speed: 80.769 samples/sec, CrossEntropy=2.381, SmoothL1=1.127
[Epoch 168][Batch 3199], Speed: 81.405 samples/sec, CrossEntropy=2.382, SmoothL1=1.127
[Epoch 168][Batch 3299], Speed: 77.791 samples/sec, CrossEntropy=2.383, SmoothL1=1.128
[Epoch 168][Batch 3399], Speed: 77.513 samples/sec, CrossEntropy=2.383, SmoothL1=1.128
[Epoch 168][Batch 3499], Speed: 83.601 samples/sec, CrossEntropy=2.384, SmoothL1=1.130
[Epoch 168][Batch 3599], Speed: 85.335 samples/sec, CrossEntropy=2.384, SmoothL1=1.130
[Epoch 168] Training cost: 1538.713, CrossEntropy=2.385, SmoothL1=1.130
[Epoch 169][Batch 99], Speed: 50.594 samples/sec, CrossEntropy=2.397, SmoothL1=1.138
[Epoch 169][Batch 199], Speed: 77.982 samples/sec, CrossEntropy=2.385, SmoothL1=1.145
[Epoch 169][Batch 299], Speed: 84.561 samples/sec, CrossEntropy=2.390, SmoothL1=1.157
[Epoch 169][Batch 399], Speed: 76.223 samples/sec, CrossEntropy=2.380, SmoothL1=1.144
[Epoch 169][Batch 499], Speed: 83.171 samples/sec, CrossEntropy=2.373, SmoothL1=1.132
[Epoch 169][Batch 599], Speed: 77.748 samples/sec, CrossEntropy=2.375, SmoothL1=1.131
[Epoch 169][Batch 699], Speed: 76.984 samples/sec, CrossEntropy=2.375, SmoothL1=1.130
[Epoch 169][Batch 799], Speed: 80.513 samples/sec, CrossEntropy=2.375, SmoothL1=1.127
[Epoch 169][Batch 899], Speed: 76.307 samples/sec, CrossEntropy=2.375, SmoothL1=1.128
[Epoch 169][Batch 999], Speed: 77.984 samples/sec, CrossEntropy=2.378, SmoothL1=1.132
[Epoch 169][Batch 1099], Speed: 79.778 samples/sec, CrossEntropy=2.377, SmoothL1=1.128
[Epoch 169][Batch 1199], Speed: 80.621 samples/sec, CrossEntropy=2.374, SmoothL1=1.126
[Epoch 169][Batch 1299], Speed: 85.413 samples/sec, CrossEntropy=2.375, SmoothL1=1.124
[Epoch 169][Batch 1399], Speed: 84.529 samples/sec, CrossEntropy=2.375, SmoothL1=1.124
[Epoch 169][Batch 1499], Speed: 76.491 samples/sec, CrossEntropy=2.374, SmoothL1=1.123
[Epoch 169][Batch 1599], Speed: 79.255 samples/sec, CrossEntropy=2.374, SmoothL1=1.124
[Epoch 169][Batch 1699], Speed: 84.429 samples/sec, CrossEntropy=2.376, SmoothL1=1.124
[Epoch 169][Batch 1799], Speed: 82.093 samples/sec, CrossEntropy=2.376, SmoothL1=1.126
[Epoch 169][Batch 1899], Speed: 75.951 samples/sec, CrossEntropy=2.378, SmoothL1=1.128
[Epoch 169][Batch 1999], Speed: 78.430 samples/sec, CrossEntropy=2.379, SmoothL1=1.129
[Epoch 169][Batch 2099], Speed: 82.365 samples/sec, CrossEntropy=2.379, SmoothL1=1.130
[Epoch 169][Batch 2199], Speed: 76.547 samples/sec, CrossEntropy=2.380, SmoothL1=1.131
[Epoch 169][Batch 2299], Speed: 80.031 samples/sec, CrossEntropy=2.380, SmoothL1=1.131
[Epoch 169][Batch 2399], Speed: 76.553 samples/sec, CrossEntropy=2.381, SmoothL1=1.130
[Epoch 169][Batch 2499], Speed: 78.986 samples/sec, CrossEntropy=2.381, SmoothL1=1.130
[Epoch 169][Batch 2599], Speed: 78.295 samples/sec, CrossEntropy=2.380, SmoothL1=1.131
[Epoch 169][Batch 2699], Speed: 70.980 samples/sec, CrossEntropy=2.380, SmoothL1=1.129
[Epoch 169][Batch 2799], Speed: 75.534 samples/sec, CrossEntropy=2.379, SmoothL1=1.129
[Epoch 169][Batch 2899], Speed: 78.623 samples/sec, CrossEntropy=2.378, SmoothL1=1.128
[Epoch 169][Batch 2999], Speed: 71.739 samples/sec, CrossEntropy=2.377, SmoothL1=1.127
[Epoch 169][Batch 3099], Speed: 78.828 samples/sec, CrossEntropy=2.377, SmoothL1=1.127
[Epoch 169][Batch 3199], Speed: 74.738 samples/sec, CrossEntropy=2.378, SmoothL1=1.128
[Epoch 169][Batch 3299], Speed: 80.567 samples/sec, CrossEntropy=2.377, SmoothL1=1.128
[Epoch 169][Batch 3399], Speed: 78.436 samples/sec, CrossEntropy=2.379, SmoothL1=1.129
[Epoch 169][Batch 3499], Speed: 84.573 samples/sec, CrossEntropy=2.379, SmoothL1=1.130
[Epoch 169][Batch 3599], Speed: 85.374 samples/sec, CrossEntropy=2.379, SmoothL1=1.130
[Epoch 169] Training cost: 1538.296, CrossEntropy=2.378, SmoothL1=1.130
[Epoch 169] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.282
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.471
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.297
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.097
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.340
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.438
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.253
 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 ] = 0.391
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.460
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.588
person=41.0
bicycle=20.9
car=29.4
motorcycle=32.0
airplane=53.3
bus=55.1
train=53.2
truck=27.6
boat=16.0
traffic light=13.8
fire hydrant=48.5
stop sign=46.1
parking meter=39.4
bench=15.3
bird=21.4
cat=52.9
dog=48.2
horse=44.4
sheep=37.4
cow=38.4
elephant=51.5
bear=59.9
zebra=56.6
giraffe=54.6
backpack=6.7
umbrella=27.4
handbag=5.3
tie=17.4
suitcase=21.4
frisbee=33.8
skis=13.9
snowboard=18.5
sports ball=25.9
kite=24.5
baseball bat=12.3
baseball glove=18.1
skateboard=33.0
surfboard=23.2
tennis racket=28.2
bottle=20.5
wine glass=19.5
cup=26.9
fork=14.8
knife=6.5
spoon=5.5
bowl=29.6
banana=14.6
apple=12.4
sandwich=27.4
orange=21.2
broccoli=16.7
carrot=11.8
hot dog=21.7
pizza=40.1
donut=28.8
cake=24.1
chair=17.3
couch=34.2
potted plant=16.0
bed=32.8
dining table=23.0
toilet=49.1
tv=48.1
laptop=48.7
mouse=40.6
remote=10.7
keyboard=37.2
cell phone=21.4
microwave=44.9
oven=27.6
toaster=13.0
sink=24.8
refrigerator=38.6
book=7.4
clock=36.3
vase=19.2
scissors=18.5
teddy bear=34.6
hair drier=0.0
toothbrush=5.0
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=28.2
[Epoch 170][Batch 99], Speed: 59.096 samples/sec, CrossEntropy=2.420, SmoothL1=1.164
[Epoch 170][Batch 199], Speed: 80.885 samples/sec, CrossEntropy=2.406, SmoothL1=1.161
[Epoch 170][Batch 299], Speed: 76.651 samples/sec, CrossEntropy=2.402, SmoothL1=1.149
[Epoch 170][Batch 399], Speed: 79.992 samples/sec, CrossEntropy=2.397, SmoothL1=1.147
[Epoch 170][Batch 499], Speed: 76.624 samples/sec, CrossEntropy=2.398, SmoothL1=1.149
[Epoch 170][Batch 599], Speed: 75.460 samples/sec, CrossEntropy=2.396, SmoothL1=1.148
[Epoch 170][Batch 699], Speed: 84.968 samples/sec, CrossEntropy=2.398, SmoothL1=1.149
[Epoch 170][Batch 799], Speed: 80.488 samples/sec, CrossEntropy=2.395, SmoothL1=1.141
[Epoch 170][Batch 899], Speed: 75.161 samples/sec, CrossEntropy=2.389, SmoothL1=1.134
[Epoch 170][Batch 999], Speed: 84.300 samples/sec, CrossEntropy=2.383, SmoothL1=1.129
[Epoch 170][Batch 1099], Speed: 80.593 samples/sec, CrossEntropy=2.384, SmoothL1=1.128
[Epoch 170][Batch 1199], Speed: 74.178 samples/sec, CrossEntropy=2.383, SmoothL1=1.126
[Epoch 170][Batch 1299], Speed: 63.969 samples/sec, CrossEntropy=2.383, SmoothL1=1.126
[Epoch 170][Batch 1399], Speed: 79.519 samples/sec, CrossEntropy=2.379, SmoothL1=1.125
[Epoch 170][Batch 1499], Speed: 80.915 samples/sec, CrossEntropy=2.376, SmoothL1=1.123
[Epoch 170][Batch 1599], Speed: 76.517 samples/sec, CrossEntropy=2.377, SmoothL1=1.123
[Epoch 170][Batch 1699], Speed: 80.504 samples/sec, CrossEntropy=2.376, SmoothL1=1.121
[Epoch 170][Batch 1799], Speed: 78.505 samples/sec, CrossEntropy=2.375, SmoothL1=1.120
[Epoch 170][Batch 1899], Speed: 81.517 samples/sec, CrossEntropy=2.374, SmoothL1=1.121
[Epoch 170][Batch 1999], Speed: 83.749 samples/sec, CrossEntropy=2.374, SmoothL1=1.120
[Epoch 170][Batch 2099], Speed: 81.783 samples/sec, CrossEntropy=2.376, SmoothL1=1.122
[Epoch 170][Batch 2199], Speed: 78.023 samples/sec, CrossEntropy=2.375, SmoothL1=1.122
[Epoch 170][Batch 2299], Speed: 81.238 samples/sec, CrossEntropy=2.376, SmoothL1=1.123
[Epoch 170][Batch 2399], Speed: 72.049 samples/sec, CrossEntropy=2.375, SmoothL1=1.124
[Epoch 170][Batch 2499], Speed: 76.594 samples/sec, CrossEntropy=2.375, SmoothL1=1.124
[Epoch 170][Batch 2599], Speed: 70.987 samples/sec, CrossEntropy=2.374, SmoothL1=1.123
[Epoch 170][Batch 2699], Speed: 74.406 samples/sec, CrossEntropy=2.374, SmoothL1=1.123
[Epoch 170][Batch 2799], Speed: 75.397 samples/sec, CrossEntropy=2.375, SmoothL1=1.123
[Epoch 170][Batch 2899], Speed: 78.569 samples/sec, CrossEntropy=2.375, SmoothL1=1.123
[Epoch 170][Batch 2999], Speed: 79.133 samples/sec, CrossEntropy=2.376, SmoothL1=1.124
[Epoch 170][Batch 3099], Speed: 78.867 samples/sec, CrossEntropy=2.377, SmoothL1=1.125
[Epoch 170][Batch 3199], Speed: 80.082 samples/sec, CrossEntropy=2.377, SmoothL1=1.125
[Epoch 170][Batch 3299], Speed: 82.816 samples/sec, CrossEntropy=2.377, SmoothL1=1.125
[Epoch 170][Batch 3399], Speed: 73.522 samples/sec, CrossEntropy=2.377, SmoothL1=1.124
[Epoch 170][Batch 3499], Speed: 84.867 samples/sec, CrossEntropy=2.378, SmoothL1=1.126
[Epoch 170][Batch 3599], Speed: 85.410 samples/sec, CrossEntropy=2.378, SmoothL1=1.125
[Epoch 170] Training cost: 1538.869, CrossEntropy=2.376, SmoothL1=1.124
[Epoch 171][Batch 99], Speed: 58.683 samples/sec, CrossEntropy=2.336, SmoothL1=1.080
[Epoch 171][Batch 199], Speed: 71.376 samples/sec, CrossEntropy=2.372, SmoothL1=1.118
[Epoch 171][Batch 299], Speed: 60.810 samples/sec, CrossEntropy=2.366, SmoothL1=1.110
[Epoch 171][Batch 399], Speed: 78.635 samples/sec, CrossEntropy=2.359, SmoothL1=1.102
[Epoch 171][Batch 499], Speed: 74.550 samples/sec, CrossEntropy=2.364, SmoothL1=1.106
[Epoch 171][Batch 599], Speed: 77.936 samples/sec, CrossEntropy=2.367, SmoothL1=1.108
[Epoch 171][Batch 699], Speed: 81.892 samples/sec, CrossEntropy=2.370, SmoothL1=1.109
[Epoch 171][Batch 799], Speed: 75.237 samples/sec, CrossEntropy=2.363, SmoothL1=1.105
[Epoch 171][Batch 899], Speed: 76.413 samples/sec, CrossEntropy=2.368, SmoothL1=1.110
[Epoch 171][Batch 999], Speed: 83.833 samples/sec, CrossEntropy=2.369, SmoothL1=1.113
[Epoch 171][Batch 1099], Speed: 79.143 samples/sec, CrossEntropy=2.369, SmoothL1=1.114
[Epoch 171][Batch 1199], Speed: 74.162 samples/sec, CrossEntropy=2.369, SmoothL1=1.113
[Epoch 171][Batch 1299], Speed: 82.838 samples/sec, CrossEntropy=2.369, SmoothL1=1.112
[Epoch 171][Batch 1399], Speed: 78.902 samples/sec, CrossEntropy=2.369, SmoothL1=1.111
[Epoch 171][Batch 1499], Speed: 75.841 samples/sec, CrossEntropy=2.370, SmoothL1=1.112
[Epoch 171][Batch 1599], Speed: 84.390 samples/sec, CrossEntropy=2.371, SmoothL1=1.113
[Epoch 171][Batch 1699], Speed: 75.934 samples/sec, CrossEntropy=2.372, SmoothL1=1.116
[Epoch 171][Batch 1799], Speed: 80.353 samples/sec, CrossEntropy=2.372, SmoothL1=1.115
[Epoch 171][Batch 1899], Speed: 70.882 samples/sec, CrossEntropy=2.373, SmoothL1=1.117
[Epoch 171][Batch 1999], Speed: 81.384 samples/sec, CrossEntropy=2.374, SmoothL1=1.119
[Epoch 171][Batch 2099], Speed: 80.866 samples/sec, CrossEntropy=2.375, SmoothL1=1.120
[Epoch 171][Batch 2199], Speed: 77.620 samples/sec, CrossEntropy=2.375, SmoothL1=1.121
[Epoch 171][Batch 2299], Speed: 84.084 samples/sec, CrossEntropy=2.374, SmoothL1=1.121
[Epoch 171][Batch 2399], Speed: 77.031 samples/sec, CrossEntropy=2.374, SmoothL1=1.121
[Epoch 171][Batch 2499], Speed: 76.763 samples/sec, CrossEntropy=2.373, SmoothL1=1.121
[Epoch 171][Batch 2599], Speed: 82.732 samples/sec, CrossEntropy=2.373, SmoothL1=1.120
[Epoch 171][Batch 2699], Speed: 80.025 samples/sec, CrossEntropy=2.373, SmoothL1=1.121
[Epoch 171][Batch 2799], Speed: 77.961 samples/sec, CrossEntropy=2.373, SmoothL1=1.121
[Epoch 171][Batch 2899], Speed: 80.074 samples/sec, CrossEntropy=2.374, SmoothL1=1.121
[Epoch 171][Batch 2999], Speed: 78.874 samples/sec, CrossEntropy=2.374, SmoothL1=1.122
[Epoch 171][Batch 3099], Speed: 78.965 samples/sec, CrossEntropy=2.374, SmoothL1=1.122
[Epoch 171][Batch 3199], Speed: 63.718 samples/sec, CrossEntropy=2.374, SmoothL1=1.123
[Epoch 171][Batch 3299], Speed: 83.099 samples/sec, CrossEntropy=2.375, SmoothL1=1.124
[Epoch 171][Batch 3399], Speed: 78.713 samples/sec, CrossEntropy=2.376, SmoothL1=1.124
[Epoch 171][Batch 3499], Speed: 86.283 samples/sec, CrossEntropy=2.377, SmoothL1=1.126
[Epoch 171][Batch 3599], Speed: 85.926 samples/sec, CrossEntropy=2.378, SmoothL1=1.126
[Epoch 171] Training cost: 1527.846, CrossEntropy=2.377, SmoothL1=1.125
[Epoch 172][Batch 99], Speed: 47.769 samples/sec, CrossEntropy=2.355, SmoothL1=1.092
[Epoch 172][Batch 199], Speed: 78.120 samples/sec, CrossEntropy=2.344, SmoothL1=1.088
[Epoch 172][Batch 299], Speed: 78.644 samples/sec, CrossEntropy=2.366, SmoothL1=1.119
[Epoch 172][Batch 399], Speed: 69.886 samples/sec, CrossEntropy=2.367, SmoothL1=1.122
[Epoch 172][Batch 499], Speed: 82.736 samples/sec, CrossEntropy=2.367, SmoothL1=1.121
[Epoch 172][Batch 599], Speed: 81.512 samples/sec, CrossEntropy=2.363, SmoothL1=1.116
[Epoch 172][Batch 699], Speed: 77.660 samples/sec, CrossEntropy=2.359, SmoothL1=1.112
[Epoch 172][Batch 799], Speed: 74.621 samples/sec, CrossEntropy=2.362, SmoothL1=1.114
[Epoch 172][Batch 899], Speed: 83.236 samples/sec, CrossEntropy=2.358, SmoothL1=1.110
[Epoch 172][Batch 999], Speed: 78.524 samples/sec, CrossEntropy=2.358, SmoothL1=1.108
[Epoch 172][Batch 1099], Speed: 77.787 samples/sec, CrossEntropy=2.364, SmoothL1=1.113
[Epoch 172][Batch 1199], Speed: 84.176 samples/sec, CrossEntropy=2.366, SmoothL1=1.115
[Epoch 172][Batch 1299], Speed: 74.970 samples/sec, CrossEntropy=2.365, SmoothL1=1.115
[Epoch 172][Batch 1399], Speed: 79.084 samples/sec, CrossEntropy=2.362, SmoothL1=1.112
[Epoch 172][Batch 1499], Speed: 74.779 samples/sec, CrossEntropy=2.359, SmoothL1=1.109
[Epoch 172][Batch 1599], Speed: 81.325 samples/sec, CrossEntropy=2.361, SmoothL1=1.110
[Epoch 172][Batch 1699], Speed: 78.181 samples/sec, CrossEntropy=2.361, SmoothL1=1.110
[Epoch 172][Batch 1799], Speed: 82.912 samples/sec, CrossEntropy=2.362, SmoothL1=1.112
[Epoch 172][Batch 1899], Speed: 76.837 samples/sec, CrossEntropy=2.365, SmoothL1=1.115
[Epoch 172][Batch 1999], Speed: 75.173 samples/sec, CrossEntropy=2.366, SmoothL1=1.116
[Epoch 172][Batch 2099], Speed: 77.488 samples/sec, CrossEntropy=2.367, SmoothL1=1.117
[Epoch 172][Batch 2199], Speed: 83.845 samples/sec, CrossEntropy=2.366, SmoothL1=1.117
[Epoch 172][Batch 2299], Speed: 79.499 samples/sec, CrossEntropy=2.367, SmoothL1=1.117
[Epoch 172][Batch 2399], Speed: 73.834 samples/sec, CrossEntropy=2.368, SmoothL1=1.117
[Epoch 172][Batch 2499], Speed: 78.955 samples/sec, CrossEntropy=2.369, SmoothL1=1.119
[Epoch 172][Batch 2599], Speed: 74.877 samples/sec, CrossEntropy=2.370, SmoothL1=1.118
[Epoch 172][Batch 2699], Speed: 76.817 samples/sec, CrossEntropy=2.369, SmoothL1=1.118
[Epoch 172][Batch 2799], Speed: 68.624 samples/sec, CrossEntropy=2.370, SmoothL1=1.119
[Epoch 172][Batch 2899], Speed: 80.716 samples/sec, CrossEntropy=2.370, SmoothL1=1.119
[Epoch 172][Batch 2999], Speed: 82.019 samples/sec, CrossEntropy=2.371, SmoothL1=1.119
[Epoch 172][Batch 3099], Speed: 69.750 samples/sec, CrossEntropy=2.372, SmoothL1=1.120
[Epoch 172][Batch 3199], Speed: 81.431 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 172][Batch 3299], Speed: 77.834 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 172][Batch 3399], Speed: 80.918 samples/sec, CrossEntropy=2.374, SmoothL1=1.124
[Epoch 172][Batch 3499], Speed: 84.820 samples/sec, CrossEntropy=2.375, SmoothL1=1.125
[Epoch 172][Batch 3599], Speed: 84.971 samples/sec, CrossEntropy=2.375, SmoothL1=1.125
[Epoch 172] Training cost: 1533.674, CrossEntropy=2.375, SmoothL1=1.125
[Epoch 173][Batch 99], Speed: 51.194 samples/sec, CrossEntropy=2.350, SmoothL1=1.077
[Epoch 173][Batch 199], Speed: 84.971 samples/sec, CrossEntropy=2.353, SmoothL1=1.089
[Epoch 173][Batch 299], Speed: 78.746 samples/sec, CrossEntropy=2.362, SmoothL1=1.095
[Epoch 173][Batch 399], Speed: 75.729 samples/sec, CrossEntropy=2.350, SmoothL1=1.089
[Epoch 173][Batch 499], Speed: 80.582 samples/sec, CrossEntropy=2.357, SmoothL1=1.093
[Epoch 173][Batch 599], Speed: 84.436 samples/sec, CrossEntropy=2.359, SmoothL1=1.099
[Epoch 173][Batch 699], Speed: 75.957 samples/sec, CrossEntropy=2.360, SmoothL1=1.100
[Epoch 173][Batch 799], Speed: 77.452 samples/sec, CrossEntropy=2.360, SmoothL1=1.102
[Epoch 173][Batch 899], Speed: 57.484 samples/sec, CrossEntropy=2.361, SmoothL1=1.106
[Epoch 173][Batch 999], Speed: 82.779 samples/sec, CrossEntropy=2.361, SmoothL1=1.107
[Epoch 173][Batch 1099], Speed: 78.990 samples/sec, CrossEntropy=2.361, SmoothL1=1.108
[Epoch 173][Batch 1199], Speed: 79.623 samples/sec, CrossEntropy=2.362, SmoothL1=1.110
[Epoch 173][Batch 1299], Speed: 79.306 samples/sec, CrossEntropy=2.367, SmoothL1=1.113
[Epoch 173][Batch 1399], Speed: 77.828 samples/sec, CrossEntropy=2.367, SmoothL1=1.113
[Epoch 173][Batch 1499], Speed: 80.546 samples/sec, CrossEntropy=2.369, SmoothL1=1.113
[Epoch 173][Batch 1599], Speed: 80.939 samples/sec, CrossEntropy=2.367, SmoothL1=1.112
[Epoch 173][Batch 1699], Speed: 77.447 samples/sec, CrossEntropy=2.367, SmoothL1=1.114
[Epoch 173][Batch 1799], Speed: 73.482 samples/sec, CrossEntropy=2.368, SmoothL1=1.116
[Epoch 173][Batch 1899], Speed: 76.056 samples/sec, CrossEntropy=2.368, SmoothL1=1.116
[Epoch 173][Batch 1999], Speed: 80.587 samples/sec, CrossEntropy=2.370, SmoothL1=1.117
[Epoch 173][Batch 2099], Speed: 79.702 samples/sec, CrossEntropy=2.372, SmoothL1=1.119
[Epoch 173][Batch 2199], Speed: 74.515 samples/sec, CrossEntropy=2.372, SmoothL1=1.119
[Epoch 173][Batch 2299], Speed: 80.544 samples/sec, CrossEntropy=2.371, SmoothL1=1.119
[Epoch 173][Batch 2399], Speed: 76.903 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 173][Batch 2499], Speed: 77.834 samples/sec, CrossEntropy=2.373, SmoothL1=1.122
[Epoch 173][Batch 2599], Speed: 84.579 samples/sec, CrossEntropy=2.374, SmoothL1=1.122
[Epoch 173][Batch 2699], Speed: 78.805 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 173][Batch 2799], Speed: 77.374 samples/sec, CrossEntropy=2.371, SmoothL1=1.121
[Epoch 173][Batch 2899], Speed: 57.691 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 173][Batch 2999], Speed: 79.989 samples/sec, CrossEntropy=2.372, SmoothL1=1.121
[Epoch 173][Batch 3099], Speed: 79.900 samples/sec, CrossEntropy=2.371, SmoothL1=1.120
[Epoch 173][Batch 3199], Speed: 63.555 samples/sec, CrossEntropy=2.371, SmoothL1=1.120
[Epoch 173][Batch 3299], Speed: 81.077 samples/sec, CrossEntropy=2.373, SmoothL1=1.122
[Epoch 173][Batch 3399], Speed: 75.894 samples/sec, CrossEntropy=2.373, SmoothL1=1.122
[Epoch 173][Batch 3499], Speed: 86.096 samples/sec, CrossEntropy=2.373, SmoothL1=1.123
[Epoch 173][Batch 3599], Speed: 85.885 samples/sec, CrossEntropy=2.372, SmoothL1=1.123
[Epoch 173] Training cost: 1530.784, CrossEntropy=2.372, SmoothL1=1.123
[Epoch 174][Batch 99], Speed: 52.685 samples/sec, CrossEntropy=2.397, SmoothL1=1.142
[Epoch 174][Batch 199], Speed: 75.576 samples/sec, CrossEntropy=2.360, SmoothL1=1.123
[Epoch 174][Batch 299], Speed: 82.363 samples/sec, CrossEntropy=2.353, SmoothL1=1.122
[Epoch 174][Batch 399], Speed: 76.661 samples/sec, CrossEntropy=2.356, SmoothL1=1.117
[Epoch 174][Batch 499], Speed: 75.988 samples/sec, CrossEntropy=2.359, SmoothL1=1.116
[Epoch 174][Batch 599], Speed: 74.602 samples/sec, CrossEntropy=2.358, SmoothL1=1.116
[Epoch 174][Batch 699], Speed: 77.127 samples/sec, CrossEntropy=2.357, SmoothL1=1.114
[Epoch 174][Batch 799], Speed: 82.651 samples/sec, CrossEntropy=2.358, SmoothL1=1.112
[Epoch 174][Batch 899], Speed: 80.328 samples/sec, CrossEntropy=2.359, SmoothL1=1.111
[Epoch 174][Batch 999], Speed: 78.909 samples/sec, CrossEntropy=2.355, SmoothL1=1.111
[Epoch 174][Batch 1099], Speed: 80.706 samples/sec, CrossEntropy=2.357, SmoothL1=1.114
[Epoch 174][Batch 1199], Speed: 75.222 samples/sec, CrossEntropy=2.358, SmoothL1=1.114
[Epoch 174][Batch 1299], Speed: 75.962 samples/sec, CrossEntropy=2.357, SmoothL1=1.113
[Epoch 174][Batch 1399], Speed: 80.879 samples/sec, CrossEntropy=2.358, SmoothL1=1.117
[Epoch 174][Batch 1499], Speed: 77.501 samples/sec, CrossEntropy=2.357, SmoothL1=1.115
[Epoch 174][Batch 1599], Speed: 77.695 samples/sec, CrossEntropy=2.357, SmoothL1=1.114
[Epoch 174][Batch 1699], Speed: 68.255 samples/sec, CrossEntropy=2.358, SmoothL1=1.115
[Epoch 174][Batch 1799], Speed: 77.872 samples/sec, CrossEntropy=2.357, SmoothL1=1.114
[Epoch 174][Batch 1899], Speed: 77.364 samples/sec, CrossEntropy=2.359, SmoothL1=1.115
[Epoch 174][Batch 1999], Speed: 73.550 samples/sec, CrossEntropy=2.358, SmoothL1=1.114
[Epoch 174][Batch 2099], Speed: 84.095 samples/sec, CrossEntropy=2.359, SmoothL1=1.115
[Epoch 174][Batch 2199], Speed: 79.092 samples/sec, CrossEntropy=2.358, SmoothL1=1.114
[Epoch 174][Batch 2299], Speed: 79.469 samples/sec, CrossEntropy=2.360, SmoothL1=1.115
[Epoch 174][Batch 2399], Speed: 84.332 samples/sec, CrossEntropy=2.359, SmoothL1=1.114
[Epoch 174][Batch 2499], Speed: 78.029 samples/sec, CrossEntropy=2.359, SmoothL1=1.113
[Epoch 174][Batch 2599], Speed: 78.010 samples/sec, CrossEntropy=2.359, SmoothL1=1.113
[Epoch 174][Batch 2699], Speed: 84.291 samples/sec, CrossEntropy=2.359, SmoothL1=1.114
[Epoch 174][Batch 2799], Speed: 80.209 samples/sec, CrossEntropy=2.359, SmoothL1=1.114
[Epoch 174][Batch 2899], Speed: 84.553 samples/sec, CrossEntropy=2.359, SmoothL1=1.113
[Epoch 174][Batch 2999], Speed: 82.650 samples/sec, CrossEntropy=2.360, SmoothL1=1.114
[Epoch 174][Batch 3099], Speed: 80.477 samples/sec, CrossEntropy=2.359, SmoothL1=1.115
[Epoch 174][Batch 3199], Speed: 76.301 samples/sec, CrossEntropy=2.360, SmoothL1=1.116
[Epoch 174][Batch 3299], Speed: 65.206 samples/sec, CrossEntropy=2.360, SmoothL1=1.116
[Epoch 174][Batch 3399], Speed: 82.667 samples/sec, CrossEntropy=2.360, SmoothL1=1.116
[Epoch 174][Batch 3499], Speed: 84.640 samples/sec, CrossEntropy=2.361, SmoothL1=1.117
[Epoch 174][Batch 3599], Speed: 85.483 samples/sec, CrossEntropy=2.362, SmoothL1=1.118
[Epoch 174] Training cost: 1537.539, CrossEntropy=2.362, SmoothL1=1.118
[Epoch 175][Batch 99], Speed: 53.126 samples/sec, CrossEntropy=2.330, SmoothL1=1.079
[Epoch 175][Batch 199], Speed: 76.424 samples/sec, CrossEntropy=2.361, SmoothL1=1.103
[Epoch 175][Batch 299], Speed: 84.344 samples/sec, CrossEntropy=2.361, SmoothL1=1.108
[Epoch 175][Batch 399], Speed: 63.798 samples/sec, CrossEntropy=2.362, SmoothL1=1.112
[Epoch 175][Batch 499], Speed: 78.663 samples/sec, CrossEntropy=2.363, SmoothL1=1.119
[Epoch 175][Batch 599], Speed: 84.873 samples/sec, CrossEntropy=2.356, SmoothL1=1.109
[Epoch 175][Batch 699], Speed: 83.766 samples/sec, CrossEntropy=2.357, SmoothL1=1.108
[Epoch 175][Batch 799], Speed: 83.355 samples/sec, CrossEntropy=2.364, SmoothL1=1.115
[Epoch 175][Batch 899], Speed: 77.453 samples/sec, CrossEntropy=2.366, SmoothL1=1.117
[Epoch 175][Batch 999], Speed: 79.344 samples/sec, CrossEntropy=2.370, SmoothL1=1.122
[Epoch 175][Batch 1099], Speed: 83.962 samples/sec, CrossEntropy=2.372, SmoothL1=1.123
[Epoch 175][Batch 1199], Speed: 79.026 samples/sec, CrossEntropy=2.371, SmoothL1=1.123
[Epoch 175][Batch 1299], Speed: 75.634 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 175][Batch 1399], Speed: 70.296 samples/sec, CrossEntropy=2.365, SmoothL1=1.117
[Epoch 175][Batch 1499], Speed: 77.681 samples/sec, CrossEntropy=2.365, SmoothL1=1.117
[Epoch 175][Batch 1599], Speed: 80.775 samples/sec, CrossEntropy=2.364, SmoothL1=1.115
[Epoch 175][Batch 1699], Speed: 80.564 samples/sec, CrossEntropy=2.364, SmoothL1=1.115
[Epoch 175][Batch 1799], Speed: 75.039 samples/sec, CrossEntropy=2.363, SmoothL1=1.115
[Epoch 175][Batch 1899], Speed: 77.764 samples/sec, CrossEntropy=2.364, SmoothL1=1.117
[Epoch 175][Batch 1999], Speed: 79.541 samples/sec, CrossEntropy=2.364, SmoothL1=1.118
[Epoch 175][Batch 2099], Speed: 83.949 samples/sec, CrossEntropy=2.366, SmoothL1=1.119
[Epoch 175][Batch 2199], Speed: 78.373 samples/sec, CrossEntropy=2.366, SmoothL1=1.120
[Epoch 175][Batch 2299], Speed: 77.568 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 175][Batch 2399], Speed: 52.037 samples/sec, CrossEntropy=2.366, SmoothL1=1.120
[Epoch 175][Batch 2499], Speed: 78.645 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 175][Batch 2599], Speed: 75.209 samples/sec, CrossEntropy=2.366, SmoothL1=1.119
[Epoch 175][Batch 2699], Speed: 79.691 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 175][Batch 2799], Speed: 80.519 samples/sec, CrossEntropy=2.368, SmoothL1=1.120
[Epoch 175][Batch 2899], Speed: 76.613 samples/sec, CrossEntropy=2.369, SmoothL1=1.121
[Epoch 175][Batch 2999], Speed: 78.410 samples/sec, CrossEntropy=2.370, SmoothL1=1.123
[Epoch 175][Batch 3099], Speed: 82.346 samples/sec, CrossEntropy=2.370, SmoothL1=1.123
[Epoch 175][Batch 3199], Speed: 76.673 samples/sec, CrossEntropy=2.370, SmoothL1=1.124
[Epoch 175][Batch 3299], Speed: 62.225 samples/sec, CrossEntropy=2.370, SmoothL1=1.124
[Epoch 175][Batch 3399], Speed: 79.281 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 175][Batch 3499], Speed: 84.869 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 175][Batch 3599], Speed: 84.796 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 175] Training cost: 1538.085, CrossEntropy=2.370, SmoothL1=1.123
[Epoch 176][Batch 99], Speed: 51.899 samples/sec, CrossEntropy=2.401, SmoothL1=1.127
[Epoch 176][Batch 199], Speed: 78.955 samples/sec, CrossEntropy=2.383, SmoothL1=1.126
[Epoch 176][Batch 299], Speed: 79.875 samples/sec, CrossEntropy=2.369, SmoothL1=1.120
[Epoch 176][Batch 399], Speed: 77.231 samples/sec, CrossEntropy=2.373, SmoothL1=1.123
[Epoch 176][Batch 499], Speed: 81.813 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 176][Batch 599], Speed: 74.709 samples/sec, CrossEntropy=2.365, SmoothL1=1.123
[Epoch 176][Batch 699], Speed: 75.833 samples/sec, CrossEntropy=2.364, SmoothL1=1.122
[Epoch 176][Batch 799], Speed: 82.331 samples/sec, CrossEntropy=2.370, SmoothL1=1.125
[Epoch 176][Batch 899], Speed: 70.779 samples/sec, CrossEntropy=2.371, SmoothL1=1.127
[Epoch 176][Batch 999], Speed: 76.328 samples/sec, CrossEntropy=2.370, SmoothL1=1.127
[Epoch 176][Batch 1099], Speed: 72.087 samples/sec, CrossEntropy=2.374, SmoothL1=1.128
[Epoch 176][Batch 1199], Speed: 80.504 samples/sec, CrossEntropy=2.374, SmoothL1=1.129
[Epoch 176][Batch 1299], Speed: 77.846 samples/sec, CrossEntropy=2.374, SmoothL1=1.130
[Epoch 176][Batch 1399], Speed: 71.587 samples/sec, CrossEntropy=2.372, SmoothL1=1.129
[Epoch 176][Batch 1499], Speed: 80.042 samples/sec, CrossEntropy=2.372, SmoothL1=1.128
[Epoch 176][Batch 1599], Speed: 80.134 samples/sec, CrossEntropy=2.372, SmoothL1=1.128
[Epoch 176][Batch 1699], Speed: 79.443 samples/sec, CrossEntropy=2.372, SmoothL1=1.127
[Epoch 176][Batch 1799], Speed: 83.359 samples/sec, CrossEntropy=2.371, SmoothL1=1.126
[Epoch 176][Batch 1899], Speed: 77.287 samples/sec, CrossEntropy=2.371, SmoothL1=1.125
[Epoch 176][Batch 1999], Speed: 20.103 samples/sec, CrossEntropy=2.371, SmoothL1=1.125
[Epoch 176][Batch 2099], Speed: 68.737 samples/sec, CrossEntropy=2.371, SmoothL1=1.126
[Epoch 176][Batch 2199], Speed: 78.887 samples/sec, CrossEntropy=2.370, SmoothL1=1.126
[Epoch 176][Batch 2299], Speed: 77.471 samples/sec, CrossEntropy=2.371, SmoothL1=1.125
[Epoch 176][Batch 2399], Speed: 77.356 samples/sec, CrossEntropy=2.372, SmoothL1=1.126
[Epoch 176][Batch 2499], Speed: 82.321 samples/sec, CrossEntropy=2.372, SmoothL1=1.126
[Epoch 176][Batch 2599], Speed: 76.012 samples/sec, CrossEntropy=2.372, SmoothL1=1.125
[Epoch 176][Batch 2699], Speed: 84.836 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 176][Batch 2799], Speed: 81.723 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 176][Batch 2899], Speed: 79.137 samples/sec, CrossEntropy=2.370, SmoothL1=1.124
[Epoch 176][Batch 2999], Speed: 81.634 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 176][Batch 3099], Speed: 80.783 samples/sec, CrossEntropy=2.370, SmoothL1=1.123
[Epoch 176][Batch 3199], Speed: 76.078 samples/sec, CrossEntropy=2.371, SmoothL1=1.123
[Epoch 176][Batch 3299], Speed: 76.327 samples/sec, CrossEntropy=2.371, SmoothL1=1.125
[Epoch 176][Batch 3399], Speed: 83.405 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 176][Batch 3499], Speed: 84.050 samples/sec, CrossEntropy=2.371, SmoothL1=1.125
[Epoch 176][Batch 3599], Speed: 85.257 samples/sec, CrossEntropy=2.371, SmoothL1=1.124
[Epoch 176] Training cost: 1568.351, CrossEntropy=2.372, SmoothL1=1.125
[Epoch 177][Batch 99], Speed: 65.752 samples/sec, CrossEntropy=2.330, SmoothL1=1.100
[Epoch 177][Batch 199], Speed: 79.417 samples/sec, CrossEntropy=2.337, SmoothL1=1.100
[Epoch 177][Batch 299], Speed: 73.728 samples/sec, CrossEntropy=2.343, SmoothL1=1.098
[Epoch 177][Batch 399], Speed: 79.636 samples/sec, CrossEntropy=2.340, SmoothL1=1.094
[Epoch 177][Batch 499], Speed: 80.044 samples/sec, CrossEntropy=2.340, SmoothL1=1.098
[Epoch 177][Batch 599], Speed: 71.136 samples/sec, CrossEntropy=2.342, SmoothL1=1.098
[Epoch 177][Batch 699], Speed: 73.048 samples/sec, CrossEntropy=2.350, SmoothL1=1.100
[Epoch 177][Batch 799], Speed: 81.458 samples/sec, CrossEntropy=2.345, SmoothL1=1.097
[Epoch 177][Batch 899], Speed: 78.531 samples/sec, CrossEntropy=2.345, SmoothL1=1.100
[Epoch 177][Batch 999], Speed: 76.195 samples/sec, CrossEntropy=2.350, SmoothL1=1.104
[Epoch 177][Batch 1099], Speed: 83.575 samples/sec, CrossEntropy=2.351, SmoothL1=1.104
[Epoch 177][Batch 1199], Speed: 75.992 samples/sec, CrossEntropy=2.353, SmoothL1=1.110
[Epoch 177][Batch 1299], Speed: 77.759 samples/sec, CrossEntropy=2.352, SmoothL1=1.110
[Epoch 177][Batch 1399], Speed: 78.803 samples/sec, CrossEntropy=2.356, SmoothL1=1.113
[Epoch 177][Batch 1499], Speed: 79.449 samples/sec, CrossEntropy=2.358, SmoothL1=1.115
[Epoch 177][Batch 1599], Speed: 78.434 samples/sec, CrossEntropy=2.359, SmoothL1=1.117
[Epoch 177][Batch 1699], Speed: 83.394 samples/sec, CrossEntropy=2.361, SmoothL1=1.119
[Epoch 177][Batch 1799], Speed: 77.616 samples/sec, CrossEntropy=2.362, SmoothL1=1.120
[Epoch 177][Batch 1899], Speed: 76.302 samples/sec, CrossEntropy=2.359, SmoothL1=1.118
[Epoch 177][Batch 1999], Speed: 84.421 samples/sec, CrossEntropy=2.358, SmoothL1=1.116
[Epoch 177][Batch 2099], Speed: 78.797 samples/sec, CrossEntropy=2.359, SmoothL1=1.117
[Epoch 177][Batch 2199], Speed: 76.887 samples/sec, CrossEntropy=2.358, SmoothL1=1.117
[Epoch 177][Batch 2299], Speed: 74.808 samples/sec, CrossEntropy=2.358, SmoothL1=1.118
[Epoch 177][Batch 2399], Speed: 77.036 samples/sec, CrossEntropy=2.359, SmoothL1=1.119
[Epoch 177][Batch 2499], Speed: 76.706 samples/sec, CrossEntropy=2.360, SmoothL1=1.120
[Epoch 177][Batch 2599], Speed: 76.740 samples/sec, CrossEntropy=2.360, SmoothL1=1.120
[Epoch 177][Batch 2699], Speed: 83.027 samples/sec, CrossEntropy=2.361, SmoothL1=1.119
[Epoch 177][Batch 2799], Speed: 76.356 samples/sec, CrossEntropy=2.362, SmoothL1=1.120
[Epoch 177][Batch 2899], Speed: 76.752 samples/sec, CrossEntropy=2.362, SmoothL1=1.121
[Epoch 177][Batch 2999], Speed: 83.065 samples/sec, CrossEntropy=2.362, SmoothL1=1.121
[Epoch 177][Batch 3099], Speed: 77.166 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 177][Batch 3199], Speed: 72.576 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 177][Batch 3299], Speed: 77.181 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 177][Batch 3399], Speed: 76.107 samples/sec, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 177][Batch 3499], Speed: 84.456 samples/sec, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 177][Batch 3599], Speed: 84.066 samples/sec, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 177] Training cost: 1537.539, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 178][Batch 99], Speed: 47.945 samples/sec, CrossEntropy=2.373, SmoothL1=1.124
[Epoch 178][Batch 199], Speed: 82.488 samples/sec, CrossEntropy=2.370, SmoothL1=1.114
[Epoch 178][Batch 299], Speed: 61.722 samples/sec, CrossEntropy=2.363, SmoothL1=1.109
[Epoch 178][Batch 399], Speed: 78.418 samples/sec, CrossEntropy=2.347, SmoothL1=1.095
[Epoch 178][Batch 499], Speed: 78.557 samples/sec, CrossEntropy=2.344, SmoothL1=1.094
[Epoch 178][Batch 599], Speed: 59.949 samples/sec, CrossEntropy=2.346, SmoothL1=1.099
[Epoch 178][Batch 699], Speed: 82.988 samples/sec, CrossEntropy=2.347, SmoothL1=1.100
[Epoch 178][Batch 799], Speed: 77.523 samples/sec, CrossEntropy=2.358, SmoothL1=1.108
[Epoch 178][Batch 899], Speed: 79.389 samples/sec, CrossEntropy=2.354, SmoothL1=1.107
[Epoch 178][Batch 999], Speed: 80.543 samples/sec, CrossEntropy=2.353, SmoothL1=1.103
[Epoch 178][Batch 1099], Speed: 79.208 samples/sec, CrossEntropy=2.356, SmoothL1=1.107
[Epoch 178][Batch 1199], Speed: 77.598 samples/sec, CrossEntropy=2.359, SmoothL1=1.107
[Epoch 178][Batch 1299], Speed: 82.388 samples/sec, CrossEntropy=2.362, SmoothL1=1.112
[Epoch 178][Batch 1399], Speed: 78.447 samples/sec, CrossEntropy=2.362, SmoothL1=1.114
[Epoch 178][Batch 1499], Speed: 78.498 samples/sec, CrossEntropy=2.364, SmoothL1=1.116
[Epoch 178][Batch 1599], Speed: 76.135 samples/sec, CrossEntropy=2.363, SmoothL1=1.115
[Epoch 178][Batch 1699], Speed: 77.256 samples/sec, CrossEntropy=2.362, SmoothL1=1.114
[Epoch 178][Batch 1799], Speed: 77.813 samples/sec, CrossEntropy=2.363, SmoothL1=1.115
[Epoch 178][Batch 1899], Speed: 57.828 samples/sec, CrossEntropy=2.365, SmoothL1=1.118
[Epoch 178][Batch 1999], Speed: 78.165 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 178][Batch 2099], Speed: 79.399 samples/sec, CrossEntropy=2.367, SmoothL1=1.120
[Epoch 178][Batch 2199], Speed: 79.783 samples/sec, CrossEntropy=2.366, SmoothL1=1.120
[Epoch 178][Batch 2299], Speed: 80.888 samples/sec, CrossEntropy=2.367, SmoothL1=1.122
[Epoch 178][Batch 2399], Speed: 79.547 samples/sec, CrossEntropy=2.366, SmoothL1=1.121
[Epoch 178][Batch 2499], Speed: 85.219 samples/sec, CrossEntropy=2.366, SmoothL1=1.120
[Epoch 178][Batch 2599], Speed: 84.019 samples/sec, CrossEntropy=2.366, SmoothL1=1.120
[Epoch 178][Batch 2699], Speed: 80.681 samples/sec, CrossEntropy=2.365, SmoothL1=1.119
[Epoch 178][Batch 2799], Speed: 74.032 samples/sec, CrossEntropy=2.364, SmoothL1=1.119
[Epoch 178][Batch 2899], Speed: 72.341 samples/sec, CrossEntropy=2.363, SmoothL1=1.118
[Epoch 178][Batch 2999], Speed: 78.115 samples/sec, CrossEntropy=2.364, SmoothL1=1.119
[Epoch 178][Batch 3099], Speed: 76.154 samples/sec, CrossEntropy=2.363, SmoothL1=1.118
[Epoch 178][Batch 3199], Speed: 79.638 samples/sec, CrossEntropy=2.362, SmoothL1=1.118
[Epoch 178][Batch 3299], Speed: 79.675 samples/sec, CrossEntropy=2.363, SmoothL1=1.118
[Epoch 178][Batch 3399], Speed: 78.511 samples/sec, CrossEntropy=2.363, SmoothL1=1.118
[Epoch 178][Batch 3499], Speed: 83.276 samples/sec, CrossEntropy=2.364, SmoothL1=1.119
[Epoch 178][Batch 3599], Speed: 84.874 samples/sec, CrossEntropy=2.364, SmoothL1=1.119
[Epoch 178] Training cost: 1533.381, CrossEntropy=2.364, SmoothL1=1.119
[Epoch 179][Batch 99], Speed: 50.143 samples/sec, CrossEntropy=2.354, SmoothL1=1.154
[Epoch 179][Batch 199], Speed: 75.461 samples/sec, CrossEntropy=2.378, SmoothL1=1.153
[Epoch 179][Batch 299], Speed: 83.052 samples/sec, CrossEntropy=2.373, SmoothL1=1.144
[Epoch 179][Batch 399], Speed: 81.678 samples/sec, CrossEntropy=2.374, SmoothL1=1.148
[Epoch 179][Batch 499], Speed: 80.452 samples/sec, CrossEntropy=2.379, SmoothL1=1.146
[Epoch 179][Batch 599], Speed: 75.732 samples/sec, CrossEntropy=2.374, SmoothL1=1.140
[Epoch 179][Batch 699], Speed: 78.267 samples/sec, CrossEntropy=2.370, SmoothL1=1.135
[Epoch 179][Batch 799], Speed: 78.494 samples/sec, CrossEntropy=2.367, SmoothL1=1.131
[Epoch 179][Batch 899], Speed: 76.743 samples/sec, CrossEntropy=2.363, SmoothL1=1.130
[Epoch 179][Batch 999], Speed: 78.023 samples/sec, CrossEntropy=2.362, SmoothL1=1.128
[Epoch 179][Batch 1099], Speed: 80.631 samples/sec, CrossEntropy=2.361, SmoothL1=1.126
[Epoch 179][Batch 1199], Speed: 79.511 samples/sec, CrossEntropy=2.359, SmoothL1=1.122
[Epoch 179][Batch 1299], Speed: 81.557 samples/sec, CrossEntropy=2.359, SmoothL1=1.123
[Epoch 179][Batch 1399], Speed: 74.485 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 179][Batch 1499], Speed: 75.795 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 179][Batch 1599], Speed: 73.417 samples/sec, CrossEntropy=2.363, SmoothL1=1.124
[Epoch 179][Batch 1699], Speed: 83.983 samples/sec, CrossEntropy=2.362, SmoothL1=1.124
[Epoch 179][Batch 1799], Speed: 77.968 samples/sec, CrossEntropy=2.361, SmoothL1=1.123
[Epoch 179][Batch 1899], Speed: 78.538 samples/sec, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 179][Batch 1999], Speed: 75.069 samples/sec, CrossEntropy=2.361, SmoothL1=1.120
[Epoch 179][Batch 2099], Speed: 78.585 samples/sec, CrossEntropy=2.361, SmoothL1=1.120
[Epoch 179][Batch 2199], Speed: 75.996 samples/sec, CrossEntropy=2.361, SmoothL1=1.118
[Epoch 179][Batch 2299], Speed: 80.291 samples/sec, CrossEntropy=2.361, SmoothL1=1.118
[Epoch 179][Batch 2399], Speed: 81.051 samples/sec, CrossEntropy=2.362, SmoothL1=1.119
[Epoch 179][Batch 2499], Speed: 78.272 samples/sec, CrossEntropy=2.363, SmoothL1=1.120
[Epoch 179][Batch 2599], Speed: 79.594 samples/sec, CrossEntropy=2.364, SmoothL1=1.120
[Epoch 179][Batch 2699], Speed: 84.131 samples/sec, CrossEntropy=2.363, SmoothL1=1.121
[Epoch 179][Batch 2799], Speed: 79.252 samples/sec, CrossEntropy=2.362, SmoothL1=1.121
[Epoch 179][Batch 2899], Speed: 81.529 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 179][Batch 2999], Speed: 82.824 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 179][Batch 3099], Speed: 75.617 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 179][Batch 3199], Speed: 79.352 samples/sec, CrossEntropy=2.361, SmoothL1=1.120
[Epoch 179][Batch 3299], Speed: 76.555 samples/sec, CrossEntropy=2.362, SmoothL1=1.121
[Epoch 179][Batch 3399], Speed: 72.784 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 179][Batch 3499], Speed: 85.190 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 179][Batch 3599], Speed: 84.610 samples/sec, CrossEntropy=2.363, SmoothL1=1.122
[Epoch 179] Training cost: 1539.367, CrossEntropy=2.363, SmoothL1=1.122
[Epoch 179] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.283
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.474
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.296
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.102
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.340
 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 ] = 0.254
 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 ] = 0.391
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.125
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.460
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.582
person=41.0
bicycle=21.1
car=29.4
motorcycle=32.6
airplane=53.2
bus=54.0
train=55.1
truck=28.1
boat=16.1
traffic light=13.8
fire hydrant=49.0
stop sign=46.7
parking meter=38.8
bench=14.8
bird=21.4
cat=54.1
dog=47.9
horse=44.4
sheep=36.7
cow=38.7
elephant=52.4
bear=59.1
zebra=55.6
giraffe=54.5
backpack=6.7
umbrella=28.3
handbag=5.6
tie=17.4
suitcase=20.7
frisbee=34.0
skis=13.9
snowboard=18.0
sports ball=26.0
kite=24.3
baseball bat=12.7
baseball glove=17.7
skateboard=34.3
surfboard=23.2
tennis racket=28.8
bottle=20.6
wine glass=20.1
cup=26.5
fork=14.7
knife=6.6
spoon=5.6
bowl=29.6
banana=15.3
apple=12.3
sandwich=27.2
orange=21.6
broccoli=16.8
carrot=12.7
hot dog=21.9
pizza=41.3
donut=29.1
cake=25.5
chair=17.1
couch=34.6
potted plant=16.4
bed=34.9
dining table=22.5
toilet=48.0
tv=47.3
laptop=48.5
mouse=39.4
remote=10.8
keyboard=37.4
cell phone=21.4
microwave=43.8
oven=27.0
toaster=15.2
sink=24.5
refrigerator=37.9
book=7.0
clock=36.5
vase=19.1
scissors=18.6
teddy bear=34.7
hair drier=0.0
toothbrush=7.3
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=28.3
[Epoch 180][Batch 99], Speed: 53.269 samples/sec, CrossEntropy=2.367, SmoothL1=1.129
[Epoch 180][Batch 199], Speed: 79.631 samples/sec, CrossEntropy=2.366, SmoothL1=1.145
[Epoch 180][Batch 299], Speed: 74.084 samples/sec, CrossEntropy=2.361, SmoothL1=1.133
[Epoch 180][Batch 399], Speed: 83.184 samples/sec, CrossEntropy=2.345, SmoothL1=1.117
[Epoch 180][Batch 499], Speed: 78.211 samples/sec, CrossEntropy=2.340, SmoothL1=1.112
[Epoch 180][Batch 599], Speed: 81.203 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 180][Batch 699], Speed: 77.019 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 180][Batch 799], Speed: 77.377 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 180][Batch 899], Speed: 83.349 samples/sec, CrossEntropy=2.359, SmoothL1=1.123
[Epoch 180][Batch 999], Speed: 79.890 samples/sec, CrossEntropy=2.359, SmoothL1=1.124
[Epoch 180][Batch 1099], Speed: 80.772 samples/sec, CrossEntropy=2.358, SmoothL1=1.120
[Epoch 180][Batch 1199], Speed: 84.156 samples/sec, CrossEntropy=2.358, SmoothL1=1.123
[Epoch 180][Batch 1299], Speed: 79.066 samples/sec, CrossEntropy=2.360, SmoothL1=1.125
[Epoch 180][Batch 1399], Speed: 79.558 samples/sec, CrossEntropy=2.361, SmoothL1=1.126
[Epoch 180][Batch 1499], Speed: 81.094 samples/sec, CrossEntropy=2.362, SmoothL1=1.127
[Epoch 180][Batch 1599], Speed: 79.086 samples/sec, CrossEntropy=2.360, SmoothL1=1.125
[Epoch 180][Batch 1699], Speed: 77.749 samples/sec, CrossEntropy=2.357, SmoothL1=1.123
[Epoch 180][Batch 1799], Speed: 76.691 samples/sec, CrossEntropy=2.357, SmoothL1=1.122
[Epoch 180][Batch 1899], Speed: 84.006 samples/sec, CrossEntropy=2.355, SmoothL1=1.120
[Epoch 180][Batch 1999], Speed: 78.091 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 180][Batch 2099], Speed: 79.139 samples/sec, CrossEntropy=2.356, SmoothL1=1.121
[Epoch 180][Batch 2199], Speed: 81.578 samples/sec, CrossEntropy=2.357, SmoothL1=1.121
[Epoch 180][Batch 2299], Speed: 77.208 samples/sec, CrossEntropy=2.357, SmoothL1=1.121
[Epoch 180][Batch 2399], Speed: 77.177 samples/sec, CrossEntropy=2.359, SmoothL1=1.121
[Epoch 180][Batch 2499], Speed: 73.463 samples/sec, CrossEntropy=2.359, SmoothL1=1.121
[Epoch 180][Batch 2599], Speed: 78.363 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 180][Batch 2699], Speed: 77.843 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 180][Batch 2799], Speed: 84.279 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 180][Batch 2899], Speed: 79.632 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 180][Batch 2999], Speed: 78.068 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 180][Batch 3099], Speed: 85.060 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 180][Batch 3199], Speed: 79.693 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 180][Batch 3299], Speed: 75.140 samples/sec, CrossEntropy=2.360, SmoothL1=1.120
[Epoch 180][Batch 3399], Speed: 78.680 samples/sec, CrossEntropy=2.360, SmoothL1=1.120
[Epoch 180][Batch 3499], Speed: 85.978 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 180][Batch 3599], Speed: 86.273 samples/sec, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 180] Training cost: 1532.953, CrossEntropy=2.360, SmoothL1=1.121
[Epoch 181][Batch 99], Speed: 51.252 samples/sec, CrossEntropy=2.311, SmoothL1=1.069
[Epoch 181][Batch 199], Speed: 76.616 samples/sec, CrossEntropy=2.361, SmoothL1=1.111
[Epoch 181][Batch 299], Speed: 75.826 samples/sec, CrossEntropy=2.373, SmoothL1=1.132
[Epoch 181][Batch 399], Speed: 77.285 samples/sec, CrossEntropy=2.380, SmoothL1=1.138
[Epoch 181][Batch 499], Speed: 79.155 samples/sec, CrossEntropy=2.378, SmoothL1=1.139
[Epoch 181][Batch 599], Speed: 79.687 samples/sec, CrossEntropy=2.378, SmoothL1=1.139
[Epoch 181][Batch 699], Speed: 78.506 samples/sec, CrossEntropy=2.370, SmoothL1=1.128
[Epoch 181][Batch 799], Speed: 80.100 samples/sec, CrossEntropy=2.366, SmoothL1=1.125
[Epoch 181][Batch 899], Speed: 75.395 samples/sec, CrossEntropy=2.367, SmoothL1=1.128
[Epoch 181][Batch 999], Speed: 75.411 samples/sec, CrossEntropy=2.368, SmoothL1=1.128
[Epoch 181][Batch 1099], Speed: 74.247 samples/sec, CrossEntropy=2.367, SmoothL1=1.129
[Epoch 181][Batch 1199], Speed: 77.189 samples/sec, CrossEntropy=2.367, SmoothL1=1.129
[Epoch 181][Batch 1299], Speed: 77.035 samples/sec, CrossEntropy=2.370, SmoothL1=1.133
[Epoch 181][Batch 1399], Speed: 72.060 samples/sec, CrossEntropy=2.372, SmoothL1=1.136
[Epoch 181][Batch 1499], Speed: 78.127 samples/sec, CrossEntropy=2.368, SmoothL1=1.132
[Epoch 181][Batch 1599], Speed: 78.359 samples/sec, CrossEntropy=2.368, SmoothL1=1.132
[Epoch 181][Batch 1699], Speed: 73.579 samples/sec, CrossEntropy=2.370, SmoothL1=1.131
[Epoch 181][Batch 1799], Speed: 76.564 samples/sec, CrossEntropy=2.370, SmoothL1=1.131
[Epoch 181][Batch 1899], Speed: 77.299 samples/sec, CrossEntropy=2.371, SmoothL1=1.131
[Epoch 181][Batch 1999], Speed: 61.804 samples/sec, CrossEntropy=2.371, SmoothL1=1.131
[Epoch 181][Batch 2099], Speed: 78.060 samples/sec, CrossEntropy=2.370, SmoothL1=1.130
[Epoch 181][Batch 2199], Speed: 78.644 samples/sec, CrossEntropy=2.370, SmoothL1=1.129
[Epoch 181][Batch 2299], Speed: 85.219 samples/sec, CrossEntropy=2.370, SmoothL1=1.129
[Epoch 181][Batch 2399], Speed: 80.297 samples/sec, CrossEntropy=2.368, SmoothL1=1.128
[Epoch 181][Batch 2499], Speed: 78.553 samples/sec, CrossEntropy=2.367, SmoothL1=1.129
[Epoch 181][Batch 2599], Speed: 78.302 samples/sec, CrossEntropy=2.367, SmoothL1=1.128
[Epoch 181][Batch 2699], Speed: 82.706 samples/sec, CrossEntropy=2.367, SmoothL1=1.127
[Epoch 181][Batch 2799], Speed: 77.348 samples/sec, CrossEntropy=2.366, SmoothL1=1.126
[Epoch 181][Batch 2899], Speed: 76.504 samples/sec, CrossEntropy=2.367, SmoothL1=1.126
[Epoch 181][Batch 2999], Speed: 79.121 samples/sec, CrossEntropy=2.366, SmoothL1=1.125
[Epoch 181][Batch 3099], Speed: 74.938 samples/sec, CrossEntropy=2.366, SmoothL1=1.125
[Epoch 181][Batch 3199], Speed: 79.033 samples/sec, CrossEntropy=2.365, SmoothL1=1.124
[Epoch 181][Batch 3299], Speed: 85.774 samples/sec, CrossEntropy=2.364, SmoothL1=1.123
[Epoch 181][Batch 3399], Speed: 80.061 samples/sec, CrossEntropy=2.364, SmoothL1=1.123
[Epoch 181][Batch 3499], Speed: 86.077 samples/sec, CrossEntropy=2.365, SmoothL1=1.123
[Epoch 181][Batch 3599], Speed: 85.307 samples/sec, CrossEntropy=2.365, SmoothL1=1.122
[Epoch 181] Training cost: 1536.002, CrossEntropy=2.364, SmoothL1=1.123
[Epoch 182][Batch 99], Speed: 49.609 samples/sec, CrossEntropy=2.359, SmoothL1=1.107
[Epoch 182][Batch 199], Speed: 75.130 samples/sec, CrossEntropy=2.357, SmoothL1=1.111
[Epoch 182][Batch 299], Speed: 75.569 samples/sec, CrossEntropy=2.353, SmoothL1=1.105
[Epoch 182][Batch 399], Speed: 74.840 samples/sec, CrossEntropy=2.358, SmoothL1=1.112
[Epoch 182][Batch 499], Speed: 72.029 samples/sec, CrossEntropy=2.350, SmoothL1=1.107
[Epoch 182][Batch 599], Speed: 77.533 samples/sec, CrossEntropy=2.353, SmoothL1=1.110
[Epoch 182][Batch 699], Speed: 78.606 samples/sec, CrossEntropy=2.352, SmoothL1=1.108
[Epoch 182][Batch 799], Speed: 76.649 samples/sec, CrossEntropy=2.351, SmoothL1=1.110
[Epoch 182][Batch 899], Speed: 82.258 samples/sec, CrossEntropy=2.346, SmoothL1=1.106
[Epoch 182][Batch 999], Speed: 77.568 samples/sec, CrossEntropy=2.347, SmoothL1=1.105
[Epoch 182][Batch 1099], Speed: 77.928 samples/sec, CrossEntropy=2.348, SmoothL1=1.105
[Epoch 182][Batch 1199], Speed: 81.185 samples/sec, CrossEntropy=2.348, SmoothL1=1.106
[Epoch 182][Batch 1299], Speed: 74.605 samples/sec, CrossEntropy=2.347, SmoothL1=1.106
[Epoch 182][Batch 1399], Speed: 78.592 samples/sec, CrossEntropy=2.349, SmoothL1=1.108
[Epoch 182][Batch 1499], Speed: 80.054 samples/sec, CrossEntropy=2.350, SmoothL1=1.109
[Epoch 182][Batch 1599], Speed: 76.923 samples/sec, CrossEntropy=2.350, SmoothL1=1.109
[Epoch 182][Batch 1699], Speed: 63.981 samples/sec, CrossEntropy=2.351, SmoothL1=1.111
[Epoch 182][Batch 1799], Speed: 74.855 samples/sec, CrossEntropy=2.353, SmoothL1=1.112
[Epoch 182][Batch 1899], Speed: 77.798 samples/sec, CrossEntropy=2.353, SmoothL1=1.111
[Epoch 182][Batch 1999], Speed: 78.541 samples/sec, CrossEntropy=2.353, SmoothL1=1.113
[Epoch 182][Batch 2099], Speed: 77.135 samples/sec, CrossEntropy=2.354, SmoothL1=1.113
[Epoch 182][Batch 2199], Speed: 83.801 samples/sec, CrossEntropy=2.355, SmoothL1=1.114
[Epoch 182][Batch 2299], Speed: 75.165 samples/sec, CrossEntropy=2.354, SmoothL1=1.114
[Epoch 182][Batch 2399], Speed: 69.658 samples/sec, CrossEntropy=2.354, SmoothL1=1.114
[Epoch 182][Batch 2499], Speed: 79.005 samples/sec, CrossEntropy=2.352, SmoothL1=1.114
[Epoch 182][Batch 2599], Speed: 80.398 samples/sec, CrossEntropy=2.353, SmoothL1=1.113
[Epoch 182][Batch 2699], Speed: 76.914 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182][Batch 2799], Speed: 84.340 samples/sec, CrossEntropy=2.353, SmoothL1=1.112
[Epoch 182][Batch 2899], Speed: 78.451 samples/sec, CrossEntropy=2.353, SmoothL1=1.113
[Epoch 182][Batch 2999], Speed: 79.272 samples/sec, CrossEntropy=2.353, SmoothL1=1.113
[Epoch 182][Batch 3099], Speed: 83.415 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182][Batch 3199], Speed: 73.976 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182][Batch 3299], Speed: 78.825 samples/sec, CrossEntropy=2.351, SmoothL1=1.112
[Epoch 182][Batch 3399], Speed: 84.764 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182][Batch 3499], Speed: 85.896 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182][Batch 3599], Speed: 84.338 samples/sec, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 182] Training cost: 1531.966, CrossEntropy=2.352, SmoothL1=1.112
[Epoch 183][Batch 99], Speed: 50.228 samples/sec, CrossEntropy=2.361, SmoothL1=1.112
[Epoch 183][Batch 199], Speed: 84.545 samples/sec, CrossEntropy=2.352, SmoothL1=1.122
[Epoch 183][Batch 299], Speed: 77.558 samples/sec, CrossEntropy=2.357, SmoothL1=1.117
[Epoch 183][Batch 399], Speed: 77.916 samples/sec, CrossEntropy=2.369, SmoothL1=1.134
[Epoch 183][Batch 499], Speed: 74.590 samples/sec, CrossEntropy=2.370, SmoothL1=1.134
[Epoch 183][Batch 599], Speed: 77.692 samples/sec, CrossEntropy=2.366, SmoothL1=1.135
[Epoch 183][Batch 699], Speed: 78.480 samples/sec, CrossEntropy=2.367, SmoothL1=1.136
[Epoch 183][Batch 799], Speed: 75.162 samples/sec, CrossEntropy=2.368, SmoothL1=1.140
[Epoch 183][Batch 899], Speed: 75.900 samples/sec, CrossEntropy=2.367, SmoothL1=1.138
[Epoch 183][Batch 999], Speed: 82.742 samples/sec, CrossEntropy=2.365, SmoothL1=1.135
[Epoch 183][Batch 1099], Speed: 76.688 samples/sec, CrossEntropy=2.366, SmoothL1=1.132
[Epoch 183][Batch 1199], Speed: 76.629 samples/sec, CrossEntropy=2.366, SmoothL1=1.129
[Epoch 183][Batch 1299], Speed: 84.131 samples/sec, CrossEntropy=2.366, SmoothL1=1.126
[Epoch 183][Batch 1399], Speed: 77.813 samples/sec, CrossEntropy=2.366, SmoothL1=1.126
[Epoch 183][Batch 1499], Speed: 76.583 samples/sec, CrossEntropy=2.364, SmoothL1=1.123
[Epoch 183][Batch 1599], Speed: 83.637 samples/sec, CrossEntropy=2.364, SmoothL1=1.123
[Epoch 183][Batch 1699], Speed: 75.802 samples/sec, CrossEntropy=2.364, SmoothL1=1.124
[Epoch 183][Batch 1799], Speed: 79.471 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 183][Batch 1899], Speed: 83.436 samples/sec, CrossEntropy=2.358, SmoothL1=1.120
[Epoch 183][Batch 1999], Speed: 83.394 samples/sec, CrossEntropy=2.361, SmoothL1=1.122
[Epoch 183][Batch 2099], Speed: 79.323 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 183][Batch 2199], Speed: 77.784 samples/sec, CrossEntropy=2.363, SmoothL1=1.122
[Epoch 183][Batch 2299], Speed: 84.686 samples/sec, CrossEntropy=2.363, SmoothL1=1.124
[Epoch 183][Batch 2399], Speed: 79.576 samples/sec, CrossEntropy=2.364, SmoothL1=1.124
[Epoch 183][Batch 2499], Speed: 79.283 samples/sec, CrossEntropy=2.364, SmoothL1=1.125
[Epoch 183][Batch 2599], Speed: 84.328 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 183][Batch 2699], Speed: 77.792 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 183][Batch 2799], Speed: 77.318 samples/sec, CrossEntropy=2.362, SmoothL1=1.123
[Epoch 183][Batch 2899], Speed: 79.800 samples/sec, CrossEntropy=2.363, SmoothL1=1.123
[Epoch 183][Batch 2999], Speed: 77.409 samples/sec, CrossEntropy=2.362, SmoothL1=1.122
[Epoch 183][Batch 3099], Speed: 76.760 samples/sec, CrossEntropy=2.361, SmoothL1=1.121
[Epoch 183][Batch 3199], Speed: 85.813 samples/sec, CrossEntropy=2.362, SmoothL1=1.121
[Epoch 183][Batch 3299], Speed: 75.479 samples/sec, CrossEntropy=2.362, SmoothL1=1.120
[Epoch 183][Batch 3399], Speed: 79.062 samples/sec, CrossEntropy=2.362, SmoothL1=1.120
[Epoch 183][Batch 3499], Speed: 84.893 samples/sec, CrossEntropy=2.362, SmoothL1=1.120
[Epoch 183][Batch 3599], Speed: 86.121 samples/sec, CrossEntropy=2.361, SmoothL1=1.119
[Epoch 183] Training cost: 1531.060, CrossEntropy=2.362, SmoothL1=1.119
[Epoch 184][Batch 99], Speed: 56.336 samples/sec, CrossEntropy=2.370, SmoothL1=1.134
[Epoch 184][Batch 199], Speed: 84.457 samples/sec, CrossEntropy=2.365, SmoothL1=1.126
[Epoch 184][Batch 299], Speed: 70.648 samples/sec, CrossEntropy=2.378, SmoothL1=1.138
[Epoch 184][Batch 399], Speed: 82.348 samples/sec, CrossEntropy=2.368, SmoothL1=1.129
[Epoch 184][Batch 499], Speed: 79.449 samples/sec, CrossEntropy=2.369, SmoothL1=1.130
[Epoch 184][Batch 599], Speed: 74.828 samples/sec, CrossEntropy=2.370, SmoothL1=1.131
[Epoch 184][Batch 699], Speed: 76.107 samples/sec, CrossEntropy=2.371, SmoothL1=1.132
[Epoch 184][Batch 799], Speed: 74.500 samples/sec, CrossEntropy=2.362, SmoothL1=1.126
[Epoch 184][Batch 899], Speed: 83.041 samples/sec, CrossEntropy=2.361, SmoothL1=1.124
[Epoch 184][Batch 999], Speed: 78.764 samples/sec, CrossEntropy=2.358, SmoothL1=1.122
[Epoch 184][Batch 1099], Speed: 72.574 samples/sec, CrossEntropy=2.358, SmoothL1=1.121
[Epoch 184][Batch 1199], Speed: 75.356 samples/sec, CrossEntropy=2.359, SmoothL1=1.121
[Epoch 184][Batch 1299], Speed: 77.271 samples/sec, CrossEntropy=2.357, SmoothL1=1.118
[Epoch 184][Batch 1399], Speed: 79.437 samples/sec, CrossEntropy=2.357, SmoothL1=1.116
[Epoch 184][Batch 1499], Speed: 76.019 samples/sec, CrossEntropy=2.353, SmoothL1=1.114
[Epoch 184][Batch 1599], Speed: 79.043 samples/sec, CrossEntropy=2.355, SmoothL1=1.115
[Epoch 184][Batch 1699], Speed: 82.171 samples/sec, CrossEntropy=2.355, SmoothL1=1.114
[Epoch 184][Batch 1799], Speed: 74.806 samples/sec, CrossEntropy=2.354, SmoothL1=1.115
[Epoch 184][Batch 1899], Speed: 74.550 samples/sec, CrossEntropy=2.355, SmoothL1=1.114
[Epoch 184][Batch 1999], Speed: 74.826 samples/sec, CrossEntropy=2.355, SmoothL1=1.115
[Epoch 184][Batch 2099], Speed: 74.788 samples/sec, CrossEntropy=2.355, SmoothL1=1.115
[Epoch 184][Batch 2199], Speed: 82.832 samples/sec, CrossEntropy=2.358, SmoothL1=1.117
[Epoch 184][Batch 2299], Speed: 76.166 samples/sec, CrossEntropy=2.357, SmoothL1=1.117
[Epoch 184][Batch 2399], Speed: 76.309 samples/sec, CrossEntropy=2.358, SmoothL1=1.116
[Epoch 184][Batch 2499], Speed: 83.221 samples/sec, CrossEntropy=2.357, SmoothL1=1.116
[Epoch 184][Batch 2599], Speed: 79.289 samples/sec, CrossEntropy=2.358, SmoothL1=1.116
[Epoch 184][Batch 2699], Speed: 77.183 samples/sec, CrossEntropy=2.358, SmoothL1=1.117
[Epoch 184][Batch 2799], Speed: 79.118 samples/sec, CrossEntropy=2.358, SmoothL1=1.118
[Epoch 184][Batch 2899], Speed: 78.348 samples/sec, CrossEntropy=2.359, SmoothL1=1.119
[Epoch 184][Batch 2999], Speed: 76.346 samples/sec, CrossEntropy=2.359, SmoothL1=1.119
[Epoch 184][Batch 3099], Speed: 76.781 samples/sec, CrossEntropy=2.358, SmoothL1=1.119
[Epoch 184][Batch 3199], Speed: 83.358 samples/sec, CrossEntropy=2.359, SmoothL1=1.119
[Epoch 184][Batch 3299], Speed: 78.464 samples/sec, CrossEntropy=2.358, SmoothL1=1.118
[Epoch 184][Batch 3399], Speed: 77.008 samples/sec, CrossEntropy=2.357, SmoothL1=1.117
[Epoch 184][Batch 3499], Speed: 84.768 samples/sec, CrossEntropy=2.356, SmoothL1=1.117
[Epoch 184][Batch 3599], Speed: 83.993 samples/sec, CrossEntropy=2.357, SmoothL1=1.116
[Epoch 184] Training cost: 1540.296, CrossEntropy=2.357, SmoothL1=1.117
[Epoch 185][Batch 99], Speed: 50.703 samples/sec, CrossEntropy=2.335, SmoothL1=1.089
[Epoch 185][Batch 199], Speed: 78.775 samples/sec, CrossEntropy=2.353, SmoothL1=1.110
[Epoch 185][Batch 299], Speed: 77.642 samples/sec, CrossEntropy=2.350, SmoothL1=1.119
[Epoch 185][Batch 399], Speed: 75.808 samples/sec, CrossEntropy=2.354, SmoothL1=1.126
[Epoch 185][Batch 499], Speed: 82.752 samples/sec, CrossEntropy=2.359, SmoothL1=1.127
[Epoch 185][Batch 599], Speed: 76.706 samples/sec, CrossEntropy=2.359, SmoothL1=1.129
[Epoch 185][Batch 699], Speed: 76.206 samples/sec, CrossEntropy=2.361, SmoothL1=1.132
[Epoch 185][Batch 799], Speed: 82.801 samples/sec, CrossEntropy=2.361, SmoothL1=1.133
[Epoch 185][Batch 899], Speed: 79.510 samples/sec, CrossEntropy=2.358, SmoothL1=1.131
[Epoch 185][Batch 999], Speed: 78.613 samples/sec, CrossEntropy=2.362, SmoothL1=1.132
[Epoch 185][Batch 1099], Speed: 76.604 samples/sec, CrossEntropy=2.362, SmoothL1=1.133
[Epoch 185][Batch 1199], Speed: 76.826 samples/sec, CrossEntropy=2.363, SmoothL1=1.135
[Epoch 185][Batch 1299], Speed: 75.798 samples/sec, CrossEntropy=2.366, SmoothL1=1.135
[Epoch 185][Batch 1399], Speed: 83.355 samples/sec, CrossEntropy=2.366, SmoothL1=1.132
[Epoch 185][Batch 1499], Speed: 81.338 samples/sec, CrossEntropy=2.364, SmoothL1=1.130
[Epoch 185][Batch 1599], Speed: 76.796 samples/sec, CrossEntropy=2.360, SmoothL1=1.126
[Epoch 185][Batch 1699], Speed: 79.974 samples/sec, CrossEntropy=2.360, SmoothL1=1.127
[Epoch 185][Batch 1799], Speed: 77.985 samples/sec, CrossEntropy=2.362, SmoothL1=1.130
[Epoch 185][Batch 1899], Speed: 78.129 samples/sec, CrossEntropy=2.360, SmoothL1=1.128
[Epoch 185][Batch 1999], Speed: 77.699 samples/sec, CrossEntropy=2.359, SmoothL1=1.128
[Epoch 185][Batch 2099], Speed: 71.546 samples/sec, CrossEntropy=2.358, SmoothL1=1.127
[Epoch 185][Batch 2199], Speed: 79.218 samples/sec, CrossEntropy=2.357, SmoothL1=1.125
[Epoch 185][Batch 2299], Speed: 79.086 samples/sec, CrossEntropy=2.355, SmoothL1=1.124
[Epoch 185][Batch 2399], Speed: 77.493 samples/sec, CrossEntropy=2.355, SmoothL1=1.124
[Epoch 185][Batch 2499], Speed: 81.680 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 185][Batch 2599], Speed: 77.833 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 185][Batch 2699], Speed: 85.447 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 185][Batch 2799], Speed: 80.729 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 185][Batch 2899], Speed: 80.357 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 185][Batch 2999], Speed: 78.605 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 185][Batch 3099], Speed: 79.028 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 185][Batch 3199], Speed: 78.434 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 185][Batch 3299], Speed: 75.101 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 185][Batch 3399], Speed: 72.259 samples/sec, CrossEntropy=2.357, SmoothL1=1.121
[Epoch 185][Batch 3499], Speed: 85.672 samples/sec, CrossEntropy=2.357, SmoothL1=1.121
[Epoch 185][Batch 3599], Speed: 86.170 samples/sec, CrossEntropy=2.356, SmoothL1=1.120
[Epoch 185] Training cost: 1533.594, CrossEntropy=2.355, SmoothL1=1.120
[Epoch 186][Batch 99], Speed: 65.163 samples/sec, CrossEntropy=2.352, SmoothL1=1.122
[Epoch 186][Batch 199], Speed: 84.402 samples/sec, CrossEntropy=2.341, SmoothL1=1.120
[Epoch 186][Batch 299], Speed: 80.630 samples/sec, CrossEntropy=2.329, SmoothL1=1.104
[Epoch 186][Batch 399], Speed: 77.516 samples/sec, CrossEntropy=2.336, SmoothL1=1.113
[Epoch 186][Batch 499], Speed: 76.558 samples/sec, CrossEntropy=2.343, SmoothL1=1.114
[Epoch 186][Batch 599], Speed: 82.582 samples/sec, CrossEntropy=2.343, SmoothL1=1.114
[Epoch 186][Batch 699], Speed: 80.591 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 186][Batch 799], Speed: 76.501 samples/sec, CrossEntropy=2.341, SmoothL1=1.114
[Epoch 186][Batch 899], Speed: 78.042 samples/sec, CrossEntropy=2.343, SmoothL1=1.116
[Epoch 186][Batch 999], Speed: 81.304 samples/sec, CrossEntropy=2.340, SmoothL1=1.112
[Epoch 186][Batch 1099], Speed: 78.861 samples/sec, CrossEntropy=2.340, SmoothL1=1.112
[Epoch 186][Batch 1199], Speed: 78.698 samples/sec, CrossEntropy=2.342, SmoothL1=1.111
[Epoch 186][Batch 1299], Speed: 42.370 samples/sec, CrossEntropy=2.343, SmoothL1=1.110
[Epoch 186][Batch 1399], Speed: 77.874 samples/sec, CrossEntropy=2.344, SmoothL1=1.111
[Epoch 186][Batch 1499], Speed: 75.865 samples/sec, CrossEntropy=2.345, SmoothL1=1.112
[Epoch 186][Batch 1599], Speed: 79.179 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 186][Batch 1699], Speed: 78.757 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 186][Batch 1799], Speed: 79.304 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 186][Batch 1899], Speed: 84.471 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 186][Batch 1999], Speed: 76.573 samples/sec, CrossEntropy=2.351, SmoothL1=1.116
[Epoch 186][Batch 2099], Speed: 77.552 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 186][Batch 2199], Speed: 77.208 samples/sec, CrossEntropy=2.348, SmoothL1=1.116
[Epoch 186][Batch 2299], Speed: 81.202 samples/sec, CrossEntropy=2.348, SmoothL1=1.116
[Epoch 186][Batch 2399], Speed: 71.399 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 186][Batch 2499], Speed: 78.103 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 186][Batch 2599], Speed: 73.990 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 186][Batch 2699], Speed: 80.852 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 186][Batch 2799], Speed: 69.939 samples/sec, CrossEntropy=2.348, SmoothL1=1.114
[Epoch 186][Batch 2899], Speed: 70.056 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 186][Batch 2999], Speed: 75.280 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 186][Batch 3099], Speed: 79.181 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 186][Batch 3199], Speed: 74.224 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 186][Batch 3299], Speed: 79.796 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 186][Batch 3399], Speed: 76.757 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 186][Batch 3499], Speed: 84.388 samples/sec, CrossEntropy=2.350, SmoothL1=1.117
[Epoch 186][Batch 3599], Speed: 85.539 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 186] Training cost: 1540.659, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 187][Batch 99], Speed: 51.449 samples/sec, CrossEntropy=2.393, SmoothL1=1.160
[Epoch 187][Batch 199], Speed: 76.026 samples/sec, CrossEntropy=2.370, SmoothL1=1.133
[Epoch 187][Batch 299], Speed: 80.239 samples/sec, CrossEntropy=2.364, SmoothL1=1.132
[Epoch 187][Batch 399], Speed: 55.336 samples/sec, CrossEntropy=2.350, SmoothL1=1.124
[Epoch 187][Batch 499], Speed: 77.750 samples/sec, CrossEntropy=2.338, SmoothL1=1.114
[Epoch 187][Batch 599], Speed: 78.508 samples/sec, CrossEntropy=2.337, SmoothL1=1.111
[Epoch 187][Batch 699], Speed: 75.152 samples/sec, CrossEntropy=2.338, SmoothL1=1.111
[Epoch 187][Batch 799], Speed: 83.671 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 187][Batch 899], Speed: 77.170 samples/sec, CrossEntropy=2.346, SmoothL1=1.112
[Epoch 187][Batch 999], Speed: 78.928 samples/sec, CrossEntropy=2.346, SmoothL1=1.113
[Epoch 187][Batch 1099], Speed: 83.870 samples/sec, CrossEntropy=2.343, SmoothL1=1.111
[Epoch 187][Batch 1199], Speed: 78.712 samples/sec, CrossEntropy=2.343, SmoothL1=1.111
[Epoch 187][Batch 1299], Speed: 75.614 samples/sec, CrossEntropy=2.346, SmoothL1=1.115
[Epoch 187][Batch 1399], Speed: 82.462 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 187][Batch 1499], Speed: 78.781 samples/sec, CrossEntropy=2.346, SmoothL1=1.114
[Epoch 187][Batch 1599], Speed: 78.450 samples/sec, CrossEntropy=2.346, SmoothL1=1.117
[Epoch 187][Batch 1699], Speed: 62.433 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 187][Batch 1799], Speed: 78.502 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 187][Batch 1899], Speed: 72.116 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 187][Batch 1999], Speed: 78.409 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 187][Batch 2099], Speed: 77.699 samples/sec, CrossEntropy=2.347, SmoothL1=1.114
[Epoch 187][Batch 2199], Speed: 75.318 samples/sec, CrossEntropy=2.347, SmoothL1=1.114
[Epoch 187][Batch 2299], Speed: 82.462 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 187][Batch 2399], Speed: 78.282 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 187][Batch 2499], Speed: 80.687 samples/sec, CrossEntropy=2.349, SmoothL1=1.114
[Epoch 187][Batch 2599], Speed: 75.648 samples/sec, CrossEntropy=2.350, SmoothL1=1.115
[Epoch 187][Batch 2699], Speed: 76.421 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 187][Batch 2799], Speed: 79.537 samples/sec, CrossEntropy=2.354, SmoothL1=1.119
[Epoch 187][Batch 2899], Speed: 76.682 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 187][Batch 2999], Speed: 84.390 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 187][Batch 3099], Speed: 82.061 samples/sec, CrossEntropy=2.351, SmoothL1=1.117
[Epoch 187][Batch 3199], Speed: 75.132 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 187][Batch 3299], Speed: 82.046 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 187][Batch 3399], Speed: 84.454 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 187][Batch 3499], Speed: 84.303 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 187][Batch 3599], Speed: 84.694 samples/sec, CrossEntropy=2.351, SmoothL1=1.116
[Epoch 187] Training cost: 1541.041, CrossEntropy=2.351, SmoothL1=1.116
[Epoch 188][Batch 99], Speed: 52.176 samples/sec, CrossEntropy=2.319, SmoothL1=1.101
[Epoch 188][Batch 199], Speed: 77.179 samples/sec, CrossEntropy=2.310, SmoothL1=1.089
[Epoch 188][Batch 299], Speed: 84.019 samples/sec, CrossEntropy=2.318, SmoothL1=1.097
[Epoch 188][Batch 399], Speed: 58.467 samples/sec, CrossEntropy=2.331, SmoothL1=1.102
[Epoch 188][Batch 499], Speed: 77.731 samples/sec, CrossEntropy=2.339, SmoothL1=1.108
[Epoch 188][Batch 599], Speed: 75.842 samples/sec, CrossEntropy=2.346, SmoothL1=1.113
[Epoch 188][Batch 699], Speed: 85.503 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 188][Batch 799], Speed: 76.404 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 188][Batch 899], Speed: 78.137 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 188][Batch 999], Speed: 77.849 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 188][Batch 1099], Speed: 85.532 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 188][Batch 1199], Speed: 75.264 samples/sec, CrossEntropy=2.351, SmoothL1=1.118
[Epoch 188][Batch 1299], Speed: 79.519 samples/sec, CrossEntropy=2.350, SmoothL1=1.114
[Epoch 188][Batch 1399], Speed: 56.307 samples/sec, CrossEntropy=2.349, SmoothL1=1.113
[Epoch 188][Batch 1499], Speed: 78.835 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 188][Batch 1599], Speed: 75.814 samples/sec, CrossEntropy=2.350, SmoothL1=1.117
[Epoch 188][Batch 1699], Speed: 78.755 samples/sec, CrossEntropy=2.350, SmoothL1=1.117
[Epoch 188][Batch 1799], Speed: 83.034 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 188][Batch 1899], Speed: 77.213 samples/sec, CrossEntropy=2.347, SmoothL1=1.113
[Epoch 188][Batch 1999], Speed: 82.187 samples/sec, CrossEntropy=2.348, SmoothL1=1.113
[Epoch 188][Batch 2099], Speed: 84.356 samples/sec, CrossEntropy=2.350, SmoothL1=1.114
[Epoch 188][Batch 2199], Speed: 79.790 samples/sec, CrossEntropy=2.351, SmoothL1=1.115
[Epoch 188][Batch 2299], Speed: 76.036 samples/sec, CrossEntropy=2.352, SmoothL1=1.117
[Epoch 188][Batch 2399], Speed: 81.718 samples/sec, CrossEntropy=2.353, SmoothL1=1.117
[Epoch 188][Batch 2499], Speed: 79.682 samples/sec, CrossEntropy=2.353, SmoothL1=1.117
[Epoch 188][Batch 2599], Speed: 79.324 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 188][Batch 2699], Speed: 78.265 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 188][Batch 2799], Speed: 75.328 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 188][Batch 2899], Speed: 78.571 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 188][Batch 2999], Speed: 83.431 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 188][Batch 3099], Speed: 80.422 samples/sec, CrossEntropy=2.352, SmoothL1=1.119
[Epoch 188][Batch 3199], Speed: 77.594 samples/sec, CrossEntropy=2.351, SmoothL1=1.118
[Epoch 188][Batch 3299], Speed: 74.177 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 188][Batch 3399], Speed: 80.021 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 188][Batch 3499], Speed: 84.720 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 188][Batch 3599], Speed: 85.228 samples/sec, CrossEntropy=2.350, SmoothL1=1.117
[Epoch 188] Training cost: 1538.550, CrossEntropy=2.351, SmoothL1=1.117
[Epoch 189][Batch 99], Speed: 53.156 samples/sec, CrossEntropy=2.379, SmoothL1=1.108
[Epoch 189][Batch 199], Speed: 76.885 samples/sec, CrossEntropy=2.360, SmoothL1=1.108
[Epoch 189][Batch 299], Speed: 79.241 samples/sec, CrossEntropy=2.358, SmoothL1=1.124
[Epoch 189][Batch 399], Speed: 85.066 samples/sec, CrossEntropy=2.346, SmoothL1=1.113
[Epoch 189][Batch 499], Speed: 71.091 samples/sec, CrossEntropy=2.342, SmoothL1=1.104
[Epoch 189][Batch 599], Speed: 82.084 samples/sec, CrossEntropy=2.348, SmoothL1=1.106
[Epoch 189][Batch 699], Speed: 80.252 samples/sec, CrossEntropy=2.349, SmoothL1=1.108
[Epoch 189][Batch 799], Speed: 83.449 samples/sec, CrossEntropy=2.347, SmoothL1=1.111
[Epoch 189][Batch 899], Speed: 82.361 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 189][Batch 999], Speed: 79.402 samples/sec, CrossEntropy=2.345, SmoothL1=1.113
[Epoch 189][Batch 1099], Speed: 77.709 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 189][Batch 1199], Speed: 82.388 samples/sec, CrossEntropy=2.348, SmoothL1=1.114
[Epoch 189][Batch 1299], Speed: 78.474 samples/sec, CrossEntropy=2.346, SmoothL1=1.115
[Epoch 189][Batch 1399], Speed: 77.715 samples/sec, CrossEntropy=2.346, SmoothL1=1.114
[Epoch 189][Batch 1499], Speed: 60.823 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 189][Batch 1599], Speed: 78.659 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 189][Batch 1699], Speed: 78.879 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 189][Batch 1799], Speed: 79.737 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 189][Batch 1899], Speed: 81.759 samples/sec, CrossEntropy=2.351, SmoothL1=1.117
[Epoch 189][Batch 1999], Speed: 77.242 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 189][Batch 2099], Speed: 77.606 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 189][Batch 2199], Speed: 83.252 samples/sec, CrossEntropy=2.352, SmoothL1=1.118
[Epoch 189][Batch 2299], Speed: 79.791 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 189][Batch 2399], Speed: 77.251 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 189][Batch 2499], Speed: 82.542 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 189][Batch 2599], Speed: 81.497 samples/sec, CrossEntropy=2.354, SmoothL1=1.121
[Epoch 189][Batch 2699], Speed: 80.508 samples/sec, CrossEntropy=2.354, SmoothL1=1.121
[Epoch 189][Batch 2799], Speed: 83.568 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 189][Batch 2899], Speed: 75.673 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 189][Batch 2999], Speed: 78.267 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 189][Batch 3099], Speed: 83.766 samples/sec, CrossEntropy=2.355, SmoothL1=1.120
[Epoch 189][Batch 3199], Speed: 82.568 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 189][Batch 3299], Speed: 76.855 samples/sec, CrossEntropy=2.356, SmoothL1=1.121
[Epoch 189][Batch 3399], Speed: 74.560 samples/sec, CrossEntropy=2.357, SmoothL1=1.122
[Epoch 189][Batch 3499], Speed: 85.089 samples/sec, CrossEntropy=2.357, SmoothL1=1.122
[Epoch 189][Batch 3599], Speed: 85.344 samples/sec, CrossEntropy=2.357, SmoothL1=1.122
[Epoch 189] Training cost: 1539.636, CrossEntropy=2.357, SmoothL1=1.122
[Epoch 189] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.285
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.474
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.300
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.101
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.342
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.443
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.255
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.378
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.393
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.122
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.463
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.590
person=41.3
bicycle=20.9
car=29.6
motorcycle=32.5
airplane=50.6
bus=54.6
train=53.8
truck=27.2
boat=16.3
traffic light=14.2
fire hydrant=47.8
stop sign=48.4
parking meter=38.0
bench=15.1
bird=21.1
cat=53.4
dog=47.5
horse=44.7
sheep=36.9
cow=38.5
elephant=52.6
bear=59.8
zebra=56.6
giraffe=54.5
backpack=6.6
umbrella=28.5
handbag=5.6
tie=18.3
suitcase=20.6
frisbee=35.3
skis=13.6
snowboard=19.7
sports ball=26.9
kite=23.9
baseball bat=13.8
baseball glove=18.3
skateboard=33.8
surfboard=24.1
tennis racket=28.7
bottle=20.8
wine glass=20.2
cup=27.1
fork=14.4
knife=6.7
spoon=6.3
bowl=29.3
banana=16.1
apple=12.6
sandwich=26.6
orange=21.4
broccoli=15.9
carrot=11.9
hot dog=23.5
pizza=41.2
donut=29.0
cake=25.2
chair=17.5
couch=36.1
potted plant=16.4
bed=35.0
dining table=22.9
toilet=48.8
tv=47.6
laptop=48.4
mouse=38.1
remote=11.3
keyboard=37.6
cell phone=21.7
microwave=45.8
oven=26.5
toaster=16.8
sink=24.7
refrigerator=38.4
book=6.9
clock=35.7
vase=19.1
scissors=20.5
teddy bear=34.2
hair drier=0.1
toothbrush=5.9
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=28.5
[Epoch 190][Batch 99], Speed: 64.226 samples/sec, CrossEntropy=2.339, SmoothL1=1.091
[Epoch 190][Batch 199], Speed: 74.764 samples/sec, CrossEntropy=2.335, SmoothL1=1.107
[Epoch 190][Batch 299], Speed: 83.452 samples/sec, CrossEntropy=2.345, SmoothL1=1.114
[Epoch 190][Batch 399], Speed: 68.148 samples/sec, CrossEntropy=2.356, SmoothL1=1.112
[Epoch 190][Batch 499], Speed: 78.691 samples/sec, CrossEntropy=2.356, SmoothL1=1.113
[Epoch 190][Batch 599], Speed: 76.968 samples/sec, CrossEntropy=2.358, SmoothL1=1.119
[Epoch 190][Batch 699], Speed: 82.577 samples/sec, CrossEntropy=2.359, SmoothL1=1.119
[Epoch 190][Batch 799], Speed: 81.849 samples/sec, CrossEntropy=2.359, SmoothL1=1.120
[Epoch 190][Batch 899], Speed: 78.522 samples/sec, CrossEntropy=2.357, SmoothL1=1.118
[Epoch 190][Batch 999], Speed: 78.066 samples/sec, CrossEntropy=2.357, SmoothL1=1.120
[Epoch 190][Batch 1099], Speed: 80.659 samples/sec, CrossEntropy=2.355, SmoothL1=1.119
[Epoch 190][Batch 1199], Speed: 84.520 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 190][Batch 1299], Speed: 80.239 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 190][Batch 1399], Speed: 77.035 samples/sec, CrossEntropy=2.355, SmoothL1=1.123
[Epoch 190][Batch 1499], Speed: 77.610 samples/sec, CrossEntropy=2.354, SmoothL1=1.121
[Epoch 190][Batch 1599], Speed: 79.518 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 190][Batch 1699], Speed: 76.510 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 190][Batch 1799], Speed: 77.932 samples/sec, CrossEntropy=2.351, SmoothL1=1.120
[Epoch 190][Batch 1899], Speed: 79.734 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 190][Batch 1999], Speed: 75.237 samples/sec, CrossEntropy=2.348, SmoothL1=1.117
[Epoch 190][Batch 2099], Speed: 81.284 samples/sec, CrossEntropy=2.347, SmoothL1=1.116
[Epoch 190][Batch 2199], Speed: 81.013 samples/sec, CrossEntropy=2.347, SmoothL1=1.117
[Epoch 190][Batch 2299], Speed: 76.770 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 190][Batch 2399], Speed: 83.579 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 190][Batch 2499], Speed: 79.231 samples/sec, CrossEntropy=2.344, SmoothL1=1.115
[Epoch 190][Batch 2599], Speed: 78.432 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 190][Batch 2699], Speed: 81.977 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 190][Batch 2799], Speed: 79.712 samples/sec, CrossEntropy=2.343, SmoothL1=1.112
[Epoch 190][Batch 2899], Speed: 80.399 samples/sec, CrossEntropy=2.345, SmoothL1=1.113
[Epoch 190][Batch 2999], Speed: 81.756 samples/sec, CrossEntropy=2.347, SmoothL1=1.114
[Epoch 190][Batch 3099], Speed: 78.852 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 190][Batch 3199], Speed: 76.271 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 190][Batch 3299], Speed: 79.273 samples/sec, CrossEntropy=2.346, SmoothL1=1.114
[Epoch 190][Batch 3399], Speed: 83.488 samples/sec, CrossEntropy=2.346, SmoothL1=1.114
[Epoch 190][Batch 3499], Speed: 85.810 samples/sec, CrossEntropy=2.346, SmoothL1=1.114
[Epoch 190][Batch 3599], Speed: 85.713 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 190] Training cost: 1528.258, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 191][Batch 99], Speed: 60.713 samples/sec, CrossEntropy=2.328, SmoothL1=1.118
[Epoch 191][Batch 199], Speed: 84.072 samples/sec, CrossEntropy=2.346, SmoothL1=1.128
[Epoch 191][Batch 299], Speed: 77.672 samples/sec, CrossEntropy=2.354, SmoothL1=1.143
[Epoch 191][Batch 399], Speed: 83.523 samples/sec, CrossEntropy=2.342, SmoothL1=1.130
[Epoch 191][Batch 499], Speed: 81.759 samples/sec, CrossEntropy=2.335, SmoothL1=1.119
[Epoch 191][Batch 599], Speed: 81.137 samples/sec, CrossEntropy=2.336, SmoothL1=1.119
[Epoch 191][Batch 699], Speed: 72.728 samples/sec, CrossEntropy=2.340, SmoothL1=1.123
[Epoch 191][Batch 799], Speed: 84.395 samples/sec, CrossEntropy=2.344, SmoothL1=1.122
[Epoch 191][Batch 899], Speed: 66.892 samples/sec, CrossEntropy=2.345, SmoothL1=1.120
[Epoch 191][Batch 999], Speed: 77.796 samples/sec, CrossEntropy=2.346, SmoothL1=1.122
[Epoch 191][Batch 1099], Speed: 84.628 samples/sec, CrossEntropy=2.346, SmoothL1=1.121
[Epoch 191][Batch 1199], Speed: 81.241 samples/sec, CrossEntropy=2.345, SmoothL1=1.121
[Epoch 191][Batch 1299], Speed: 77.110 samples/sec, CrossEntropy=2.344, SmoothL1=1.119
[Epoch 191][Batch 1399], Speed: 75.818 samples/sec, CrossEntropy=2.343, SmoothL1=1.117
[Epoch 191][Batch 1499], Speed: 74.560 samples/sec, CrossEntropy=2.344, SmoothL1=1.118
[Epoch 191][Batch 1599], Speed: 73.320 samples/sec, CrossEntropy=2.345, SmoothL1=1.118
[Epoch 191][Batch 1699], Speed: 78.468 samples/sec, CrossEntropy=2.346, SmoothL1=1.118
[Epoch 191][Batch 1799], Speed: 85.630 samples/sec, CrossEntropy=2.347, SmoothL1=1.118
[Epoch 191][Batch 1899], Speed: 79.074 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 191][Batch 1999], Speed: 79.201 samples/sec, CrossEntropy=2.349, SmoothL1=1.118
[Epoch 191][Batch 2099], Speed: 72.392 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 191][Batch 2199], Speed: 82.145 samples/sec, CrossEntropy=2.351, SmoothL1=1.119
[Epoch 191][Batch 2299], Speed: 77.867 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 191][Batch 2399], Speed: 75.035 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 191][Batch 2499], Speed: 83.970 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 191][Batch 2599], Speed: 75.263 samples/sec, CrossEntropy=2.352, SmoothL1=1.121
[Epoch 191][Batch 2699], Speed: 79.208 samples/sec, CrossEntropy=2.351, SmoothL1=1.121
[Epoch 191][Batch 2799], Speed: 75.645 samples/sec, CrossEntropy=2.352, SmoothL1=1.121
[Epoch 191][Batch 2899], Speed: 75.858 samples/sec, CrossEntropy=2.352, SmoothL1=1.121
[Epoch 191][Batch 2999], Speed: 77.032 samples/sec, CrossEntropy=2.351, SmoothL1=1.120
[Epoch 191][Batch 3099], Speed: 76.778 samples/sec, CrossEntropy=2.349, SmoothL1=1.118
[Epoch 191][Batch 3199], Speed: 77.855 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 191][Batch 3299], Speed: 76.279 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 191][Batch 3399], Speed: 61.694 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 191][Batch 3499], Speed: 84.945 samples/sec, CrossEntropy=2.351, SmoothL1=1.118
[Epoch 191][Batch 3599], Speed: 85.246 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 191] Training cost: 1540.451, CrossEntropy=2.351, SmoothL1=1.118
[Epoch 192][Batch 99], Speed: 55.938 samples/sec, CrossEntropy=2.353, SmoothL1=1.145
[Epoch 192][Batch 199], Speed: 79.450 samples/sec, CrossEntropy=2.345, SmoothL1=1.137
[Epoch 192][Batch 299], Speed: 74.415 samples/sec, CrossEntropy=2.342, SmoothL1=1.120
[Epoch 192][Batch 399], Speed: 72.788 samples/sec, CrossEntropy=2.349, SmoothL1=1.118
[Epoch 192][Batch 499], Speed: 79.653 samples/sec, CrossEntropy=2.346, SmoothL1=1.115
[Epoch 192][Batch 599], Speed: 77.864 samples/sec, CrossEntropy=2.351, SmoothL1=1.121
[Epoch 192][Batch 699], Speed: 76.554 samples/sec, CrossEntropy=2.352, SmoothL1=1.121
[Epoch 192][Batch 799], Speed: 77.311 samples/sec, CrossEntropy=2.351, SmoothL1=1.120
[Epoch 192][Batch 899], Speed: 72.296 samples/sec, CrossEntropy=2.347, SmoothL1=1.116
[Epoch 192][Batch 999], Speed: 75.499 samples/sec, CrossEntropy=2.344, SmoothL1=1.112
[Epoch 192][Batch 1099], Speed: 74.873 samples/sec, CrossEntropy=2.343, SmoothL1=1.110
[Epoch 192][Batch 1199], Speed: 83.902 samples/sec, CrossEntropy=2.340, SmoothL1=1.107
[Epoch 192][Batch 1299], Speed: 77.316 samples/sec, CrossEntropy=2.339, SmoothL1=1.106
[Epoch 192][Batch 1399], Speed: 78.474 samples/sec, CrossEntropy=2.340, SmoothL1=1.106
[Epoch 192][Batch 1499], Speed: 84.406 samples/sec, CrossEntropy=2.339, SmoothL1=1.106
[Epoch 192][Batch 1599], Speed: 82.480 samples/sec, CrossEntropy=2.340, SmoothL1=1.106
[Epoch 192][Batch 1699], Speed: 77.500 samples/sec, CrossEntropy=2.342, SmoothL1=1.108
[Epoch 192][Batch 1799], Speed: 84.434 samples/sec, CrossEntropy=2.341, SmoothL1=1.106
[Epoch 192][Batch 1899], Speed: 84.564 samples/sec, CrossEntropy=2.341, SmoothL1=1.106
[Epoch 192][Batch 1999], Speed: 77.712 samples/sec, CrossEntropy=2.343, SmoothL1=1.107
[Epoch 192][Batch 2099], Speed: 75.402 samples/sec, CrossEntropy=2.343, SmoothL1=1.109
[Epoch 192][Batch 2199], Speed: 82.020 samples/sec, CrossEntropy=2.344, SmoothL1=1.110
[Epoch 192][Batch 2299], Speed: 74.458 samples/sec, CrossEntropy=2.345, SmoothL1=1.111
[Epoch 192][Batch 2399], Speed: 81.055 samples/sec, CrossEntropy=2.345, SmoothL1=1.112
[Epoch 192][Batch 2499], Speed: 75.682 samples/sec, CrossEntropy=2.347, SmoothL1=1.113
[Epoch 192][Batch 2599], Speed: 75.135 samples/sec, CrossEntropy=2.346, SmoothL1=1.113
[Epoch 192][Batch 2699], Speed: 72.631 samples/sec, CrossEntropy=2.346, SmoothL1=1.112
[Epoch 192][Batch 2799], Speed: 71.372 samples/sec, CrossEntropy=2.346, SmoothL1=1.113
[Epoch 192][Batch 2899], Speed: 79.184 samples/sec, CrossEntropy=2.346, SmoothL1=1.111
[Epoch 192][Batch 2999], Speed: 78.325 samples/sec, CrossEntropy=2.345, SmoothL1=1.110
[Epoch 192][Batch 3099], Speed: 77.166 samples/sec, CrossEntropy=2.344, SmoothL1=1.110
[Epoch 192][Batch 3199], Speed: 83.353 samples/sec, CrossEntropy=2.344, SmoothL1=1.110
[Epoch 192][Batch 3299], Speed: 79.157 samples/sec, CrossEntropy=2.345, SmoothL1=1.111
[Epoch 192][Batch 3399], Speed: 76.200 samples/sec, CrossEntropy=2.345, SmoothL1=1.111
[Epoch 192][Batch 3499], Speed: 84.360 samples/sec, CrossEntropy=2.346, SmoothL1=1.111
[Epoch 192][Batch 3599], Speed: 85.321 samples/sec, CrossEntropy=2.345, SmoothL1=1.111
[Epoch 192] Training cost: 1538.038, CrossEntropy=2.346, SmoothL1=1.111
[Epoch 193][Batch 99], Speed: 47.367 samples/sec, CrossEntropy=2.385, SmoothL1=1.142
[Epoch 193][Batch 199], Speed: 85.059 samples/sec, CrossEntropy=2.353, SmoothL1=1.106
[Epoch 193][Batch 299], Speed: 78.455 samples/sec, CrossEntropy=2.351, SmoothL1=1.121
[Epoch 193][Batch 399], Speed: 77.561 samples/sec, CrossEntropy=2.342, SmoothL1=1.115
[Epoch 193][Batch 499], Speed: 76.091 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 193][Batch 599], Speed: 83.286 samples/sec, CrossEntropy=2.335, SmoothL1=1.110
[Epoch 193][Batch 699], Speed: 77.168 samples/sec, CrossEntropy=2.335, SmoothL1=1.107
[Epoch 193][Batch 799], Speed: 69.898 samples/sec, CrossEntropy=2.336, SmoothL1=1.108
[Epoch 193][Batch 899], Speed: 84.604 samples/sec, CrossEntropy=2.333, SmoothL1=1.106
[Epoch 193][Batch 999], Speed: 76.236 samples/sec, CrossEntropy=2.334, SmoothL1=1.106
[Epoch 193][Batch 1099], Speed: 80.081 samples/sec, CrossEntropy=2.334, SmoothL1=1.104
[Epoch 193][Batch 1199], Speed: 73.591 samples/sec, CrossEntropy=2.333, SmoothL1=1.103
[Epoch 193][Batch 1299], Speed: 78.580 samples/sec, CrossEntropy=2.332, SmoothL1=1.102
[Epoch 193][Batch 1399], Speed: 80.284 samples/sec, CrossEntropy=2.332, SmoothL1=1.103
[Epoch 193][Batch 1499], Speed: 76.268 samples/sec, CrossEntropy=2.334, SmoothL1=1.105
[Epoch 193][Batch 1599], Speed: 77.761 samples/sec, CrossEntropy=2.335, SmoothL1=1.106
[Epoch 193][Batch 1699], Speed: 69.483 samples/sec, CrossEntropy=2.334, SmoothL1=1.106
[Epoch 193][Batch 1799], Speed: 79.152 samples/sec, CrossEntropy=2.335, SmoothL1=1.106
[Epoch 193][Batch 1899], Speed: 82.384 samples/sec, CrossEntropy=2.334, SmoothL1=1.106
[Epoch 193][Batch 1999], Speed: 77.800 samples/sec, CrossEntropy=2.333, SmoothL1=1.104
[Epoch 193][Batch 2099], Speed: 64.380 samples/sec, CrossEntropy=2.332, SmoothL1=1.104
[Epoch 193][Batch 2199], Speed: 83.763 samples/sec, CrossEntropy=2.331, SmoothL1=1.103
[Epoch 193][Batch 2299], Speed: 77.835 samples/sec, CrossEntropy=2.332, SmoothL1=1.104
[Epoch 193][Batch 2399], Speed: 77.920 samples/sec, CrossEntropy=2.333, SmoothL1=1.106
[Epoch 193][Batch 2499], Speed: 82.939 samples/sec, CrossEntropy=2.336, SmoothL1=1.108
[Epoch 193][Batch 2599], Speed: 80.128 samples/sec, CrossEntropy=2.337, SmoothL1=1.108
[Epoch 193][Batch 2699], Speed: 73.495 samples/sec, CrossEntropy=2.337, SmoothL1=1.108
[Epoch 193][Batch 2799], Speed: 80.015 samples/sec, CrossEntropy=2.337, SmoothL1=1.108
[Epoch 193][Batch 2899], Speed: 83.226 samples/sec, CrossEntropy=2.337, SmoothL1=1.107
[Epoch 193][Batch 2999], Speed: 78.940 samples/sec, CrossEntropy=2.338, SmoothL1=1.108
[Epoch 193][Batch 3099], Speed: 80.968 samples/sec, CrossEntropy=2.338, SmoothL1=1.108
[Epoch 193][Batch 3199], Speed: 83.732 samples/sec, CrossEntropy=2.339, SmoothL1=1.109
[Epoch 193][Batch 3299], Speed: 72.887 samples/sec, CrossEntropy=2.340, SmoothL1=1.110
[Epoch 193][Batch 3399], Speed: 74.300 samples/sec, CrossEntropy=2.341, SmoothL1=1.110
[Epoch 193][Batch 3499], Speed: 85.894 samples/sec, CrossEntropy=2.342, SmoothL1=1.110
[Epoch 193][Batch 3599], Speed: 85.264 samples/sec, CrossEntropy=2.343, SmoothL1=1.111
[Epoch 193] Training cost: 1532.734, CrossEntropy=2.342, SmoothL1=1.111
[Epoch 194][Batch 99], Speed: 47.473 samples/sec, CrossEntropy=2.359, SmoothL1=1.107
[Epoch 194][Batch 199], Speed: 77.499 samples/sec, CrossEntropy=2.352, SmoothL1=1.104
[Epoch 194][Batch 299], Speed: 85.528 samples/sec, CrossEntropy=2.354, SmoothL1=1.119
[Epoch 194][Batch 399], Speed: 71.206 samples/sec, CrossEntropy=2.349, SmoothL1=1.120
[Epoch 194][Batch 499], Speed: 77.549 samples/sec, CrossEntropy=2.341, SmoothL1=1.115
[Epoch 194][Batch 599], Speed: 79.197 samples/sec, CrossEntropy=2.342, SmoothL1=1.114
[Epoch 194][Batch 699], Speed: 67.134 samples/sec, CrossEntropy=2.342, SmoothL1=1.113
[Epoch 194][Batch 799], Speed: 79.266 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 194][Batch 899], Speed: 79.140 samples/sec, CrossEntropy=2.345, SmoothL1=1.115
[Epoch 194][Batch 999], Speed: 79.524 samples/sec, CrossEntropy=2.347, SmoothL1=1.118
[Epoch 194][Batch 1099], Speed: 78.622 samples/sec, CrossEntropy=2.349, SmoothL1=1.121
[Epoch 194][Batch 1199], Speed: 77.542 samples/sec, CrossEntropy=2.347, SmoothL1=1.120
[Epoch 194][Batch 1299], Speed: 78.099 samples/sec, CrossEntropy=2.346, SmoothL1=1.119
[Epoch 194][Batch 1399], Speed: 83.452 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 194][Batch 1499], Speed: 77.230 samples/sec, CrossEntropy=2.347, SmoothL1=1.119
[Epoch 194][Batch 1599], Speed: 78.727 samples/sec, CrossEntropy=2.348, SmoothL1=1.119
[Epoch 194][Batch 1699], Speed: 81.907 samples/sec, CrossEntropy=2.349, SmoothL1=1.118
[Epoch 194][Batch 1799], Speed: 75.745 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 194][Batch 1899], Speed: 80.148 samples/sec, CrossEntropy=2.350, SmoothL1=1.118
[Epoch 194][Batch 1999], Speed: 71.898 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 194][Batch 2099], Speed: 77.804 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 194][Batch 2199], Speed: 78.103 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 194][Batch 2299], Speed: 60.561 samples/sec, CrossEntropy=2.353, SmoothL1=1.121
[Epoch 194][Batch 2399], Speed: 77.536 samples/sec, CrossEntropy=2.351, SmoothL1=1.119
[Epoch 194][Batch 2499], Speed: 80.758 samples/sec, CrossEntropy=2.351, SmoothL1=1.119
[Epoch 194][Batch 2599], Speed: 77.725 samples/sec, CrossEntropy=2.351, SmoothL1=1.119
[Epoch 194][Batch 2699], Speed: 84.798 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 194][Batch 2799], Speed: 71.759 samples/sec, CrossEntropy=2.350, SmoothL1=1.116
[Epoch 194][Batch 2899], Speed: 77.274 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 194][Batch 2999], Speed: 82.999 samples/sec, CrossEntropy=2.348, SmoothL1=1.115
[Epoch 194][Batch 3099], Speed: 81.203 samples/sec, CrossEntropy=2.349, SmoothL1=1.116
[Epoch 194][Batch 3199], Speed: 75.747 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 194][Batch 3299], Speed: 84.356 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 194][Batch 3399], Speed: 78.729 samples/sec, CrossEntropy=2.349, SmoothL1=1.115
[Epoch 194][Batch 3499], Speed: 84.638 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 194][Batch 3599], Speed: 85.408 samples/sec, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 194] Training cost: 1545.390, CrossEntropy=2.349, SmoothL1=1.117
[Epoch 195][Batch 99], Speed: 61.532 samples/sec, CrossEntropy=2.332, SmoothL1=1.107
[Epoch 195][Batch 199], Speed: 84.790 samples/sec, CrossEntropy=2.335, SmoothL1=1.118
[Epoch 195][Batch 299], Speed: 77.128 samples/sec, CrossEntropy=2.337, SmoothL1=1.110
[Epoch 195][Batch 399], Speed: 74.908 samples/sec, CrossEntropy=2.339, SmoothL1=1.114
[Epoch 195][Batch 499], Speed: 79.162 samples/sec, CrossEntropy=2.349, SmoothL1=1.126
[Epoch 195][Batch 599], Speed: 81.701 samples/sec, CrossEntropy=2.356, SmoothL1=1.133
[Epoch 195][Batch 699], Speed: 77.785 samples/sec, CrossEntropy=2.355, SmoothL1=1.132
[Epoch 195][Batch 799], Speed: 77.789 samples/sec, CrossEntropy=2.354, SmoothL1=1.131
[Epoch 195][Batch 899], Speed: 75.920 samples/sec, CrossEntropy=2.351, SmoothL1=1.127
[Epoch 195][Batch 999], Speed: 79.141 samples/sec, CrossEntropy=2.349, SmoothL1=1.127
[Epoch 195][Batch 1099], Speed: 80.106 samples/sec, CrossEntropy=2.350, SmoothL1=1.128
[Epoch 195][Batch 1199], Speed: 76.568 samples/sec, CrossEntropy=2.355, SmoothL1=1.129
[Epoch 195][Batch 1299], Speed: 83.873 samples/sec, CrossEntropy=2.354, SmoothL1=1.128
[Epoch 195][Batch 1399], Speed: 75.035 samples/sec, CrossEntropy=2.355, SmoothL1=1.130
[Epoch 195][Batch 1499], Speed: 76.986 samples/sec, CrossEntropy=2.352, SmoothL1=1.126
[Epoch 195][Batch 1599], Speed: 84.805 samples/sec, CrossEntropy=2.352, SmoothL1=1.125
[Epoch 195][Batch 1699], Speed: 77.672 samples/sec, CrossEntropy=2.349, SmoothL1=1.123
[Epoch 195][Batch 1799], Speed: 78.325 samples/sec, CrossEntropy=2.349, SmoothL1=1.123
[Epoch 195][Batch 1899], Speed: 61.905 samples/sec, CrossEntropy=2.349, SmoothL1=1.122
[Epoch 195][Batch 1999], Speed: 77.168 samples/sec, CrossEntropy=2.350, SmoothL1=1.123
[Epoch 195][Batch 2099], Speed: 75.901 samples/sec, CrossEntropy=2.350, SmoothL1=1.122
[Epoch 195][Batch 2199], Speed: 63.804 samples/sec, CrossEntropy=2.348, SmoothL1=1.121
[Epoch 195][Batch 2299], Speed: 77.311 samples/sec, CrossEntropy=2.347, SmoothL1=1.119
[Epoch 195][Batch 2399], Speed: 73.232 samples/sec, CrossEntropy=2.346, SmoothL1=1.117
[Epoch 195][Batch 2499], Speed: 75.903 samples/sec, CrossEntropy=2.347, SmoothL1=1.117
[Epoch 195][Batch 2599], Speed: 82.619 samples/sec, CrossEntropy=2.347, SmoothL1=1.118
[Epoch 195][Batch 2699], Speed: 76.471 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 195][Batch 2799], Speed: 75.045 samples/sec, CrossEntropy=2.347, SmoothL1=1.117
[Epoch 195][Batch 2899], Speed: 82.792 samples/sec, CrossEntropy=2.346, SmoothL1=1.117
[Epoch 195][Batch 2999], Speed: 79.016 samples/sec, CrossEntropy=2.345, SmoothL1=1.117
[Epoch 195][Batch 3099], Speed: 79.629 samples/sec, CrossEntropy=2.344, SmoothL1=1.116
[Epoch 195][Batch 3199], Speed: 79.318 samples/sec, CrossEntropy=2.343, SmoothL1=1.116
[Epoch 195][Batch 3299], Speed: 77.305 samples/sec, CrossEntropy=2.343, SmoothL1=1.116
[Epoch 195][Batch 3399], Speed: 78.063 samples/sec, CrossEntropy=2.342, SmoothL1=1.114
[Epoch 195][Batch 3499], Speed: 84.674 samples/sec, CrossEntropy=2.342, SmoothL1=1.115
[Epoch 195][Batch 3599], Speed: 86.024 samples/sec, CrossEntropy=2.343, SmoothL1=1.115
[Epoch 195] Training cost: 1534.797, CrossEntropy=2.343, SmoothL1=1.114
[Epoch 196][Batch 99], Speed: 56.937 samples/sec, CrossEntropy=2.351, SmoothL1=1.163
[Epoch 196][Batch 199], Speed: 78.660 samples/sec, CrossEntropy=2.346, SmoothL1=1.133
[Epoch 196][Batch 299], Speed: 75.327 samples/sec, CrossEntropy=2.355, SmoothL1=1.138
[Epoch 196][Batch 399], Speed: 78.330 samples/sec, CrossEntropy=2.349, SmoothL1=1.128
[Epoch 196][Batch 499], Speed: 77.125 samples/sec, CrossEntropy=2.343, SmoothL1=1.122
[Epoch 196][Batch 599], Speed: 82.605 samples/sec, CrossEntropy=2.346, SmoothL1=1.125
[Epoch 196][Batch 699], Speed: 79.267 samples/sec, CrossEntropy=2.344, SmoothL1=1.125
[Epoch 196][Batch 799], Speed: 78.133 samples/sec, CrossEntropy=2.344, SmoothL1=1.124
[Epoch 196][Batch 899], Speed: 78.728 samples/sec, CrossEntropy=2.343, SmoothL1=1.122
[Epoch 196][Batch 999], Speed: 78.392 samples/sec, CrossEntropy=2.343, SmoothL1=1.121
[Epoch 196][Batch 1099], Speed: 79.929 samples/sec, CrossEntropy=2.341, SmoothL1=1.118
[Epoch 196][Batch 1199], Speed: 82.603 samples/sec, CrossEntropy=2.342, SmoothL1=1.118
[Epoch 196][Batch 1299], Speed: 74.824 samples/sec, CrossEntropy=2.343, SmoothL1=1.118
[Epoch 196][Batch 1399], Speed: 79.419 samples/sec, CrossEntropy=2.346, SmoothL1=1.120
[Epoch 196][Batch 1499], Speed: 70.121 samples/sec, CrossEntropy=2.348, SmoothL1=1.121
[Epoch 196][Batch 1599], Speed: 82.884 samples/sec, CrossEntropy=2.348, SmoothL1=1.121
[Epoch 196][Batch 1699], Speed: 77.132 samples/sec, CrossEntropy=2.349, SmoothL1=1.122
[Epoch 196][Batch 1799], Speed: 78.781 samples/sec, CrossEntropy=2.350, SmoothL1=1.121
[Epoch 196][Batch 1899], Speed: 81.412 samples/sec, CrossEntropy=2.350, SmoothL1=1.122
[Epoch 196][Batch 1999], Speed: 79.540 samples/sec, CrossEntropy=2.351, SmoothL1=1.122
[Epoch 196][Batch 2099], Speed: 77.438 samples/sec, CrossEntropy=2.350, SmoothL1=1.120
[Epoch 196][Batch 2199], Speed: 64.372 samples/sec, CrossEntropy=2.351, SmoothL1=1.121
[Epoch 196][Batch 2299], Speed: 79.554 samples/sec, CrossEntropy=2.350, SmoothL1=1.119
[Epoch 196][Batch 2399], Speed: 77.374 samples/sec, CrossEntropy=2.349, SmoothL1=1.120
[Epoch 196][Batch 2499], Speed: 73.230 samples/sec, CrossEntropy=2.349, SmoothL1=1.120
[Epoch 196][Batch 2599], Speed: 81.308 samples/sec, CrossEntropy=2.351, SmoothL1=1.121
[Epoch 196][Batch 2699], Speed: 76.013 samples/sec, CrossEntropy=2.351, SmoothL1=1.120
[Epoch 196][Batch 2799], Speed: 78.243 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 196][Batch 2899], Speed: 79.080 samples/sec, CrossEntropy=2.352, SmoothL1=1.119
[Epoch 196][Batch 2999], Speed: 77.226 samples/sec, CrossEntropy=2.352, SmoothL1=1.119
[Epoch 196][Batch 3099], Speed: 71.127 samples/sec, CrossEntropy=2.353, SmoothL1=1.119
[Epoch 196][Batch 3199], Speed: 85.234 samples/sec, CrossEntropy=2.352, SmoothL1=1.119
[Epoch 196][Batch 3299], Speed: 76.687 samples/sec, CrossEntropy=2.353, SmoothL1=1.120
[Epoch 196][Batch 3399], Speed: 74.409 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 196][Batch 3499], Speed: 81.974 samples/sec, CrossEntropy=2.354, SmoothL1=1.120
[Epoch 196][Batch 3599], Speed: 84.422 samples/sec, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 196] Training cost: 1544.992, CrossEntropy=2.355, SmoothL1=1.121
[Epoch 197][Batch 99], Speed: 48.876 samples/sec, CrossEntropy=2.319, SmoothL1=1.090
[Epoch 197][Batch 199], Speed: 83.947 samples/sec, CrossEntropy=2.349, SmoothL1=1.118
[Epoch 197][Batch 299], Speed: 77.209 samples/sec, CrossEntropy=2.347, SmoothL1=1.121
[Epoch 197][Batch 399], Speed: 79.584 samples/sec, CrossEntropy=2.356, SmoothL1=1.133
[Epoch 197][Batch 499], Speed: 84.308 samples/sec, CrossEntropy=2.359, SmoothL1=1.134
[Epoch 197][Batch 599], Speed: 77.255 samples/sec, CrossEntropy=2.356, SmoothL1=1.133
[Epoch 197][Batch 699], Speed: 77.825 samples/sec, CrossEntropy=2.353, SmoothL1=1.128
[Epoch 197][Batch 799], Speed: 82.178 samples/sec, CrossEntropy=2.353, SmoothL1=1.129
[Epoch 197][Batch 899], Speed: 78.747 samples/sec, CrossEntropy=2.351, SmoothL1=1.126
[Epoch 197][Batch 999], Speed: 78.329 samples/sec, CrossEntropy=2.353, SmoothL1=1.125
[Epoch 197][Batch 1099], Speed: 80.151 samples/sec, CrossEntropy=2.355, SmoothL1=1.126
[Epoch 197][Batch 1199], Speed: 80.133 samples/sec, CrossEntropy=2.357, SmoothL1=1.126
[Epoch 197][Batch 1299], Speed: 73.617 samples/sec, CrossEntropy=2.357, SmoothL1=1.127
[Epoch 197][Batch 1399], Speed: 78.056 samples/sec, CrossEntropy=2.355, SmoothL1=1.124
[Epoch 197][Batch 1499], Speed: 83.235 samples/sec, CrossEntropy=2.353, SmoothL1=1.122
[Epoch 197][Batch 1599], Speed: 76.131 samples/sec, CrossEntropy=2.354, SmoothL1=1.125
[Epoch 197][Batch 1699], Speed: 74.220 samples/sec, CrossEntropy=2.352, SmoothL1=1.124
[Epoch 197][Batch 1799], Speed: 76.377 samples/sec, CrossEntropy=2.351, SmoothL1=1.122
[Epoch 197][Batch 1899], Speed: 79.172 samples/sec, CrossEntropy=2.349, SmoothL1=1.122
[Epoch 197][Batch 1999], Speed: 82.453 samples/sec, CrossEntropy=2.349, SmoothL1=1.122
[Epoch 197][Batch 2099], Speed: 85.532 samples/sec, CrossEntropy=2.348, SmoothL1=1.122
[Epoch 197][Batch 2199], Speed: 77.510 samples/sec, CrossEntropy=2.348, SmoothL1=1.123
[Epoch 197][Batch 2299], Speed: 78.611 samples/sec, CrossEntropy=2.349, SmoothL1=1.123
[Epoch 197][Batch 2399], Speed: 77.217 samples/sec, CrossEntropy=2.347, SmoothL1=1.120
[Epoch 197][Batch 2499], Speed: 82.703 samples/sec, CrossEntropy=2.348, SmoothL1=1.119
[Epoch 197][Batch 2599], Speed: 78.658 samples/sec, CrossEntropy=2.347, SmoothL1=1.118
[Epoch 197][Batch 2699], Speed: 76.296 samples/sec, CrossEntropy=2.345, SmoothL1=1.117
[Epoch 197][Batch 2799], Speed: 84.287 samples/sec, CrossEntropy=2.344, SmoothL1=1.116
[Epoch 197][Batch 2899], Speed: 78.698 samples/sec, CrossEntropy=2.345, SmoothL1=1.116
[Epoch 197][Batch 2999], Speed: 78.508 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 197][Batch 3099], Speed: 83.366 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 197][Batch 3199], Speed: 75.585 samples/sec, CrossEntropy=2.346, SmoothL1=1.115
[Epoch 197][Batch 3299], Speed: 75.159 samples/sec, CrossEntropy=2.345, SmoothL1=1.114
[Epoch 197][Batch 3399], Speed: 65.373 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 197][Batch 3499], Speed: 85.156 samples/sec, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 197][Batch 3599], Speed: 86.085 samples/sec, CrossEntropy=2.347, SmoothL1=1.116
[Epoch 197] Training cost: 1535.998, CrossEntropy=2.347, SmoothL1=1.115
[Epoch 198][Batch 99], Speed: 51.791 samples/sec, CrossEntropy=2.404, SmoothL1=1.166
[Epoch 198][Batch 199], Speed: 79.342 samples/sec, CrossEntropy=2.360, SmoothL1=1.129
[Epoch 198][Batch 299], Speed: 75.655 samples/sec, CrossEntropy=2.354, SmoothL1=1.125
[Epoch 198][Batch 399], Speed: 77.767 samples/sec, CrossEntropy=2.355, SmoothL1=1.133
[Epoch 198][Batch 499], Speed: 78.840 samples/sec, CrossEntropy=2.357, SmoothL1=1.134
[Epoch 198][Batch 599], Speed: 76.944 samples/sec, CrossEntropy=2.349, SmoothL1=1.124
[Epoch 198][Batch 699], Speed: 76.294 samples/sec, CrossEntropy=2.360, SmoothL1=1.132
[Epoch 198][Batch 799], Speed: 82.351 samples/sec, CrossEntropy=2.359, SmoothL1=1.129
[Epoch 198][Batch 899], Speed: 79.604 samples/sec, CrossEntropy=2.359, SmoothL1=1.128
[Epoch 198][Batch 999], Speed: 77.838 samples/sec, CrossEntropy=2.358, SmoothL1=1.126
[Epoch 198][Batch 1099], Speed: 79.002 samples/sec, CrossEntropy=2.355, SmoothL1=1.124
[Epoch 198][Batch 1199], Speed: 79.927 samples/sec, CrossEntropy=2.356, SmoothL1=1.126
[Epoch 198][Batch 1299], Speed: 77.271 samples/sec, CrossEntropy=2.357, SmoothL1=1.128
[Epoch 198][Batch 1399], Speed: 78.001 samples/sec, CrossEntropy=2.358, SmoothL1=1.130
[Epoch 198][Batch 1499], Speed: 79.423 samples/sec, CrossEntropy=2.357, SmoothL1=1.126
[Epoch 198][Batch 1599], Speed: 78.292 samples/sec, CrossEntropy=2.357, SmoothL1=1.126
[Epoch 198][Batch 1699], Speed: 84.585 samples/sec, CrossEntropy=2.355, SmoothL1=1.122
[Epoch 198][Batch 1799], Speed: 81.026 samples/sec, CrossEntropy=2.352, SmoothL1=1.120
[Epoch 198][Batch 1899], Speed: 71.712 samples/sec, CrossEntropy=2.351, SmoothL1=1.119
[Epoch 198][Batch 1999], Speed: 75.469 samples/sec, CrossEntropy=2.350, SmoothL1=1.120
[Epoch 198][Batch 2099], Speed: 76.237 samples/sec, CrossEntropy=2.350, SmoothL1=1.119
[Epoch 198][Batch 2199], Speed: 78.237 samples/sec, CrossEntropy=2.350, SmoothL1=1.119
[Epoch 198][Batch 2299], Speed: 72.892 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 198][Batch 2399], Speed: 80.438 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 198][Batch 2499], Speed: 76.339 samples/sec, CrossEntropy=2.348, SmoothL1=1.119
[Epoch 198][Batch 2599], Speed: 75.568 samples/sec, CrossEntropy=2.347, SmoothL1=1.118
[Epoch 198][Batch 2699], Speed: 80.866 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 198][Batch 2799], Speed: 79.164 samples/sec, CrossEntropy=2.347, SmoothL1=1.117
[Epoch 198][Batch 2899], Speed: 80.388 samples/sec, CrossEntropy=2.347, SmoothL1=1.117
[Epoch 198][Batch 2999], Speed: 58.317 samples/sec, CrossEntropy=2.348, SmoothL1=1.119
[Epoch 198][Batch 3099], Speed: 81.965 samples/sec, CrossEntropy=2.349, SmoothL1=1.120
[Epoch 198][Batch 3199], Speed: 78.822 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 198][Batch 3299], Speed: 76.356 samples/sec, CrossEntropy=2.350, SmoothL1=1.120
[Epoch 198][Batch 3399], Speed: 81.437 samples/sec, CrossEntropy=2.350, SmoothL1=1.120
[Epoch 198][Batch 3499], Speed: 85.187 samples/sec, CrossEntropy=2.349, SmoothL1=1.119
[Epoch 198][Batch 3599], Speed: 85.253 samples/sec, CrossEntropy=2.348, SmoothL1=1.118
[Epoch 198] Training cost: 1539.833, CrossEntropy=2.348, SmoothL1=1.119
[Epoch 199][Batch 99], Speed: 55.451 samples/sec, CrossEntropy=2.325, SmoothL1=1.090
[Epoch 199][Batch 199], Speed: 80.780 samples/sec, CrossEntropy=2.339, SmoothL1=1.099
[Epoch 199][Batch 299], Speed: 75.108 samples/sec, CrossEntropy=2.322, SmoothL1=1.097
[Epoch 199][Batch 399], Speed: 84.106 samples/sec, CrossEntropy=2.329, SmoothL1=1.104
[Epoch 199][Batch 499], Speed: 74.557 samples/sec, CrossEntropy=2.342, SmoothL1=1.110
[Epoch 199][Batch 599], Speed: 82.608 samples/sec, CrossEntropy=2.339, SmoothL1=1.107
[Epoch 199][Batch 699], Speed: 85.703 samples/sec, CrossEntropy=2.336, SmoothL1=1.104
[Epoch 199][Batch 799], Speed: 75.732 samples/sec, CrossEntropy=2.337, SmoothL1=1.107
[Epoch 199][Batch 899], Speed: 83.892 samples/sec, CrossEntropy=2.341, SmoothL1=1.108
[Epoch 199][Batch 999], Speed: 77.841 samples/sec, CrossEntropy=2.344, SmoothL1=1.111
[Epoch 199][Batch 1099], Speed: 77.930 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 199][Batch 1199], Speed: 82.815 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 199][Batch 1299], Speed: 77.927 samples/sec, CrossEntropy=2.346, SmoothL1=1.116
[Epoch 199][Batch 1399], Speed: 75.136 samples/sec, CrossEntropy=2.345, SmoothL1=1.114
[Epoch 199][Batch 1499], Speed: 76.691 samples/sec, CrossEntropy=2.345, SmoothL1=1.115
[Epoch 199][Batch 1599], Speed: 79.873 samples/sec, CrossEntropy=2.345, SmoothL1=1.114
[Epoch 199][Batch 1699], Speed: 78.164 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 199][Batch 1799], Speed: 77.387 samples/sec, CrossEntropy=2.343, SmoothL1=1.114
[Epoch 199][Batch 1899], Speed: 80.652 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 199][Batch 1999], Speed: 77.562 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 199][Batch 2099], Speed: 79.170 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 199][Batch 2199], Speed: 81.949 samples/sec, CrossEntropy=2.344, SmoothL1=1.114
[Epoch 199][Batch 2299], Speed: 78.656 samples/sec, CrossEntropy=2.343, SmoothL1=1.113
[Epoch 199][Batch 2399], Speed: 64.432 samples/sec, CrossEntropy=2.341, SmoothL1=1.111
[Epoch 199][Batch 2499], Speed: 76.476 samples/sec, CrossEntropy=2.339, SmoothL1=1.111
[Epoch 199][Batch 2599], Speed: 80.220 samples/sec, CrossEntropy=2.339, SmoothL1=1.110
[Epoch 199][Batch 2699], Speed: 76.307 samples/sec, CrossEntropy=2.339, SmoothL1=1.109
[Epoch 199][Batch 2799], Speed: 74.473 samples/sec, CrossEntropy=2.338, SmoothL1=1.110
[Epoch 199][Batch 2899], Speed: 79.225 samples/sec, CrossEntropy=2.338, SmoothL1=1.111
[Epoch 199][Batch 2999], Speed: 78.983 samples/sec, CrossEntropy=2.338, SmoothL1=1.111
[Epoch 199][Batch 3099], Speed: 80.809 samples/sec, CrossEntropy=2.340, SmoothL1=1.111
[Epoch 199][Batch 3199], Speed: 80.881 samples/sec, CrossEntropy=2.339, SmoothL1=1.110
[Epoch 199][Batch 3299], Speed: 79.340 samples/sec, CrossEntropy=2.339, SmoothL1=1.110
[Epoch 199][Batch 3399], Speed: 59.685 samples/sec, CrossEntropy=2.338, SmoothL1=1.109
[Epoch 199][Batch 3499], Speed: 85.993 samples/sec, CrossEntropy=2.339, SmoothL1=1.110
[Epoch 199][Batch 3599], Speed: 82.622 samples/sec, CrossEntropy=2.340, SmoothL1=1.111
[Epoch 199] Training cost: 1543.765, CrossEntropy=2.339, SmoothL1=1.111
[Epoch 199] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.286
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.475
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.300
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.099
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.341
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.444
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.255
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.378
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.393
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.121
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.464
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.586
person=41.2
bicycle=21.4
car=29.7
motorcycle=33.2
airplane=53.8
bus=55.0
train=54.6
truck=28.4
boat=16.0
traffic light=13.8
fire hydrant=48.8
stop sign=48.7
parking meter=38.2
bench=15.1
bird=21.6
cat=53.9
dog=47.8
horse=45.2
sheep=36.6
cow=37.9
elephant=52.1
bear=58.6
zebra=56.5
giraffe=54.4
backpack=6.4
umbrella=27.8
handbag=5.3
tie=18.2
suitcase=21.4
frisbee=33.9
skis=14.8
snowboard=20.7
sports ball=26.9
kite=25.0
baseball bat=12.7
baseball glove=19.4
skateboard=33.7
surfboard=23.7
tennis racket=28.9
bottle=20.9
wine glass=19.6
cup=26.8
fork=14.1
knife=7.1
spoon=6.1
bowl=29.6
banana=15.4
apple=12.6
sandwich=27.1
orange=21.6
broccoli=16.6
carrot=12.0
hot dog=23.4
pizza=40.9
donut=30.2
cake=25.2
chair=17.1
couch=34.7
potted plant=16.7
bed=35.8
dining table=22.8
toilet=47.4
tv=47.6
laptop=48.1
mouse=39.4
remote=11.5
keyboard=37.7
cell phone=21.9
microwave=46.8
oven=26.8
toaster=20.7
sink=25.2
refrigerator=37.9
book=6.8
clock=35.9
vase=20.0
scissors=17.6
teddy bear=34.8
hair drier=0.0
toothbrush=6.7
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=28.6
[Epoch 200] Set learning rate to 1e-05
[Epoch 200][Batch 99], Speed: 45.342 samples/sec, CrossEntropy=2.333, SmoothL1=1.106
[Epoch 200][Batch 199], Speed: 68.536 samples/sec, CrossEntropy=2.338, SmoothL1=1.110
[Epoch 200][Batch 299], Speed: 79.258 samples/sec, CrossEntropy=2.341, SmoothL1=1.110
[Epoch 200][Batch 399], Speed: 75.081 samples/sec, CrossEntropy=2.334, SmoothL1=1.102
[Epoch 200][Batch 499], Speed: 76.414 samples/sec, CrossEntropy=2.330, SmoothL1=1.100
[Epoch 200][Batch 599], Speed: 76.201 samples/sec, CrossEntropy=2.326, SmoothL1=1.099
[Epoch 200][Batch 699], Speed: 82.229 samples/sec, CrossEntropy=2.327, SmoothL1=1.103
[Epoch 200][Batch 799], Speed: 74.319 samples/sec, CrossEntropy=2.329, SmoothL1=1.110
[Epoch 200][Batch 899], Speed: 75.494 samples/sec, CrossEntropy=2.326, SmoothL1=1.106
[Epoch 200][Batch 999], Speed: 78.222 samples/sec, CrossEntropy=2.327, SmoothL1=1.104
[Epoch 200][Batch 1099], Speed: 78.751 samples/sec, CrossEntropy=2.329, SmoothL1=1.105
[Epoch 200][Batch 1199], Speed: 77.313 samples/sec, CrossEntropy=2.329, SmoothL1=1.106
[Epoch 200][Batch 1299], Speed: 77.188 samples/sec, CrossEntropy=2.328, SmoothL1=1.106
[Epoch 200][Batch 1399], Speed: 76.755 samples/sec, CrossEntropy=2.327, SmoothL1=1.105
[Epoch 200][Batch 1499], Speed: 79.130 samples/sec, CrossEntropy=2.324, SmoothL1=1.102
[Epoch 200][Batch 1599], Speed: 77.336 samples/sec, CrossEntropy=2.322, SmoothL1=1.101
[Epoch 200][Batch 1699], Speed: 81.537 samples/sec, CrossEntropy=2.325, SmoothL1=1.102
[Epoch 200][Batch 1799], Speed: 75.476 samples/sec, CrossEntropy=2.324, SmoothL1=1.101
[Epoch 200][Batch 1899], Speed: 76.544 samples/sec, CrossEntropy=2.322, SmoothL1=1.101
[Epoch 200][Batch 1999], Speed: 83.725 samples/sec, CrossEntropy=2.321, SmoothL1=1.100
[Epoch 200][Batch 2099], Speed: 79.469 samples/sec, CrossEntropy=2.321, SmoothL1=1.100
[Epoch 200][Batch 2199], Speed: 76.200 samples/sec, CrossEntropy=2.322, SmoothL1=1.099
[Epoch 200][Batch 2299], Speed: 68.109 samples/sec, CrossEntropy=2.322, SmoothL1=1.098
[Epoch 200][Batch 2399], Speed: 81.634 samples/sec, CrossEntropy=2.323, SmoothL1=1.098
[Epoch 200][Batch 2499], Speed: 75.159 samples/sec, CrossEntropy=2.322, SmoothL1=1.098
[Epoch 200][Batch 2599], Speed: 80.249 samples/sec, CrossEntropy=2.320, SmoothL1=1.096
[Epoch 200][Batch 2699], Speed: 73.677 samples/sec, CrossEntropy=2.320, SmoothL1=1.097
[Epoch 200][Batch 2799], Speed: 80.918 samples/sec, CrossEntropy=2.321, SmoothL1=1.098
[Epoch 200][Batch 2899], Speed: 84.774 samples/sec, CrossEntropy=2.321, SmoothL1=1.099
[Epoch 200][Batch 2999], Speed: 84.388 samples/sec, CrossEntropy=2.322, SmoothL1=1.100
[Epoch 200][Batch 3099], Speed: 77.283 samples/sec, CrossEntropy=2.322, SmoothL1=1.100
[Epoch 200][Batch 3199], Speed: 78.322 samples/sec, CrossEntropy=2.322, SmoothL1=1.099
[Epoch 200][Batch 3299], Speed: 85.388 samples/sec, CrossEntropy=2.322, SmoothL1=1.099
[Epoch 200][Batch 3399], Speed: 77.646 samples/sec, CrossEntropy=2.322, SmoothL1=1.099
[Epoch 200][Batch 3499], Speed: 85.249 samples/sec, CrossEntropy=2.321, SmoothL1=1.098
[Epoch 200][Batch 3599], Speed: 83.815 samples/sec, CrossEntropy=2.321, SmoothL1=1.098
[Epoch 200] Training cost: 1538.450, CrossEntropy=2.321, SmoothL1=1.098
[Epoch 201][Batch 99], Speed: 49.842 samples/sec, CrossEntropy=2.330, SmoothL1=1.108
[Epoch 201][Batch 199], Speed: 79.575 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 201][Batch 299], Speed: 66.755 samples/sec, CrossEntropy=2.328, SmoothL1=1.113
[Epoch 201][Batch 399], Speed: 78.320 samples/sec, CrossEntropy=2.322, SmoothL1=1.103
[Epoch 201][Batch 499], Speed: 77.700 samples/sec, CrossEntropy=2.319, SmoothL1=1.108
[Epoch 201][Batch 599], Speed: 80.307 samples/sec, CrossEntropy=2.318, SmoothL1=1.105
[Epoch 201][Batch 699], Speed: 79.710 samples/sec, CrossEntropy=2.316, SmoothL1=1.103
[Epoch 201][Batch 799], Speed: 78.086 samples/sec, CrossEntropy=2.321, SmoothL1=1.102
[Epoch 201][Batch 899], Speed: 78.797 samples/sec, CrossEntropy=2.324, SmoothL1=1.104
[Epoch 201][Batch 999], Speed: 75.662 samples/sec, CrossEntropy=2.325, SmoothL1=1.105
[Epoch 201][Batch 1099], Speed: 73.228 samples/sec, CrossEntropy=2.325, SmoothL1=1.102
[Epoch 201][Batch 1199], Speed: 78.437 samples/sec, CrossEntropy=2.323, SmoothL1=1.102
[Epoch 201][Batch 1299], Speed: 75.399 samples/sec, CrossEntropy=2.324, SmoothL1=1.103
[Epoch 201][Batch 1399], Speed: 75.072 samples/sec, CrossEntropy=2.321, SmoothL1=1.101
[Epoch 201][Batch 1499], Speed: 79.883 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 201][Batch 1599], Speed: 78.009 samples/sec, CrossEntropy=2.318, SmoothL1=1.099
[Epoch 201][Batch 1699], Speed: 77.911 samples/sec, CrossEntropy=2.317, SmoothL1=1.098
[Epoch 201][Batch 1799], Speed: 76.841 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 201][Batch 1899], Speed: 79.731 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 201][Batch 1999], Speed: 76.759 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 201][Batch 2099], Speed: 82.389 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 201][Batch 2199], Speed: 79.356 samples/sec, CrossEntropy=2.316, SmoothL1=1.098
[Epoch 201][Batch 2299], Speed: 77.797 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 201][Batch 2399], Speed: 83.726 samples/sec, CrossEntropy=2.315, SmoothL1=1.097
[Epoch 201][Batch 2499], Speed: 78.621 samples/sec, CrossEntropy=2.316, SmoothL1=1.098
[Epoch 201][Batch 2599], Speed: 78.688 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 201][Batch 2699], Speed: 78.426 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 201][Batch 2799], Speed: 78.318 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 201][Batch 2899], Speed: 80.144 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 201][Batch 2999], Speed: 84.531 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 201][Batch 3099], Speed: 82.228 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 201][Batch 3199], Speed: 74.901 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 201][Batch 3299], Speed: 73.158 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 201][Batch 3399], Speed: 83.791 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 201][Batch 3499], Speed: 85.426 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 201][Batch 3599], Speed: 85.165 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 201] Training cost: 1536.879, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 202][Batch 99], Speed: 52.450 samples/sec, CrossEntropy=2.323, SmoothL1=1.099
[Epoch 202][Batch 199], Speed: 76.058 samples/sec, CrossEntropy=2.312, SmoothL1=1.092
[Epoch 202][Batch 299], Speed: 74.054 samples/sec, CrossEntropy=2.312, SmoothL1=1.093
[Epoch 202][Batch 399], Speed: 54.973 samples/sec, CrossEntropy=2.313, SmoothL1=1.099
[Epoch 202][Batch 499], Speed: 80.159 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 202][Batch 599], Speed: 76.134 samples/sec, CrossEntropy=2.309, SmoothL1=1.095
[Epoch 202][Batch 699], Speed: 73.244 samples/sec, CrossEntropy=2.307, SmoothL1=1.093
[Epoch 202][Batch 799], Speed: 81.979 samples/sec, CrossEntropy=2.306, SmoothL1=1.093
[Epoch 202][Batch 899], Speed: 79.395 samples/sec, CrossEntropy=2.308, SmoothL1=1.097
[Epoch 202][Batch 999], Speed: 75.823 samples/sec, CrossEntropy=2.314, SmoothL1=1.105
[Epoch 202][Batch 1099], Speed: 75.569 samples/sec, CrossEntropy=2.312, SmoothL1=1.104
[Epoch 202][Batch 1199], Speed: 78.611 samples/sec, CrossEntropy=2.312, SmoothL1=1.102
[Epoch 202][Batch 1299], Speed: 78.553 samples/sec, CrossEntropy=2.311, SmoothL1=1.102
[Epoch 202][Batch 1399], Speed: 76.977 samples/sec, CrossEntropy=2.312, SmoothL1=1.104
[Epoch 202][Batch 1499], Speed: 76.976 samples/sec, CrossEntropy=2.313, SmoothL1=1.105
[Epoch 202][Batch 1599], Speed: 76.274 samples/sec, CrossEntropy=2.312, SmoothL1=1.103
[Epoch 202][Batch 1699], Speed: 78.372 samples/sec, CrossEntropy=2.315, SmoothL1=1.103
[Epoch 202][Batch 1799], Speed: 84.040 samples/sec, CrossEntropy=2.314, SmoothL1=1.104
[Epoch 202][Batch 1899], Speed: 79.467 samples/sec, CrossEntropy=2.313, SmoothL1=1.102
[Epoch 202][Batch 1999], Speed: 75.184 samples/sec, CrossEntropy=2.311, SmoothL1=1.101
[Epoch 202][Batch 2099], Speed: 80.830 samples/sec, CrossEntropy=2.312, SmoothL1=1.100
[Epoch 202][Batch 2199], Speed: 79.043 samples/sec, CrossEntropy=2.312, SmoothL1=1.100
[Epoch 202][Batch 2299], Speed: 79.007 samples/sec, CrossEntropy=2.311, SmoothL1=1.099
[Epoch 202][Batch 2399], Speed: 83.609 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 202][Batch 2499], Speed: 77.807 samples/sec, CrossEntropy=2.310, SmoothL1=1.098
[Epoch 202][Batch 2599], Speed: 77.063 samples/sec, CrossEntropy=2.312, SmoothL1=1.099
[Epoch 202][Batch 2699], Speed: 81.995 samples/sec, CrossEntropy=2.311, SmoothL1=1.098
[Epoch 202][Batch 2799], Speed: 81.492 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 202][Batch 2899], Speed: 76.408 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 202][Batch 2999], Speed: 84.114 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 202][Batch 3099], Speed: 81.042 samples/sec, CrossEntropy=2.311, SmoothL1=1.096
[Epoch 202][Batch 3199], Speed: 79.851 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 202][Batch 3299], Speed: 75.868 samples/sec, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 202][Batch 3399], Speed: 83.280 samples/sec, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 202][Batch 3499], Speed: 84.663 samples/sec, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 202][Batch 3599], Speed: 84.651 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 202] Training cost: 1539.136, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 203][Batch 99], Speed: 56.642 samples/sec, CrossEntropy=2.301, SmoothL1=1.103
[Epoch 203][Batch 199], Speed: 84.209 samples/sec, CrossEntropy=2.303, SmoothL1=1.085
[Epoch 203][Batch 299], Speed: 76.306 samples/sec, CrossEntropy=2.298, SmoothL1=1.090
[Epoch 203][Batch 399], Speed: 76.553 samples/sec, CrossEntropy=2.307, SmoothL1=1.098
[Epoch 203][Batch 499], Speed: 59.259 samples/sec, CrossEntropy=2.309, SmoothL1=1.098
[Epoch 203][Batch 599], Speed: 65.359 samples/sec, CrossEntropy=2.309, SmoothL1=1.095
[Epoch 203][Batch 699], Speed: 76.450 samples/sec, CrossEntropy=2.311, SmoothL1=1.095
[Epoch 203][Batch 799], Speed: 79.255 samples/sec, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 203][Batch 899], Speed: 61.419 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 203][Batch 999], Speed: 80.776 samples/sec, CrossEntropy=2.315, SmoothL1=1.097
[Epoch 203][Batch 1099], Speed: 78.138 samples/sec, CrossEntropy=2.319, SmoothL1=1.098
[Epoch 203][Batch 1199], Speed: 74.480 samples/sec, CrossEntropy=2.321, SmoothL1=1.100
[Epoch 203][Batch 1299], Speed: 82.686 samples/sec, CrossEntropy=2.322, SmoothL1=1.100
[Epoch 203][Batch 1399], Speed: 75.698 samples/sec, CrossEntropy=2.320, SmoothL1=1.100
[Epoch 203][Batch 1499], Speed: 78.078 samples/sec, CrossEntropy=2.320, SmoothL1=1.101
[Epoch 203][Batch 1599], Speed: 83.482 samples/sec, CrossEntropy=2.319, SmoothL1=1.100
[Epoch 203][Batch 1699], Speed: 78.132 samples/sec, CrossEntropy=2.316, SmoothL1=1.097
[Epoch 203][Batch 1799], Speed: 79.973 samples/sec, CrossEntropy=2.313, SmoothL1=1.096
[Epoch 203][Batch 1899], Speed: 82.965 samples/sec, CrossEntropy=2.313, SmoothL1=1.096
[Epoch 203][Batch 1999], Speed: 81.534 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 203][Batch 2099], Speed: 79.463 samples/sec, CrossEntropy=2.314, SmoothL1=1.096
[Epoch 203][Batch 2199], Speed: 73.345 samples/sec, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 203][Batch 2299], Speed: 79.045 samples/sec, CrossEntropy=2.314, SmoothL1=1.095
[Epoch 203][Batch 2399], Speed: 85.357 samples/sec, CrossEntropy=2.316, SmoothL1=1.096
[Epoch 203][Batch 2499], Speed: 72.254 samples/sec, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 203][Batch 2599], Speed: 83.497 samples/sec, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 203][Batch 2699], Speed: 78.064 samples/sec, CrossEntropy=2.316, SmoothL1=1.097
[Epoch 203][Batch 2799], Speed: 76.322 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 203][Batch 2899], Speed: 84.242 samples/sec, CrossEntropy=2.317, SmoothL1=1.098
[Epoch 203][Batch 2999], Speed: 77.068 samples/sec, CrossEntropy=2.316, SmoothL1=1.097
[Epoch 203][Batch 3099], Speed: 79.532 samples/sec, CrossEntropy=2.316, SmoothL1=1.096
[Epoch 203][Batch 3199], Speed: 72.363 samples/sec, CrossEntropy=2.316, SmoothL1=1.096
[Epoch 203][Batch 3299], Speed: 77.359 samples/sec, CrossEntropy=2.316, SmoothL1=1.096
[Epoch 203][Batch 3399], Speed: 74.153 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 203][Batch 3499], Speed: 84.746 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 203][Batch 3599], Speed: 84.901 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 203] Training cost: 1538.794, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 204][Batch 99], Speed: 44.285 samples/sec, CrossEntropy=2.286, SmoothL1=1.079
[Epoch 204][Batch 199], Speed: 77.260 samples/sec, CrossEntropy=2.280, SmoothL1=1.072
[Epoch 204][Batch 299], Speed: 74.626 samples/sec, CrossEntropy=2.287, SmoothL1=1.080
[Epoch 204][Batch 399], Speed: 84.757 samples/sec, CrossEntropy=2.297, SmoothL1=1.084
[Epoch 204][Batch 499], Speed: 80.457 samples/sec, CrossEntropy=2.299, SmoothL1=1.083
[Epoch 204][Batch 599], Speed: 80.466 samples/sec, CrossEntropy=2.304, SmoothL1=1.085
[Epoch 204][Batch 699], Speed: 77.322 samples/sec, CrossEntropy=2.305, SmoothL1=1.087
[Epoch 204][Batch 799], Speed: 83.655 samples/sec, CrossEntropy=2.310, SmoothL1=1.094
[Epoch 204][Batch 899], Speed: 77.409 samples/sec, CrossEntropy=2.314, SmoothL1=1.097
[Epoch 204][Batch 999], Speed: 76.492 samples/sec, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 204][Batch 1099], Speed: 83.936 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 204][Batch 1199], Speed: 76.829 samples/sec, CrossEntropy=2.315, SmoothL1=1.097
[Epoch 204][Batch 1299], Speed: 78.787 samples/sec, CrossEntropy=2.310, SmoothL1=1.093
[Epoch 204][Batch 1399], Speed: 67.486 samples/sec, CrossEntropy=2.310, SmoothL1=1.094
[Epoch 204][Batch 1499], Speed: 79.753 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 204][Batch 1599], Speed: 76.730 samples/sec, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 204][Batch 1699], Speed: 76.666 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 204][Batch 1799], Speed: 83.907 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 204][Batch 1899], Speed: 76.788 samples/sec, CrossEntropy=2.315, SmoothL1=1.099
[Epoch 204][Batch 1999], Speed: 79.529 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 204][Batch 2099], Speed: 77.503 samples/sec, CrossEntropy=2.318, SmoothL1=1.100
[Epoch 204][Batch 2199], Speed: 79.252 samples/sec, CrossEntropy=2.319, SmoothL1=1.100
[Epoch 204][Batch 2299], Speed: 77.736 samples/sec, CrossEntropy=2.319, SmoothL1=1.102
[Epoch 204][Batch 2399], Speed: 84.066 samples/sec, CrossEntropy=2.318, SmoothL1=1.101
[Epoch 204][Batch 2499], Speed: 80.256 samples/sec, CrossEntropy=2.318, SmoothL1=1.101
[Epoch 204][Batch 2599], Speed: 78.927 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 204][Batch 2699], Speed: 82.023 samples/sec, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 204][Batch 2799], Speed: 78.235 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 204][Batch 2899], Speed: 79.281 samples/sec, CrossEntropy=2.315, SmoothL1=1.099
[Epoch 204][Batch 2999], Speed: 83.537 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 204][Batch 3099], Speed: 82.628 samples/sec, CrossEntropy=2.314, SmoothL1=1.098
[Epoch 204][Batch 3199], Speed: 76.574 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 204][Batch 3299], Speed: 78.273 samples/sec, CrossEntropy=2.312, SmoothL1=1.096
[Epoch 204][Batch 3399], Speed: 82.274 samples/sec, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 204][Batch 3499], Speed: 85.732 samples/sec, CrossEntropy=2.314, SmoothL1=1.098
[Epoch 204][Batch 3599], Speed: 85.550 samples/sec, CrossEntropy=2.314, SmoothL1=1.098
[Epoch 204] Training cost: 1538.589, CrossEntropy=2.314, SmoothL1=1.098
[Epoch 205][Batch 99], Speed: 50.912 samples/sec, CrossEntropy=2.346, SmoothL1=1.123
[Epoch 205][Batch 199], Speed: 82.730 samples/sec, CrossEntropy=2.312, SmoothL1=1.087
[Epoch 205][Batch 299], Speed: 77.877 samples/sec, CrossEntropy=2.308, SmoothL1=1.084
[Epoch 205][Batch 399], Speed: 80.967 samples/sec, CrossEntropy=2.309, SmoothL1=1.091
[Epoch 205][Batch 499], Speed: 76.259 samples/sec, CrossEntropy=2.312, SmoothL1=1.095
[Epoch 205][Batch 599], Speed: 75.500 samples/sec, CrossEntropy=2.310, SmoothL1=1.096
[Epoch 205][Batch 699], Speed: 83.077 samples/sec, CrossEntropy=2.308, SmoothL1=1.099
[Epoch 205][Batch 799], Speed: 76.524 samples/sec, CrossEntropy=2.313, SmoothL1=1.107
[Epoch 205][Batch 899], Speed: 74.878 samples/sec, CrossEntropy=2.314, SmoothL1=1.107
[Epoch 205][Batch 999], Speed: 73.182 samples/sec, CrossEntropy=2.312, SmoothL1=1.104
[Epoch 205][Batch 1099], Speed: 78.258 samples/sec, CrossEntropy=2.311, SmoothL1=1.101
[Epoch 205][Batch 1199], Speed: 78.188 samples/sec, CrossEntropy=2.309, SmoothL1=1.098
[Epoch 205][Batch 1299], Speed: 76.523 samples/sec, CrossEntropy=2.306, SmoothL1=1.096
[Epoch 205][Batch 1399], Speed: 77.373 samples/sec, CrossEntropy=2.307, SmoothL1=1.095
[Epoch 205][Batch 1499], Speed: 80.061 samples/sec, CrossEntropy=2.304, SmoothL1=1.093
[Epoch 205][Batch 1599], Speed: 78.420 samples/sec, CrossEntropy=2.304, SmoothL1=1.095
[Epoch 205][Batch 1699], Speed: 83.279 samples/sec, CrossEntropy=2.305, SmoothL1=1.096
[Epoch 205][Batch 1799], Speed: 78.122 samples/sec, CrossEntropy=2.302, SmoothL1=1.094
[Epoch 205][Batch 1899], Speed: 71.856 samples/sec, CrossEntropy=2.302, SmoothL1=1.094
[Epoch 205][Batch 1999], Speed: 80.600 samples/sec, CrossEntropy=2.303, SmoothL1=1.094
[Epoch 205][Batch 2099], Speed: 79.398 samples/sec, CrossEntropy=2.303, SmoothL1=1.096
[Epoch 205][Batch 2199], Speed: 75.529 samples/sec, CrossEntropy=2.306, SmoothL1=1.097
[Epoch 205][Batch 2299], Speed: 71.823 samples/sec, CrossEntropy=2.307, SmoothL1=1.098
[Epoch 205][Batch 2399], Speed: 78.437 samples/sec, CrossEntropy=2.308, SmoothL1=1.099
[Epoch 205][Batch 2499], Speed: 80.173 samples/sec, CrossEntropy=2.309, SmoothL1=1.098
[Epoch 205][Batch 2599], Speed: 72.300 samples/sec, CrossEntropy=2.310, SmoothL1=1.098
[Epoch 205][Batch 2699], Speed: 78.972 samples/sec, CrossEntropy=2.310, SmoothL1=1.098
[Epoch 205][Batch 2799], Speed: 75.639 samples/sec, CrossEntropy=2.310, SmoothL1=1.098
[Epoch 205][Batch 2899], Speed: 77.181 samples/sec, CrossEntropy=2.310, SmoothL1=1.097
[Epoch 205][Batch 2999], Speed: 81.757 samples/sec, CrossEntropy=2.311, SmoothL1=1.099
[Epoch 205][Batch 3099], Speed: 75.171 samples/sec, CrossEntropy=2.311, SmoothL1=1.098
[Epoch 205][Batch 3199], Speed: 77.748 samples/sec, CrossEntropy=2.311, SmoothL1=1.098
[Epoch 205][Batch 3299], Speed: 74.376 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 205][Batch 3399], Speed: 78.453 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 205][Batch 3499], Speed: 84.797 samples/sec, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 205][Batch 3599], Speed: 85.898 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 205] Training cost: 1539.006, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 206][Batch 99], Speed: 50.695 samples/sec, CrossEntropy=2.348, SmoothL1=1.109
[Epoch 206][Batch 199], Speed: 80.184 samples/sec, CrossEntropy=2.318, SmoothL1=1.086
[Epoch 206][Batch 299], Speed: 77.154 samples/sec, CrossEntropy=2.306, SmoothL1=1.078
[Epoch 206][Batch 399], Speed: 68.363 samples/sec, CrossEntropy=2.318, SmoothL1=1.098
[Epoch 206][Batch 499], Speed: 84.060 samples/sec, CrossEntropy=2.308, SmoothL1=1.091
[Epoch 206][Batch 599], Speed: 78.530 samples/sec, CrossEntropy=2.310, SmoothL1=1.089
[Epoch 206][Batch 699], Speed: 75.381 samples/sec, CrossEntropy=2.303, SmoothL1=1.084
[Epoch 206][Batch 799], Speed: 78.344 samples/sec, CrossEntropy=2.302, SmoothL1=1.086
[Epoch 206][Batch 899], Speed: 81.091 samples/sec, CrossEntropy=2.301, SmoothL1=1.086
[Epoch 206][Batch 999], Speed: 71.504 samples/sec, CrossEntropy=2.299, SmoothL1=1.084
[Epoch 206][Batch 1099], Speed: 72.952 samples/sec, CrossEntropy=2.302, SmoothL1=1.086
[Epoch 206][Batch 1199], Speed: 79.458 samples/sec, CrossEntropy=2.303, SmoothL1=1.086
[Epoch 206][Batch 1299], Speed: 76.575 samples/sec, CrossEntropy=2.304, SmoothL1=1.089
[Epoch 206][Batch 1399], Speed: 76.373 samples/sec, CrossEntropy=2.307, SmoothL1=1.091
[Epoch 206][Batch 1499], Speed: 79.786 samples/sec, CrossEntropy=2.308, SmoothL1=1.091
[Epoch 206][Batch 1599], Speed: 77.826 samples/sec, CrossEntropy=2.310, SmoothL1=1.092
[Epoch 206][Batch 1699], Speed: 73.509 samples/sec, CrossEntropy=2.310, SmoothL1=1.090
[Epoch 206][Batch 1799], Speed: 81.758 samples/sec, CrossEntropy=2.310, SmoothL1=1.090
[Epoch 206][Batch 1899], Speed: 78.986 samples/sec, CrossEntropy=2.312, SmoothL1=1.091
[Epoch 206][Batch 1999], Speed: 78.819 samples/sec, CrossEntropy=2.312, SmoothL1=1.091
[Epoch 206][Batch 2099], Speed: 72.986 samples/sec, CrossEntropy=2.312, SmoothL1=1.091
[Epoch 206][Batch 2199], Speed: 77.882 samples/sec, CrossEntropy=2.313, SmoothL1=1.091
[Epoch 206][Batch 2299], Speed: 79.697 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 206][Batch 2399], Speed: 85.663 samples/sec, CrossEntropy=2.316, SmoothL1=1.095
[Epoch 206][Batch 2499], Speed: 76.949 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 206][Batch 2599], Speed: 80.977 samples/sec, CrossEntropy=2.315, SmoothL1=1.095
[Epoch 206][Batch 2699], Speed: 77.640 samples/sec, CrossEntropy=2.314, SmoothL1=1.096
[Epoch 206][Batch 2799], Speed: 79.703 samples/sec, CrossEntropy=2.314, SmoothL1=1.095
[Epoch 206][Batch 2899], Speed: 76.414 samples/sec, CrossEntropy=2.315, SmoothL1=1.096
[Epoch 206][Batch 2999], Speed: 77.322 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 206][Batch 3099], Speed: 80.596 samples/sec, CrossEntropy=2.315, SmoothL1=1.099
[Epoch 206][Batch 3199], Speed: 77.803 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 206][Batch 3299], Speed: 79.501 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 206][Batch 3399], Speed: 76.921 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 206][Batch 3499], Speed: 84.990 samples/sec, CrossEntropy=2.314, SmoothL1=1.097
[Epoch 206][Batch 3599], Speed: 85.404 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 206] Training cost: 1532.820, CrossEntropy=2.316, SmoothL1=1.099
[Epoch 207][Batch 99], Speed: 55.418 samples/sec, CrossEntropy=2.297, SmoothL1=1.092
[Epoch 207][Batch 199], Speed: 84.660 samples/sec, CrossEntropy=2.298, SmoothL1=1.079
[Epoch 207][Batch 299], Speed: 79.443 samples/sec, CrossEntropy=2.311, SmoothL1=1.101
[Epoch 207][Batch 399], Speed: 80.173 samples/sec, CrossEntropy=2.320, SmoothL1=1.104
[Epoch 207][Batch 499], Speed: 78.917 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 207][Batch 599], Speed: 83.606 samples/sec, CrossEntropy=2.313, SmoothL1=1.100
[Epoch 207][Batch 699], Speed: 77.414 samples/sec, CrossEntropy=2.313, SmoothL1=1.099
[Epoch 207][Batch 799], Speed: 76.406 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 207][Batch 899], Speed: 59.285 samples/sec, CrossEntropy=2.311, SmoothL1=1.095
[Epoch 207][Batch 999], Speed: 78.709 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 207][Batch 1099], Speed: 78.489 samples/sec, CrossEntropy=2.310, SmoothL1=1.095
[Epoch 207][Batch 1199], Speed: 84.744 samples/sec, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 207][Batch 1299], Speed: 83.569 samples/sec, CrossEntropy=2.312, SmoothL1=1.097
[Epoch 207][Batch 1399], Speed: 76.644 samples/sec, CrossEntropy=2.311, SmoothL1=1.098
[Epoch 207][Batch 1499], Speed: 79.113 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 207][Batch 1599], Speed: 81.696 samples/sec, CrossEntropy=2.309, SmoothL1=1.096
[Epoch 207][Batch 1699], Speed: 75.825 samples/sec, CrossEntropy=2.310, SmoothL1=1.095
[Epoch 207][Batch 1799], Speed: 75.067 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 207][Batch 1899], Speed: 77.473 samples/sec, CrossEntropy=2.315, SmoothL1=1.100
[Epoch 207][Batch 1999], Speed: 76.202 samples/sec, CrossEntropy=2.317, SmoothL1=1.102
[Epoch 207][Batch 2099], Speed: 77.464 samples/sec, CrossEntropy=2.318, SmoothL1=1.104
[Epoch 207][Batch 2199], Speed: 83.922 samples/sec, CrossEntropy=2.318, SmoothL1=1.104
[Epoch 207][Batch 2299], Speed: 82.168 samples/sec, CrossEntropy=2.317, SmoothL1=1.102
[Epoch 207][Batch 2399], Speed: 79.689 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 207][Batch 2499], Speed: 79.140 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 207][Batch 2599], Speed: 81.453 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 2699], Speed: 78.405 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 2799], Speed: 76.900 samples/sec, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 207][Batch 2899], Speed: 83.052 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 2999], Speed: 76.793 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 3099], Speed: 80.904 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 3199], Speed: 83.780 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 3299], Speed: 78.215 samples/sec, CrossEntropy=2.317, SmoothL1=1.101
[Epoch 207][Batch 3399], Speed: 79.866 samples/sec, CrossEntropy=2.318, SmoothL1=1.101
[Epoch 207][Batch 3499], Speed: 85.694 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 207][Batch 3599], Speed: 84.761 samples/sec, CrossEntropy=2.317, SmoothL1=1.100
[Epoch 207] Training cost: 1536.546, CrossEntropy=2.316, SmoothL1=1.100
[Epoch 208][Batch 99], Speed: 50.394 samples/sec, CrossEntropy=2.256, SmoothL1=1.051
[Epoch 208][Batch 199], Speed: 81.176 samples/sec, CrossEntropy=2.298, SmoothL1=1.085
[Epoch 208][Batch 299], Speed: 76.437 samples/sec, CrossEntropy=2.309, SmoothL1=1.083
[Epoch 208][Batch 399], Speed: 56.547 samples/sec, CrossEntropy=2.321, SmoothL1=1.096
[Epoch 208][Batch 499], Speed: 77.995 samples/sec, CrossEntropy=2.324, SmoothL1=1.100
[Epoch 208][Batch 599], Speed: 79.516 samples/sec, CrossEntropy=2.318, SmoothL1=1.100
[Epoch 208][Batch 699], Speed: 74.873 samples/sec, CrossEntropy=2.321, SmoothL1=1.103
[Epoch 208][Batch 799], Speed: 79.316 samples/sec, CrossEntropy=2.320, SmoothL1=1.104
[Epoch 208][Batch 899], Speed: 77.885 samples/sec, CrossEntropy=2.320, SmoothL1=1.104
[Epoch 208][Batch 999], Speed: 78.606 samples/sec, CrossEntropy=2.322, SmoothL1=1.107
[Epoch 208][Batch 1099], Speed: 82.794 samples/sec, CrossEntropy=2.324, SmoothL1=1.107
[Epoch 208][Batch 1199], Speed: 79.627 samples/sec, CrossEntropy=2.325, SmoothL1=1.109
[Epoch 208][Batch 1299], Speed: 78.400 samples/sec, CrossEntropy=2.324, SmoothL1=1.109
[Epoch 208][Batch 1399], Speed: 76.113 samples/sec, CrossEntropy=2.323, SmoothL1=1.109
[Epoch 208][Batch 1499], Speed: 78.160 samples/sec, CrossEntropy=2.323, SmoothL1=1.109
[Epoch 208][Batch 1599], Speed: 79.422 samples/sec, CrossEntropy=2.323, SmoothL1=1.108
[Epoch 208][Batch 1699], Speed: 69.613 samples/sec, CrossEntropy=2.321, SmoothL1=1.105
[Epoch 208][Batch 1799], Speed: 77.916 samples/sec, CrossEntropy=2.319, SmoothL1=1.102
[Epoch 208][Batch 1899], Speed: 74.999 samples/sec, CrossEntropy=2.318, SmoothL1=1.101
[Epoch 208][Batch 1999], Speed: 77.116 samples/sec, CrossEntropy=2.314, SmoothL1=1.098
[Epoch 208][Batch 2099], Speed: 78.828 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 208][Batch 2199], Speed: 79.588 samples/sec, CrossEntropy=2.315, SmoothL1=1.098
[Epoch 208][Batch 2299], Speed: 77.457 samples/sec, CrossEntropy=2.315, SmoothL1=1.097
[Epoch 208][Batch 2399], Speed: 73.840 samples/sec, CrossEntropy=2.316, SmoothL1=1.097
[Epoch 208][Batch 2499], Speed: 77.233 samples/sec, CrossEntropy=2.316, SmoothL1=1.097
[Epoch 208][Batch 2599], Speed: 76.527 samples/sec, CrossEntropy=2.318, SmoothL1=1.099
[Epoch 208][Batch 2699], Speed: 85.175 samples/sec, CrossEntropy=2.318, SmoothL1=1.099
[Epoch 208][Batch 2799], Speed: 76.083 samples/sec, CrossEntropy=2.318, SmoothL1=1.098
[Epoch 208][Batch 2899], Speed: 74.164 samples/sec, CrossEntropy=2.317, SmoothL1=1.097
[Epoch 208][Batch 2999], Speed: 82.794 samples/sec, CrossEntropy=2.317, SmoothL1=1.097
[Epoch 208][Batch 3099], Speed: 79.254 samples/sec, CrossEntropy=2.317, SmoothL1=1.098
[Epoch 208][Batch 3199], Speed: 76.961 samples/sec, CrossEntropy=2.317, SmoothL1=1.099
[Epoch 208][Batch 3299], Speed: 75.231 samples/sec, CrossEntropy=2.318, SmoothL1=1.098
[Epoch 208][Batch 3399], Speed: 78.557 samples/sec, CrossEntropy=2.318, SmoothL1=1.099
[Epoch 208][Batch 3499], Speed: 85.505 samples/sec, CrossEntropy=2.318, SmoothL1=1.100
[Epoch 208][Batch 3599], Speed: 83.814 samples/sec, CrossEntropy=2.318, SmoothL1=1.100
[Epoch 208] Training cost: 1539.310, CrossEntropy=2.319, SmoothL1=1.101
[Epoch 209][Batch 99], Speed: 53.208 samples/sec, CrossEntropy=2.331, SmoothL1=1.126
[Epoch 209][Batch 199], Speed: 77.231 samples/sec, CrossEntropy=2.323, SmoothL1=1.119
[Epoch 209][Batch 299], Speed: 78.081 samples/sec, CrossEntropy=2.320, SmoothL1=1.123
[Epoch 209][Batch 399], Speed: 71.510 samples/sec, CrossEntropy=2.326, SmoothL1=1.123
[Epoch 209][Batch 499], Speed: 80.014 samples/sec, CrossEntropy=2.327, SmoothL1=1.124
[Epoch 209][Batch 599], Speed: 79.526 samples/sec, CrossEntropy=2.326, SmoothL1=1.120
[Epoch 209][Batch 699], Speed: 74.655 samples/sec, CrossEntropy=2.328, SmoothL1=1.118
[Epoch 209][Batch 799], Speed: 82.478 samples/sec, CrossEntropy=2.319, SmoothL1=1.111
[Epoch 209][Batch 899], Speed: 75.208 samples/sec, CrossEntropy=2.320, SmoothL1=1.112
[Epoch 209][Batch 999], Speed: 81.095 samples/sec, CrossEntropy=2.320, SmoothL1=1.112
[Epoch 209][Batch 1099], Speed: 74.341 samples/sec, CrossEntropy=2.318, SmoothL1=1.109
[Epoch 209][Batch 1199], Speed: 72.192 samples/sec, CrossEntropy=2.317, SmoothL1=1.107
[Epoch 209][Batch 1299], Speed: 75.544 samples/sec, CrossEntropy=2.316, SmoothL1=1.104
[Epoch 209][Batch 1399], Speed: 84.450 samples/sec, CrossEntropy=2.317, SmoothL1=1.106
[Epoch 209][Batch 1499], Speed: 77.253 samples/sec, CrossEntropy=2.319, SmoothL1=1.108
[Epoch 209][Batch 1599], Speed: 79.451 samples/sec, CrossEntropy=2.320, SmoothL1=1.109
[Epoch 209][Batch 1699], Speed: 76.660 samples/sec, CrossEntropy=2.319, SmoothL1=1.107
[Epoch 209][Batch 1799], Speed: 81.965 samples/sec, CrossEntropy=2.317, SmoothL1=1.104
[Epoch 209][Batch 1899], Speed: 79.389 samples/sec, CrossEntropy=2.316, SmoothL1=1.102
[Epoch 209][Batch 1999], Speed: 77.624 samples/sec, CrossEntropy=2.315, SmoothL1=1.099
[Epoch 209][Batch 2099], Speed: 78.599 samples/sec, CrossEntropy=2.313, SmoothL1=1.097
[Epoch 209][Batch 2199], Speed: 79.800 samples/sec, CrossEntropy=2.313, SmoothL1=1.098
[Epoch 209][Batch 2299], Speed: 77.651 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 209][Batch 2399], Speed: 82.974 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 209][Batch 2499], Speed: 80.086 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 209][Batch 2599], Speed: 78.087 samples/sec, CrossEntropy=2.312, SmoothL1=1.098
[Epoch 209][Batch 2699], Speed: 77.371 samples/sec, CrossEntropy=2.310, SmoothL1=1.097
[Epoch 209][Batch 2799], Speed: 77.975 samples/sec, CrossEntropy=2.309, SmoothL1=1.095
[Epoch 209][Batch 2899], Speed: 76.620 samples/sec, CrossEntropy=2.308, SmoothL1=1.095
[Epoch 209][Batch 2999], Speed: 57.995 samples/sec, CrossEntropy=2.308, SmoothL1=1.094
[Epoch 209][Batch 3099], Speed: 76.973 samples/sec, CrossEntropy=2.308, SmoothL1=1.094
[Epoch 209][Batch 3199], Speed: 78.353 samples/sec, CrossEntropy=2.308, SmoothL1=1.094
[Epoch 209][Batch 3299], Speed: 70.144 samples/sec, CrossEntropy=2.309, SmoothL1=1.094
[Epoch 209][Batch 3399], Speed: 78.124 samples/sec, CrossEntropy=2.309, SmoothL1=1.095
[Epoch 209][Batch 3499], Speed: 83.574 samples/sec, CrossEntropy=2.309, SmoothL1=1.095
[Epoch 209][Batch 3599], Speed: 85.279 samples/sec, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 209] Training cost: 1540.767, CrossEntropy=2.311, SmoothL1=1.097
[Epoch 209] Validation: 
~~~~ Summary metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.289
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.479
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.306
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.106
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.346
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.445
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.258
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.382
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.398
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.129
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.470
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.588
person=41.5
bicycle=21.6
car=29.6
motorcycle=33.4
airplane=53.9
bus=55.2
train=54.8
truck=28.2
boat=16.3
traffic light=14.0
fire hydrant=49.1
stop sign=48.4
parking meter=37.8
bench=15.1
bird=21.6
cat=53.9
dog=48.2
horse=45.5
sheep=38.0
cow=39.2
elephant=53.3
bear=59.9
zebra=56.9
giraffe=55.4
backpack=6.9
umbrella=28.2
handbag=5.5
tie=18.3
suitcase=21.1
frisbee=35.0
skis=14.7
snowboard=18.8
sports ball=27.1
kite=24.8
baseball bat=12.8
baseball glove=18.9
skateboard=34.5
surfboard=23.5
tennis racket=29.7
bottle=21.0
wine glass=21.0
cup=27.1
fork=14.7
knife=7.2
spoon=5.8
bowl=29.7
banana=15.9
apple=12.6
sandwich=27.4
orange=22.1
broccoli=16.4
carrot=11.8
hot dog=22.5
pizza=41.3
donut=30.0
cake=24.7
chair=17.6
couch=35.6
potted plant=16.5
bed=34.6
dining table=22.7
toilet=49.0
tv=47.9
laptop=49.7
mouse=40.5
remote=11.2
keyboard=38.0
cell phone=22.2
microwave=47.3
oven=27.8
toaster=22.3
sink=25.9
refrigerator=39.7
book=7.2
clock=36.7
vase=19.6
scissors=19.5
teddy bear=35.4
hair drier=0.1
toothbrush=7.2
~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~
=28.9
[Epoch 210][Batch 99], Speed: 50.059 samples/sec, CrossEntropy=2.297, SmoothL1=1.081
[Epoch 210][Batch 199], Speed: 78.254 samples/sec, CrossEntropy=2.294, SmoothL1=1.084
[Epoch 210][Batch 299], Speed: 83.432 samples/sec, CrossEntropy=2.310, SmoothL1=1.091
[Epoch 210][Batch 399], Speed: 79.021 samples/sec, CrossEntropy=2.304, SmoothL1=1.091
[Epoch 210][Batch 499], Speed: 74.722 samples/sec, CrossEntropy=2.302, SmoothL1=1.088
[Epoch 210][Batch 599], Speed: 78.927 samples/sec, CrossEntropy=2.304, SmoothL1=1.090
[Epoch 210][Batch 699], Speed: 77.506 samples/sec, CrossEntropy=2.305, SmoothL1=1.094